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Reddy JS, Heath L, Vander Linden A, Allen M, de Paiva Lopes K, Seifar F, Wang E, Ma Y, Poehlman WL, Quicksall ZS, Runnels A, Wang Y, Duong DM, Yin L, Xu K, Modeste ES, Shantaraman A, Dammer EB, Ping L, Oatman SR, Scanlan J, Ho C, Carrasquillo MM, Atik M, Yepez G, Mitchell AO, Nguyen TT, Chen X, Marquez DX, Reddy H, Xiao H, Seshadri S, Mayeux R, Prokop S, Lee EB, Serrano GE, Beach TG, Teich AF, Haroutunian V, Fox EJ, Gearing M, Wingo A, Wingo T, Lah JJ, Levey AI, Dickson DW, Barnes LL, De Jager P, Zhang B, Bennett D, Seyfried NT, Greenwood AK, Ertekin-Taner N. Bridging the Gap: Multi-Omics Profiling of Brain Tissue in Alzheimer's Disease and Older Controls in Multi-Ethnic Populations. bioRxiv 2024:2024.04.16.589592. [PMID: 38659743 PMCID: PMC11042309 DOI: 10.1101/2024.04.16.589592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/26/2024]
Abstract
INTRODUCTION Multi-omics studies in Alzheimer's disease (AD) revealed many potential disease pathways and therapeutic targets. Despite their promise of precision medicine, these studies lacked African Americans (AA) and Latin Americans (LA), who are disproportionately affected by AD. METHODS To bridge this gap, Accelerating Medicines Partnership in AD (AMP-AD) expanded brain multi-omics profiling to multi-ethnic donors. RESULTS We generated multi-omics data and curated and harmonized phenotypic data from AA (n=306), LA (n=326), or AA and LA (n=4) brain donors plus Non-Hispanic White (n=252) and other (n=20) ethnic groups, to establish a foundational dataset enriched for AA and LA participants. This study describes the data available to the research community, including transcriptome from three brain regions, whole genome sequence, and proteome measures. DISCUSSION Inclusion of traditionally underrepresented groups in multi-omics studies is essential to discover the full spectrum of precision medicine targets that will be pertinent to all populations affected with AD.
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Affiliation(s)
- Joseph S Reddy
- Mayo Clinic Florida, 4500 San Pablo Rd S, Jacksonville, FL 32224
| | - Laura Heath
- Sage Bionetworks, 2901 3rd Ave #330, Seattle, WA 98121
| | | | - Mariet Allen
- Mayo Clinic Florida, 4500 San Pablo Rd S, Jacksonville, FL 32224
| | - Katia de Paiva Lopes
- Rush Alzheimer's Disease Center, Rush University Medical Center, 1750 W Harrison St, Chicago, IL 60612
| | - Fatemeh Seifar
- Emory University School of Medicine, 1440 Clifton Rd, Atlanta, GA 30322
| | - Erming Wang
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1428 Madison Ave, New York, NY 10029
- Mount Sinai Center for Transformative Disease Modeling, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY 10029
| | - Yiyi Ma
- Columbia University Irving Medical Center, 622 W 168th St, New York, NY 10032
| | | | | | - Alexi Runnels
- New York Genome Center, 101 6th Ave, New York, NY 10013
| | - Yanling Wang
- Rush Alzheimer's Disease Center, Rush University Medical Center, 1750 W Harrison St, Chicago, IL 60612
| | - Duc M Duong
- Emory University School of Medicine, 1440 Clifton Rd, Atlanta, GA 30322
| | - Luming Yin
- Emory University School of Medicine, 1440 Clifton Rd, Atlanta, GA 30322
| | - Kaiming Xu
- Emory University School of Medicine, 1440 Clifton Rd, Atlanta, GA 30322
| | - Erica S Modeste
- Emory University School of Medicine, 1440 Clifton Rd, Atlanta, GA 30322
| | | | - Eric B Dammer
- Emory University School of Medicine, 1440 Clifton Rd, Atlanta, GA 30322
| | - Lingyan Ping
- Emory University School of Medicine, 1440 Clifton Rd, Atlanta, GA 30322
| | | | - Jo Scanlan
- Sage Bionetworks, 2901 3rd Ave #330, Seattle, WA 98121
| | - Charlotte Ho
- Mayo Clinic Florida, 4500 San Pablo Rd S, Jacksonville, FL 32224
| | | | - Merve Atik
- Mayo Clinic Florida, 4500 San Pablo Rd S, Jacksonville, FL 32224
| | - Geovanna Yepez
- Mayo Clinic Florida, 4500 San Pablo Rd S, Jacksonville, FL 32224
| | | | - Thuy T Nguyen
- Mayo Clinic Florida, 4500 San Pablo Rd S, Jacksonville, FL 32224
| | - Xianfeng Chen
- Mayo Clinic Florida, 4500 San Pablo Rd S, Jacksonville, FL 32224
| | - David X Marquez
- Rush Alzheimer's Disease Center, Rush University Medical Center, 1750 W Harrison St, Chicago, IL 60612
- University of Illinois Chicago, 1200 West Harrison St., Chicago, Illinois 60607
| | - Hasini Reddy
- Columbia University Irving Medical Center, 622 W 168th St, New York, NY 10032
| | - Harrison Xiao
- Columbia University Irving Medical Center, 622 W 168th St, New York, NY 10032
| | - Sudha Seshadri
- The Glen Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas, 8300 Floyd Curl Drive, San Antonio TX 78229
| | - Richard Mayeux
- Columbia University Irving Medical Center, 622 W 168th St, New York, NY 10032
| | | | - Edward B Lee
- Center for Neurodegenerative Disease Brain Bank at the University of Pennsylvania, 3600 Spruce Street, Philadelphia, PA 19104-2676
| | - Geidy E Serrano
- Banner Sun Health Research Institute, 10515 W Santa Fe Dr, Sun City, AZ 85351
| | - Thomas G Beach
- Banner Sun Health Research Institute, 10515 W Santa Fe Dr, Sun City, AZ 85351
| | - Andrew F Teich
- Columbia University Irving Medical Center, 622 W 168th St, New York, NY 10032
| | - Varham Haroutunian
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1428 Madison Ave, New York, NY 10029
| | - Edward J Fox
- Emory University School of Medicine, 1440 Clifton Rd, Atlanta, GA 30322
| | - Marla Gearing
- Emory University School of Medicine, 1440 Clifton Rd, Atlanta, GA 30322
| | - Aliza Wingo
- Emory University School of Medicine, 1440 Clifton Rd, Atlanta, GA 30322
| | - Thomas Wingo
- Emory University School of Medicine, 1440 Clifton Rd, Atlanta, GA 30322
| | - James J Lah
- Emory University School of Medicine, 1440 Clifton Rd, Atlanta, GA 30322
| | - Allan I Levey
- Emory University School of Medicine, 1440 Clifton Rd, Atlanta, GA 30322
| | - Dennis W Dickson
- Mayo Clinic Florida, 4500 San Pablo Rd S, Jacksonville, FL 32224
| | - Lisa L Barnes
- Rush Alzheimer's Disease Center, Rush University Medical Center, 1750 W Harrison St, Chicago, IL 60612
| | - Philip De Jager
- Columbia University Irving Medical Center, 622 W 168th St, New York, NY 10032
| | - Bin Zhang
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1428 Madison Ave, New York, NY 10029
- Mount Sinai Center for Transformative Disease Modeling, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY 10029
| | - David Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, 1750 W Harrison St, Chicago, IL 60612
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Dulski J, Uitti RJ, Beasley A, Hernandez D, Ramanan VK, Cahn EJ, Ren Y, Johnson PW, Quicksall ZS, Wszolek ZK, Ross OA, Heckman MG. Genetics of Parkinson's disease heterogeneity: A genome-wide association study of clinical subtypes. Parkinsonism Relat Disord 2024; 119:105935. [PMID: 38072719 PMCID: PMC10872335 DOI: 10.1016/j.parkreldis.2023.105935] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Revised: 11/06/2023] [Accepted: 11/18/2023] [Indexed: 12/25/2023]
Abstract
INTRODUCTION Substantial heterogeneity between individual patients in the clinical presentation of Parkinson's disease (PD) has led to the classification of distinct PD subtypes. However, genetic susceptibility factors for specific PD subtypes are not well understood. Therefore, the present study aimed to investigate the genetics of PD heterogeneity by performing a genome-wide association study (GWAS) of PD subtypes. METHODS A total of 799 PD patients were included and classified into tremor-dominant (TD) (N = 345), akinetic-rigid (AR) (N = 227), gait-difficulty (GD) (N = 82), and mixed (MX) (N = 145) phenotypic subtypes. After array genotyping and subsequent imputation, a total of 7,918,344 variants were assessed for association with each PD subtype using logistic regression models that were adjusted for age, sex, and the top five principal components of GWAS data. RESULTS We identified one genome-wide significant association (P < 5 × 10-8), which was between the MIR3976HG rs7504760 variant and the AR subtype (Odds ratio [OR] = 6.12, P = 2.57 × 10-8). Suggestive associations (P < 1 × 10-6) were observed regarding TD for RP11-497G19.3/RP11-497G19.1 rs7304254 (OR = 3.33, P = 3.89 × 10-7), regarding GD for HES2 rs111473931 (OR = 3.18, P = 6.85 × 10-7), RP11-400D2.3/CTD-2012I17.1 rs149082205 (OR = 8.96, P = 9.08 × 10-7), and RN7SL408P/SGK1 rs56161738 (OR = 2.97, P = 6.19 × 10-7), and regarding MX for MMRN2 rs112991171 (OR = 4.98, P = 1.02 × 10-7). CONCLUSION Our findings indicate that genetic variation may account for part of the clinical heterogeneity of PD. In particular, we found a novel genome-wide significant association between MIR3976HG variation and the AR PD subtype. Replication of these findings will be important in order to better define the genetic architecture of clinical variability in PD disease presentation.
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Affiliation(s)
- Jarosław Dulski
- Department of Neurology, Mayo Clinic, Jacksonville, FL, USA; Division of Neurological and Psychiatric Nursing, Faculty of Health Sciences, Medical University of Gdansk, Gdansk, Poland; Neurology Department, St Adalbert Hospital, Copernicus PL Ltd., Gdansk, Poland; Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA.
| | - Ryan J Uitti
- Department of Neurology, Mayo Clinic, Jacksonville, FL, USA
| | | | - Dena Hernandez
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | | | - Elliot J Cahn
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN, USA
| | - Yingxue Ren
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Jacksonville, FL, USA
| | - Patrick W Johnson
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Jacksonville, FL, USA
| | - Zachary S Quicksall
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Jacksonville, FL, USA
| | | | - Owen A Ross
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA; Department of Clinical Genomics, Mayo Clinic, Jacksonville, FL, USA
| | - Michael G Heckman
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Jacksonville, FL, USA.
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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] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [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.
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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.
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Hou X, Heckman MG, Fiesel FC, Koga S, Soto-Beasley AI, Watzlawik JO, Zhao J, Valentino RR, Johnson PW, White LJ, Quicksall ZS, Reddy JS, Bras J, Guerreiro R, Zhao N, Bu G, Dickson DW, Ross OA, Springer W. Genome-wide association study identifies APOE and ZMIZ1 variants as mitophagy modifiers in Lewy body disease. medRxiv 2023:2023.10.16.23297100. [PMID: 37905059 PMCID: PMC10615013 DOI: 10.1101/2023.10.16.23297100] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/02/2023]
Abstract
The PINK1-PRKN pathway mediates a critical quality control to maintain mitochondrial health and function. Together the kinase-ligase pair identifies and decorate damaged mitochondria with phosphorylated ubiquitin (p-S65-Ub). This selective label serves as the mitophagy tag and facilitates their degradation via autophagy-lysosome system. While complete loss of PINK1 or PRKN function causes early-onset Parkinson disease, much broader mitophagy impairments are emerging across neurodegenerative disorders. We previously found age- and disease-dependent accumulation of p-S65-Ub signal in the hippocampus of autopsy brains with Lewy body disease (LBD). However, the contribution of genetic variation to mitochondrial damage and p-S65-Ub levels remains unknown in LBD cases. To identify novel regulators of PINK1-PRKN mitophagy in LBD, we performed an unbiased genome-wide association study of hippocampal p-S65-Ub level with 1,012 autopsy confirmed LBD samples. Using an established, mostly automated workflow, hippocampal sections were immunostained for p-S65-Ub, scanned, and quantified with unbiased algorithms. Functional validation of the significant hit was performed in animal model and human induced pluripotent stem cells (hiPSCs). We identified a strong association with p-S65-Ub for APOE4 (rs429358; β : 0.50, 95% CI: 0.41 to 0.69; p =8.67x10 -25 ) and a genome-wide significant association for ZMIZ1 (rs6480922; β : -0.33, 95% CI: -0.45 to -0.22; p =1.42x10 -8 ). The increased p-S65-Ub levels in APOE4 -carrier may be mediated by both co-pathology-dependent and -independent mechanisms, which was confirmed in Apoe-targeted replacement mice and hiPSC-derived astrocytes. Intriguingly, ZMIZ1 rs6480922 also significantly associated with increased brain weight and reduced neuropathological burden indicating a potential role as a resilience factor. Our findings nominate novel mitophagy regulators in LBD brain ( ZMIZ1 locus) and highlight a strong association of APOE4 with mitophagy alteration. With APOE4 being the strongest known risk factor for clinical Alzheimer's disease and dementia with Lewy bodies, our findings suggest a common mechanistic link underscoring the importance of mitochondrial quality control.
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Tipton PW, Atik M, Soto-Beasley AI, Day GS, Grewal SS, Chaichana K, Fermo OP, Ball CT, Heckman MG, White LJ, Quicksall ZS, Reddy JS, Ramanan VK, Vemuri P, Elder BD, Ertekin-Taner N, Ross O, Graff-Radford N. CWH43 Variants Are Associated With Disease Risk and Clinical Phenotypic Measures in Patients With Normal Pressure Hydrocephalus. Neurol Genet 2023; 9:e200086. [PMID: 37476022 PMCID: PMC10356132 DOI: 10.1212/nxg.0000000000200086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Accepted: 05/25/2023] [Indexed: 07/22/2023]
Abstract
Background and Objectives Variants in the CWH43 gene have been associated with normal pressure hydrocephalus (NPH). We aimed to replicate these findings, identify additional CWH43 variants, and further define the clinical phenotype associated with CWH43 variants. Methods We determined the prevalence of CWH43 variants by whole-genome sequencing (WGS) in 94 patients with NPH. The odds of having CWH43 variant carriers develop NPH were determined through comparison with 532 Mayo Clinic Biobank volunteers without a history of NPH. For patients with NPH, we documented the head circumference, prevalence of disproportionate enlargement of subarachnoid hydrocephalus (DESH), microvascular changes on MRI quantified by the Fazekas scale, and ambulatory response to ventriculoperitoneal shunting. Results We identified rare (MAF <0.05) coding CWH43 variants in 15 patients with NPH. Ten patients (Leu533Terfs, n = 8; Lys696Asnfs, n = 2) harbored previously reported predicted loss-of-function variants, and combined burden analysis confirmed risk association with NPH (OR 2.60, 95% CI 1.12-6.03, p = 0.027). Additional missense variations observed included Ile292Thr (n = 2), Ala469Ser (n = 2), and Ala626Val (n = 1). Though not quite statistically significant, in single variable analysis, the odds of having a head circumference above the 75th percentile of normal controls was more than 5 times higher for CWH43 variant carriers compared with that for noncarriers (unadjusted OR 5.67, 95% CI 0.96-108.55, p = 0.057), and this was consistent after adjusting for sex and height (OR 5.42, 95% CI 0.87-106.37, p = 0.073). DESH was present in 56.7% of noncarriers and only 21.4% of carriers (p = 0.016), while sulcal trapping was also more prevalent among noncarriers (67.2% vs 35.7%, p = 0.030). All 8 of the 15 variant carriers who underwent ventriculoperitoneal shunting at our institution experienced ambulatory improvements. Discussion CWH43 variants are frequent in patients with NPH. Predicted loss-of-function mutations were the most common; we identified missense mutations that require further study. Our findings suggest that congenital factors, rather than malabsorption or vascular dysfunction, are primary contributors to the CWH43-related NPH clinical syndrome.
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Affiliation(s)
- Philip W Tipton
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Merve Atik
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Alexandra I Soto-Beasley
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Gregory S Day
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Sanjeet S Grewal
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Kaisorn Chaichana
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Olga P Fermo
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Colleen T Ball
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Michael G Heckman
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Launia J White
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Zachary S Quicksall
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Joseph S Reddy
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Vijay K Ramanan
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Prashanthi Vemuri
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Benjamin D Elder
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Nilufer Ertekin-Taner
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Owen Ross
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
| | - Neill Graff-Radford
- From the Department of Neurology (P.W.T., G.S.D., O.P.F., N.E.-T., N.G.-R.), Department of Neuroscience (M.A., A.I.S.-B., Z.S.Q., J.S.R., N.E.-T., O.R.), Department of Neurosurgery (S.S.G., K.C.), Division of Clinical Trials and Biostatistics (C.T.B., M.G.H., L.J.W.), Mayo Clinic, Jacksonville, FL; Department of Neurology (V.K.R.), Department of Radiology (P.V.), and Department of Neurosurgery (B.D.E.), Mayo Clinic, Rochester, MN
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6
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Zhao N, Qiao W, Li F, Ren Y, Zheng J, Martens YA, Wang X, Li L, Liu CC, Chen K, Zhu Y, Ikezu TC, Li Z, Meneses AD, Jin Y, Knight JA, Chen Y, Bastea L, Linares C, Sonustun B, Job L, Smith ML, Xie M, Liu YU, Umpierre AD, Haruwaka K, Quicksall ZS, Storz P, Asmann YW, Wu LJ, Bu G. Elevating microglia TREM2 reduces amyloid seeding and suppresses disease-associated microglia. J Exp Med 2022; 219:213467. [PMID: 36107206 PMCID: PMC9481739 DOI: 10.1084/jem.20212479] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 06/30/2022] [Accepted: 08/24/2022] [Indexed: 11/04/2022] Open
Abstract
TREM2 is exclusively expressed by microglia in the brain and is strongly linked to the risk for Alzheimer's disease (AD). As microglial responses modulated by TREM2 are central to AD pathogenesis, enhancing TREM2 signaling has been explored as an AD therapeutic strategy. However, the effective therapeutic window targeting TREM2 is unclear. Here, by using microglia-specific inducible mouse models overexpressing human wild-type TREM2 (TREM2-WT) or R47H risk variant (TREM2-R47H), we show that TREM2-WT expression reduces amyloid deposition and neuritic dystrophy only during the early amyloid seeding stage, whereas TREM2-R47H exacerbates amyloid burden during the middle amyloid rapid growth stage. Single-cell RNA sequencing reveals suppressed disease-associated microglia (DAM) signature and reduced DAM population upon TREM2-WT expression in the early stage, whereas upregulated antigen presentation pathway is detected with TREM2-R47H expression in the middle stage. Together, our findings highlight the dynamic effects of TREM2 in modulating AD pathogenesis and emphasize the beneficial effect of enhancing TREM2 function in the early stage of AD development.
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Affiliation(s)
- Na Zhao
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL
| | - Wenhui Qiao
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL
| | - Fuyao Li
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL
| | - Yingxue Ren
- Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL
| | - Jiaying Zheng
- Department of Neurology, Mayo Clinic, Rochester, MN.,Neuroscience Graduate Program, Mayo Clinic, Jacksonville, FL
| | - Yuka A Martens
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL
| | - Xusheng Wang
- Department of Biology, University of North Dakota, Grand Forks, ND
| | - Ling Li
- Department of Biology, University of North Dakota, Grand Forks, ND
| | - Chia-Chen Liu
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL
| | - Kai Chen
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL
| | - Yiyang Zhu
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL
| | | | - Zonghua Li
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL
| | - Axel D Meneses
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL
| | - Yunjung Jin
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL
| | | | - Yixing Chen
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL
| | - Ligia Bastea
- Department of Cancer Biology, Mayo Clinic, Jacksonville, FL
| | | | | | - Lucy Job
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL
| | | | - Manling Xie
- Department of Neurology, Mayo Clinic, Rochester, MN.,Neuroscience Graduate Program, Mayo Clinic, Jacksonville, FL
| | - Yong U Liu
- Department of Neurology, Mayo Clinic, Rochester, MN
| | | | | | | | - Peter Storz
- Department of Cancer Biology, Mayo Clinic, Jacksonville, FL
| | - Yan W Asmann
- Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL
| | - Long-Jun Wu
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL.,Department of Neurology, Mayo Clinic, Rochester, MN.,Neuroscience Graduate Program, Mayo Clinic, Jacksonville, FL
| | - Guojun Bu
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL.,Neuroscience Graduate Program, Mayo Clinic, Jacksonville, FL
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7
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Liu CC, Zhao J, Fu Y, Inoue Y, Ren Y, Chen Y, Doss SV, Shue F, Jeevaratnam S, Bastea L, Wang N, Martens YA, Qiao W, Wang M, Zhao N, Jia L, Yamazaki Y, Yamazaki A, Rosenberg CL, Wang Z, Kong D, Li Z, Kuchenbecker LA, Trottier ZA, Felton L, Rogers J, Quicksall ZS, Linares C, Knight J, Chen Y, Kurti A, Kanekiyo T, Fryer JD, Asmann YW, Storz P, Wang X, Peng J, Zhang B, Kim BYS, Bu G. Peripheral apoE4 enhances Alzheimer's pathology and impairs cognition by compromising cerebrovascular function. Nat Neurosci 2022; 25:1020-1033. [PMID: 35915180 PMCID: PMC10009873 DOI: 10.1038/s41593-022-01127-0] [Citation(s) in RCA: 49] [Impact Index Per Article: 24.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Accepted: 06/22/2022] [Indexed: 12/21/2022]
Abstract
The ε4 allele of the apolipoprotein E (APOE) gene, a genetic risk factor for Alzheimer's disease, is abundantly expressed in both the brain and periphery. Here, we present evidence that peripheral apoE isoforms, separated from those in the brain by the blood-brain barrier, differentially impact Alzheimer's disease pathogenesis and cognition. To evaluate the function of peripheral apoE, we developed conditional mouse models expressing human APOE3 or APOE4 in the liver with no detectable apoE in the brain. Liver-expressed apoE4 compromised synaptic plasticity and cognition by impairing cerebrovascular functions. Plasma proteome profiling revealed apoE isoform-dependent functional pathways highlighting cell adhesion, lipoprotein metabolism and complement activation. ApoE3 plasma from young mice improved cognition and reduced vessel-associated gliosis when transfused into aged mice, whereas apoE4 compromised the beneficial effects of young plasma. A human induced pluripotent stem cell-derived endothelial cell model recapitulated the plasma apoE isoform-specific effect on endothelial integrity, further supporting a vascular-related mechanism. Upon breeding with amyloid model mice, liver-expressed apoE4 exacerbated brain amyloid pathology, whereas apoE3 reduced it. Our findings demonstrate pathogenic effects of peripheral apoE4, providing a strong rationale for targeting peripheral apoE to treat Alzheimer's disease.
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Affiliation(s)
- Chia-Chen Liu
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA.
| | - Jing Zhao
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Yuan Fu
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Yasuteru Inoue
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Yingxue Ren
- Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, USA
| | - Yuanxin Chen
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Sydney V Doss
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Francis Shue
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | - Ligia Bastea
- Department of Cancer Biology, Mayo Clinic, Jacksonville, FL, USA
| | - Na Wang
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Yuka A Martens
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Wenhui Qiao
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Minghui Wang
- Department of Cancer Biology, Mayo Clinic, Jacksonville, FL, USA
| | - Na Zhao
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Lin Jia
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Yu Yamazaki
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Akari Yamazaki
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | - Zhen Wang
- Departments of Structural Biology and Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Dehui Kong
- Department of Biology, University of North Dakota, Grand Forks, ND, USA
| | - Zonghua Li
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | | | - Lindsey Felton
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Justin Rogers
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | - Cynthia Linares
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Joshua Knight
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Yixing Chen
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Aishe Kurti
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | - John D Fryer
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Yan W Asmann
- Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, USA
| | - Peter Storz
- Department of Cancer Biology, Mayo Clinic, Jacksonville, FL, USA
| | - Xusheng Wang
- Department of Biology, University of North Dakota, Grand Forks, ND, USA
| | - Junmin Peng
- Departments of Structural Biology and Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Bin Zhang
- Department of Genetics and Genomic Sciences, Mount Sinai Center for Transformative Disease Modeling, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Betty Y S Kim
- Department of Neurosurgery, The Brain Tumor Center, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Guojun Bu
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA.
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8
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Patel T, Carnwath TP, Wang X, Allen M, Lincoln SJ, Lewis‐Tuffin L, Quicksall ZS, Lin S, Tutor‐New FQ, Ho CC, Min Y, Malphrus KG, Nguyen TT, Martin E, Garcia CA, Alkharboosh RM, Grewal S, Chaichana K, Wharen R, Guerrero‐Cazares H, Quinones‐Hinojosa A, Ertekin‐Taner N. Transcriptional landscape of human microglia implicates age, sex, and APOE-related immunometabolic pathway perturbations. Aging Cell 2022; 21:e13606. [PMID: 35388616 PMCID: PMC9124307 DOI: 10.1111/acel.13606] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 03/19/2022] [Accepted: 03/21/2022] [Indexed: 12/20/2022] Open
Abstract
Microglia have fundamental roles in health and disease; however, effects of age, sex, and genetic factors on human microglia have not been fully explored. We applied bulk and single-cell approaches to comprehensively characterize human microglia transcriptomes and their associations with age, sex, and APOE. We identified a novel microglial signature, characterized its expression in bulk tissue and single-cell microglia transcriptomes. We discovered microglial co-expression network modules associated with age, sex, and APOE-ε4 that are enriched for lipid and carbohydrate metabolism genes. Integrated analyses of modules with single-cell transcriptomes revealed significant overlap between age-associated module genes and both pro-inflammatory and disease-associated microglial clusters. These modules and clusters harbor known neurodegenerative disease genes including APOE, PLCG2, and BIN1. Meta-analyses with published bulk and single-cell microglial datasets further supported our findings. Thus, these data represent a well-characterized human microglial transcriptome resource and highlight age, sex, and APOE-related microglial immunometabolism perturbations with potential relevance in neurodegeneration.
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Affiliation(s)
- Tulsi Patel
- Department of NeuroscienceMayo ClinicJacksonvilleFloridaUSA
| | | | - Xue Wang
- Department of Quantitative Health SciencesMayo ClinicJacksonvilleFloridaUSA
| | - Mariet Allen
- Department of NeuroscienceMayo ClinicJacksonvilleFloridaUSA
| | | | | | | | - Shu Lin
- Department of NeuroscienceMayo ClinicJacksonvilleFloridaUSA
| | | | | | - Yuhao Min
- Department of NeuroscienceMayo ClinicJacksonvilleFloridaUSA
| | | | - Thuy T. Nguyen
- Department of NeuroscienceMayo ClinicJacksonvilleFloridaUSA
| | | | | | - Rawan M. Alkharboosh
- Department of NeurosurgeryMayo ClinicJacksonvilleFloridaUSA
- Neuroscience Graduate ProgramMayo Clinic Graduate School of Biomedical SciencesMayo ClinicRochesterMinnesotaUSA
- Regenerative Sciences Training ProgramCenter for Regenerative MedicineMayo ClinicRochesterMinnesotaUSA
| | - Sanjeet Grewal
- Department of NeurosurgeryMayo ClinicJacksonvilleFloridaUSA
| | | | - Robert Wharen
- Department of NeurosurgeryMayo ClinicJacksonvilleFloridaUSA
| | | | | | - Nilüfer Ertekin‐Taner
- Department of NeuroscienceMayo ClinicJacksonvilleFloridaUSA
- Department of NeurologyMayo ClinicJacksonvilleFloridaUSA
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9
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Reddy JS, Allen M, Ho CCG, Oatman SR, İş Ö, Quicksall ZS, Wang X, Jin J, Patel TA, Carnwath TP, Nguyen TT, Malphrus KG, Lincoln SJ, Carrasquillo MM, Crook JE, Kanekiyo T, Murray ME, Bu G, Dickson DW, Ertekin-Taner N. Genome-wide analysis identifies a novel LINC-PINT splice variant associated with vascular amyloid pathology in Alzheimer's disease. Acta Neuropathol Commun 2021; 9:93. [PMID: 34020725 PMCID: PMC8147512 DOI: 10.1186/s40478-021-01199-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Accepted: 05/12/2021] [Indexed: 01/09/2023] Open
Abstract
Cerebral amyloid angiopathy (CAA) contributes to accelerated cognitive decline in Alzheimer’s disease (AD) dementia and is a common finding at autopsy. The APOEε4 allele and male sex have previously been reported to associate with increased CAA in AD. To inform biomarker and therapeutic target discovery, we aimed to identify additional genetic risk factors and biological pathways involved in this vascular component of AD etiology. We present a genome-wide association study of CAA pathology in AD cases and report sex- and APOE-stratified assessment of this phenotype. Genome-wide genotypes were collected from 853 neuropathology-confirmed AD cases scored for CAA across five brain regions, and imputed to the Haplotype Reference Consortium panel. Key variables and genome-wide genotypes were tested for association with CAA in all individuals and in sex and APOEε4 stratified subsets. Pathway enrichment was run for each of the genetic analyses. Implicated loci were further investigated for functional consequences using brain transcriptome data from 1,186 samples representing seven brain regions profiled as part of the AMP-AD consortium. We confirmed association of male sex, AD neuropathology and APOEε4 with increased CAA, and identified a novel locus, LINC-PINT, associated with lower CAA amongst APOEε4-negative individuals (rs10234094-C, beta = −3.70 [95% CI −0.49—−0.24]; p = 1.63E-08). Transcriptome profiling revealed higher LINC-PINT expression levels in AD cases, and association of rs10234094-C with altered LINC-PINT splicing. Pathway analysis indicates variation in genes involved in neuronal health and function are linked to CAA in AD patients. Further studies in additional and diverse cohorts are needed to assess broader translation of our findings.
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10
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Crist AM, Hinkle KM, Wang X, Moloney CM, Matchett BJ, Labuzan SA, Frankenhauser I, Azu NO, Liesinger AM, Lesser ER, Serie DJ, Quicksall ZS, Patel TA, Carnwath TP, DeTure M, Tang X, Petersen RC, Duara R, Graff-Radford NR, Allen M, Carrasquillo MM, Li H, Ross OA, Ertekin-Taner N, Dickson DW, Asmann YW, Carter RE, Murray ME. Transcriptomic analysis to identify genes associated with selective hippocampal vulnerability in Alzheimer's disease. Nat Commun 2021; 12:2311. [PMID: 33875655 PMCID: PMC8055900 DOI: 10.1038/s41467-021-22399-3] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2020] [Accepted: 03/03/2021] [Indexed: 12/14/2022] Open
Abstract
Selective vulnerability of different brain regions is seen in many neurodegenerative disorders. The hippocampus and cortex are selectively vulnerable in Alzheimer's disease (AD), however the degree of involvement of the different brain regions differs among patients. We classified corticolimbic patterns of neurofibrillary tangles in postmortem tissue to capture extreme and representative phenotypes. We combined bulk RNA sequencing with digital pathology to examine hippocampal vulnerability in AD. We identified hippocampal gene expression changes associated with hippocampal vulnerability and used machine learning to identify genes that were associated with AD neuropathology, including SERPINA5, RYBP, SLC38A2, FEM1B, and PYDC1. Further histologic and biochemical analyses suggested SERPINA5 expression is associated with tau expression in the brain. Our study highlights the importance of embracing heterogeneity of the human brain in disease to identify disease-relevant gene expression.
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Affiliation(s)
- Angela M Crist
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Kelly M Hinkle
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Xue Wang
- Department of Health Sciences Research, Mayo Clinic, Jacksonville, FL, USA
| | | | | | | | - Isabelle Frankenhauser
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
- Paracelsus Medical Private University, Salzburg, Austria
| | - Nkem O Azu
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | - Elizabeth R Lesser
- Department of Health Sciences Research, Mayo Clinic, Jacksonville, FL, USA
| | - Daniel J Serie
- Department of Health Sciences Research, Mayo Clinic, Jacksonville, FL, USA
| | | | - Tulsi A Patel
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Troy P Carnwath
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Michael DeTure
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Xiaojia Tang
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | | | - Ranjan Duara
- Wien Center for Alzheimer's Disease and Memory Disorders, Mount Sinai Medical Center, Miami Beach, FL, USA
| | | | - Mariet Allen
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | - Hu Li
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN, USA
| | - Owen A Ross
- 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
| | | | - Yan W Asmann
- Department of Health Sciences Research, Mayo Clinic, Jacksonville, FL, USA
| | - Rickey E Carter
- Department of Health Sciences Research, Mayo Clinic, Jacksonville, FL, USA
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11
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Rademakers R, Nicholson AM, Ren Y, Koga S, Nguyen HP, Brooks M, Qiao W, Quicksall ZS, Matchett B, Perkerson RB, Kurti A, Castanedes-Casey M, Phillips V, Librero AL, Fernandez De Castro CH, Baker MC, Roemer SF, Murray ME, Asmann Y, Fryer JD, Bu G, Dickson DW, Zhou X. Loss of Tmem106b leads to cerebellum Purkinje cell death and motor deficits. Brain Pathol 2021; 31:e12945. [PMID: 33709463 PMCID: PMC8412084 DOI: 10.1111/bpa.12945] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Revised: 01/30/2021] [Accepted: 02/16/2021] [Indexed: 01/05/2023] Open
Abstract
TMEM106B has been recently implicated in multiple neurodegenerative diseases. Here, Rademakers et al. report a late-onset cerebellar Purkinje cell loss and progressive decline in motor function and gait deficits in a conventional Tmem106b-/- mouse model. By using high-power microscopy and bulk RNA sequencing, the authors further identify lysosomal and immune dysfunction as potential underlying mechanisms of the Purkinje cell loss.
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Affiliation(s)
- Rosa Rademakers
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA.,Applied and Translational Neurogenomics, VIB Center for Molecular Neurology, VIB, Antwerp, Belgium.,Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
| | | | - Yingxue Ren
- Department of Health Sciences Research, Mayo Clinic, Jacksonville, FL, USA
| | - Shunsuke Koga
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | - Mieu Brooks
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Wenhui Qiao
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | - Billie Matchett
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | - Aishe Kurti
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | | | | | | | - Matthew C Baker
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Shanu F Roemer
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | - Yan Asmann
- Department of Health Sciences Research, Mayo Clinic, Jacksonville, FL, USA
| | - John D Fryer
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Guojun Bu
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | - Xiaolai Zhou
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA.,State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
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12
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Wang X, Allen M, Li S, Quicksall ZS, Patel TA, Carnwath TP, Reddy JS, Carrasquillo MM, Lincoln SJ, Nguyen TT, Malphrus KG, Dickson DW, Crook JE, Asmann YW, Ertekin-Taner N. Correction to: Deciphering cellular transcriptional alterations in Alzheimer's disease brains. Mol Neurodegener 2020; 15:54. [PMID: 32928256 PMCID: PMC7490892 DOI: 10.1186/s13024-020-00403-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Affiliation(s)
- Xue Wang
- Department of Health Sciences Research, Mayo Clinic Florida, Jacksonville, FL, USA.
| | - Mariet Allen
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Shaoyu Li
- Department of Mathematics and Statistics, University of North Carolina at Charlotte, Charlotte, NC, USA
| | - Zachary S Quicksall
- Department of Health Sciences Research, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Tulsi A Patel
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Troy P Carnwath
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Joseph S Reddy
- Department of Health Sciences Research, Mayo Clinic Florida, Jacksonville, FL, USA
| | | | - Sarah J Lincoln
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Thuy T Nguyen
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | | | - Dennis W Dickson
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Julia E Crook
- Department of Health Sciences Research, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Yan W Asmann
- Department of Health Sciences Research, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Nilüfer Ertekin-Taner
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA. .,Department of Neurology, Mayo Clinic Florida, Jacksonville, FL, USA.
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13
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Wang X, Allen M, Li S, Quicksall ZS, Patel TA, Carnwath TP, Reddy JS, Carrasquillo MM, Lincoln SJ, Nguyen TT, Malphrus KG, Dickson DW, Crook JE, Asmann YW, Ertekin-Taner N. Deciphering cellular transcriptional alterations in Alzheimer's disease brains. Mol Neurodegener 2020; 15:38. [PMID: 32660529 PMCID: PMC7359236 DOI: 10.1186/s13024-020-00392-6] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2020] [Accepted: 06/27/2020] [Indexed: 02/06/2023] Open
Abstract
Large-scale brain bulk-RNAseq studies identified molecular pathways implicated in Alzheimer's disease (AD), however these findings can be confounded by cellular composition changes in bulk-tissue. To identify cell intrinsic gene expression alterations of individual cell types, we designed a bioinformatics pipeline and analyzed three AD and control bulk-RNAseq datasets of temporal and dorsolateral prefrontal cortex from 685 brain samples. We detected cell-proportion changes in AD brains that are robustly replicable across the three independently assessed cohorts. We applied three different algorithms including our in-house algorithm to identify cell intrinsic differentially expressed genes in individual cell types (CI-DEGs). We assessed the performance of all algorithms by comparison to single nucleus RNAseq data. We identified consensus CI-DEGs that are common to multiple brain regions. Despite significant overlap between consensus CI-DEGs and bulk-DEGs, many CI-DEGs were absent from bulk-DEGs. Consensus CI-DEGs and their enriched GO terms include genes and pathways previously implicated in AD or neurodegeneration, as well as novel ones. We demonstrated that the detection of CI-DEGs through computational deconvolution methods is promising and highlight remaining challenges. These findings provide novel insights into cell-intrinsic transcriptional changes of individual cell types in AD and may refine discovery and modeling of molecular targets that drive this complex disease.
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Affiliation(s)
- Xue Wang
- Department of Health Sciences Research, Mayo Clinic Florida, Jacksonville, FL, USA.
| | - Mariet Allen
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Shaoyu Li
- Department of Mathematics and Statistics, University of North Carolina at Charlotte, Charlotte, NC, USA
| | - Zachary S Quicksall
- Department of Health Sciences Research, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Tulsi A Patel
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Troy P Carnwath
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Joseph S Reddy
- Department of Health Sciences Research, Mayo Clinic Florida, Jacksonville, FL, USA
| | | | - Sarah J Lincoln
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Thuy T Nguyen
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | | | - Dennis W Dickson
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Julia E Crook
- Department of Health Sciences Research, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Yan W Asmann
- Department of Health Sciences Research, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Nilüfer Ertekin-Taner
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA.
- Department of Neurology, Mayo Clinic Florida, Jacksonville, FL, USA.
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14
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Boyd BM, Allen JM, Nguyen NP, Vachaspati P, Quicksall ZS, Warnow T, Mugisha L, Johnson KP, Reed DL. Primates, Lice and Bacteria: Speciation and Genome Evolution in the Symbionts of Hominid Lice. Mol Biol Evol 2017; 34:1743-1757. [PMID: 28419279 PMCID: PMC5455983 DOI: 10.1093/molbev/msx117] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Insects with restricted diets rely on symbiotic bacteria to provide essential metabolites missing in their diet. The blood-sucking lice are obligate, host-specific parasites of mammals and are themselves host to symbiotic bacteria. In human lice, these bacterial symbionts supply the lice with B-vitamins. Here, we sequenced the genomes of symbiotic and heritable bacterial of human, chimpanzee, gorilla, and monkey lice and used phylogenomics to investigate their evolutionary relationships. We find that these symbionts have a phylogenetic history reflecting the louse phylogeny, a finding contrary to previous reports of symbiont replacement. Examination of the highly reduced symbiont genomes (0.53–0.57 Mb) reveals much of the genomes are dedicated to vitamin synthesis. This is unchanged in the smallest symbiont genome and one that appears to have been reorganized. Specifically, symbionts from human lice, chimpanzee lice, and gorilla lice carry a small plasmid that encodes synthesis of vitamin B5, a vitamin critical to the bacteria-louse symbiosis. This plasmid is absent in an old world monkey louse symbiont, where this pathway is on its primary chromosome. This suggests the unique genomic configuration brought about by the plasmid is not essential for symbiosis, but once obtained, it has persisted for up to 25 My. We also find evidence that human, chimpanzee, and gorilla louse endosymbionts have lost a pathway for synthesis of vitamin B1, whereas the monkey louse symbiont has retained this pathway. It is unclear whether these changes are adaptive, but they may point to evolutionary responses of louse symbionts to shifts in primate biology.
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Affiliation(s)
- Bret M Boyd
- Department of Entomology, University of Georgia Athens, Athens, GA.,Illinois Natural History Survey, Prairie Research Institute, University of Illinois Urbana-Champaign, Champaign, IL
| | - Julie M Allen
- Illinois Natural History Survey, Prairie Research Institute, University of Illinois Urbana-Champaign, Champaign, IL.,Florida Museum of Natural History, University of Florida, Gainesville, FL
| | - Nam-Phuong Nguyen
- Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA
| | - Pranjal Vachaspati
- Department of Computer Science and Department of Bioengineering, University of Illinois Urbana-Champaign, Champaign, IL
| | | | - Tandy Warnow
- Department of Computer Science and Department of Bioengineering, University of Illinois Urbana-Champaign, Champaign, IL
| | - Lawrence Mugisha
- Conservation & Ecosystem Health Alliance (CEHA), Kampala, Uganda.,College of Veterinary Medicine, Animal Resources & Biosecurity (COVAB), Makerere University, Kampala, Uganda
| | - Kevin P Johnson
- Illinois Natural History Survey, Prairie Research Institute, University of Illinois Urbana-Champaign, Champaign, IL
| | - David L Reed
- Florida Museum of Natural History, University of Florida, Gainesville, FL
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