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      Genetic associations with dementia‐related proteinopathy: Application of item response theory

      research-article
      1 , 2 , , 1 , 2 , 1 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 6 , 7 , 8 , 7 , 8 , 9 , 9 , 9 , 2 , 10 , 2 , 11 , The Alzheimer's Disease Neuroimaging Initiative 12 , The National Alzheimer's Coordinating Center
      Alzheimer's & Dementia
      John Wiley and Sons Inc.
      Alzheimer's Coordinating Center, Alzheimer's Disease Neuroimaging Initiative, Alzheimer's disease neuropathologic changes (ADNC), Alzheimer's Disease Sequencing Project, ARHGEF28, Item response theory, Lewy, neuropathology, Religious Orders Study, RGNEF, Rush Memory and Aging Project (MAP), SDHAF1, TMEM68

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          Abstract

          INTRODUCTION

          Although dementia‐related proteinopathy has a strong negative impact on public health, and is highly heritable, understanding of the related genetic architecture is incomplete.

          METHODS

          We applied multidimensional generalized partial credit modeling (GPCM) to test genetic associations with dementia‐related proteinopathies. Data were analyzed to identify candidate single nucleotide variants for the following proteinopathies: Aβ, tau, α‐synuclein, and TDP‐43.

          RESULTS

          Final included data comprised 966 participants with neuropathologic and WGS data. Three continuous latent outcomes were constructed, corresponding to TDP‐43‐, Aβ/Tau‐, and α‐synuclein‐related neuropathology endophenotype scores. This approach helped validate known genotype/phenotype associations: for example, TMEM106B and GRN were risk alleles for TDP‐43 pathology; and GBA for α‐synuclein/Lewy bodies. Novel suggestive proteinopathy‐linked alleles were also discovered, including several ( SDHAF1, TMEM68, and ARHGEF28) with colocalization analyses and/or high degrees of biologic credibility.

          DISCUSSION

          A novel methodology using GPCM enabled insights into gene candidates for driving misfolded proteinopathies.

          Highlights

          • Latent factor scores for proteinopathies were estimated using a generalized partial credit model.

          • The three latent continuous scores corresponded well with proteinopathy severity.

          • Novel genes associated with proteinopathies were identified.

          • Several genes had high degrees of biologic credibility for dementia risk factors.

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          Most cited references74

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          PLINK: a tool set for whole-genome association and population-based linkage analyses.

          Whole-genome association studies (WGAS) bring new computational, as well as analytic, challenges to researchers. Many existing genetic-analysis tools are not designed to handle such large data sets in a convenient manner and do not necessarily exploit the new opportunities that whole-genome data bring. To address these issues, we developed PLINK, an open-source C/C++ WGAS tool set. With PLINK, large data sets comprising hundreds of thousands of markers genotyped for thousands of individuals can be rapidly manipulated and analyzed in their entirety. As well as providing tools to make the basic analytic steps computationally efficient, PLINK also supports some novel approaches to whole-genome data that take advantage of whole-genome coverage. We introduce PLINK and describe the five main domains of function: data management, summary statistics, population stratification, association analysis, and identity-by-descent estimation. In particular, we focus on the estimation and use of identity-by-state and identity-by-descent information in the context of population-based whole-genome studies. This information can be used to detect and correct for population stratification and to identify extended chromosomal segments that are shared identical by descent between very distantly related individuals. Analysis of the patterns of segmental sharing has the potential to map disease loci that contain multiple rare variants in a population-based linkage analysis.
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            Is Open Access

            Second-generation PLINK: rising to the challenge of larger and richer datasets

            PLINK 1 is a widely used open-source C/C++ toolset for genome-wide association studies (GWAS) and research in population genetics. However, the steady accumulation of data from imputation and whole-genome sequencing studies has exposed a strong need for even faster and more scalable implementations of key functions. In addition, GWAS and population-genetic data now frequently contain probabilistic calls, phase information, and/or multiallelic variants, none of which can be represented by PLINK 1's primary data format. To address these issues, we are developing a second-generation codebase for PLINK. The first major release from this codebase, PLINK 1.9, introduces extensive use of bit-level parallelism, O(sqrt(n))-time/constant-space Hardy-Weinberg equilibrium and Fisher's exact tests, and many other algorithmic improvements. In combination, these changes accelerate most operations by 1-4 orders of magnitude, and allow the program to handle datasets too large to fit in RAM. This will be followed by PLINK 2.0, which will introduce (a) a new data format capable of efficiently representing probabilities, phase, and multiallelic variants, and (b) extensions of many functions to account for the new types of information. The second-generation versions of PLINK will offer dramatic improvements in performance and compatibility. For the first time, users without access to high-end computing resources can perform several essential analyses of the feature-rich and very large genetic datasets coming into use.
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              Twelve years of SAMtools and BCFtools

              Abstract Background SAMtools and BCFtools are widely used programs for processing and analysing high-throughput sequencing data. They include tools for file format conversion and manipulation, sorting, querying, statistics, variant calling, and effect analysis amongst other methods. Findings The first version appeared online 12 years ago and has been maintained and further developed ever since, with many new features and improvements added over the years. The SAMtools and BCFtools packages represent a unique collection of tools that have been used in numerous other software projects and countless genomic pipelines. Conclusion Both SAMtools and BCFtools are freely available on GitHub under the permissive MIT licence, free for both non-commercial and commercial use. Both packages have been installed >1 million times via Bioconda. The source code and documentation are available from https://www.htslib.org.
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                Author and article information

                Contributors
                katsumata.yuriko@uky.edu
                Journal
                Alzheimers Dement
                Alzheimers Dement
                10.1002/(ISSN)1552-5279
                ALZ
                Alzheimer's & Dementia
                John Wiley and Sons Inc. (Hoboken )
                1552-5260
                1552-5279
                09 March 2024
                April 2024
                : 20
                : 4 ( doiID: 10.1002/alz.v20.4 )
                : 2906-2921
                Affiliations
                [ 1 ] Department of Biostatistics University of Kentucky Lexington Kentucky USA
                [ 2 ] Sanders‐Brown Center on Aging University of Kentucky Lexington Kentucky USA
                [ 3 ] Department of Surgery College of Medicine University of Florida Gainesville Florida USA
                [ 4 ] UF Health Cancer Center University of Florida Gainesville Florida USA
                [ 5 ] Vanderbilt Memory and Alzheimer's Center Vanderbilt University Medical Center Nashville Tennessee USA
                [ 6 ] Department of Neurological Sciences Rush University Medical Center Chicago Illinois USA
                [ 7 ] Department of Pathology Rush University Medical Center Chicago Illinois USA
                [ 8 ] Rush Alzheimer's Disease Center Rush University Medical Center Chicago Illinois USA
                [ 9 ] National Alzheimer's Coordinating Center Department of Epidemiology University of Washington Seattle Washington USA
                [ 10 ] Department of Epidemiology and Environmental Health University of Kentucky Lexington Kentucky USA
                [ 11 ] Department of Pathology Division of Neuropathology University of Kentucky Lexington Kentucky USA
                [ 12 ] Department of Radiology Northern California Institute for Research and Education (NCIRE) San Francisco California USA
                Author notes
                [*] [* ] Correspondence

                Yuriko Katsumata, Department of Biostatistics, University of Kentucky, 760 Press Ave Room 376, Lexington, KY 40536‐0082, USA.

                Email: katsumata.yuriko@ 123456uky.edu

                Article
                ALZ13741
                10.1002/alz.13741
                11032554
                38460116
                f1d928c3-9cb5-487b-9f20-779edfe87227
                © 2024 The Authors. Alzheimer's & Dementia published by Wiley Periodicals LLC on behalf of Alzheimer's Association.

                This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.

                History
                : 28 November 2023
                : 07 July 2023
                : 30 November 2023
                Page count
                Figures: 3, Tables: 3, Pages: 16, Words: 11152
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                2.0
                April 2024
                Converter:WILEY_ML3GV2_TO_JATSPMC version:6.4.0 mode:remove_FC converted:21.04.2024

                alzheimer's coordinating center,alzheimer's disease neuroimaging initiative,alzheimer's disease neuropathologic changes (adnc),alzheimer's disease sequencing project,arhgef28,item response theory,lewy,neuropathology,religious orders study,rgnef,rush memory and aging project (map),sdhaf1,tmem68

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