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      Disease- and stage-specific alterations of the oral and fecal microbiota in Alzheimer's disease

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          Abstract

          Microbial communities in the intestinal tract are suggested to impact the ethiopathogenesis of Alzheimer's disease (AD). The human microbiome might modulate neuroinflammatory processes and contribute to neurodegeneration in AD. However, the microbial compositions in patients with AD at different stages of the disease are still not fully characterized. We used 16S rRNA analyses to investigate the oral and fecal microbiota in patients with AD and mild cognitive impairment (MCI; n = 84), at-risk individuals (APOE4 carriers; n = 17), and healthy controls ( n = 50) and investigated the relationship of microbial communities and disease-specific markers via multivariate- and network-based approaches. We found a slightly decreased diversity in the fecal microbiota of patients with AD (average Chao1 diversity for AD = 212 [SD = 66]; for controls = 215 [SD = 55]) and identified differences in bacterial abundances including Bacteroidetes, Ruminococcus, Sutterella, and Porphyromonadaceae. The diversity in the oral microbiota was increased in patients with AD and at-risk individuals (average Chao1 diversity for AD = 174 [SD = 60], for at-risk group = 195 [SD = 49]). Gram-negative proinflammatory bacteria including Haemophilus, Neisseria, Actinobacillus, and Porphyromonas were dominant oral bacteria in patients with AD and MCI and the abundance correlated with the cerebrospinal fluid biomarker. Taken together, we observed a strong shift in the fecal and the oral communities of patients with AD already prominent in prodromal and, in case of the oral microbiota, in at-risk stages. This indicates stage-dependent alterations in oral and fecal microbiota in AD which may contribute to the pathogenesis via a facilitated intestinal and systemic inflammation leading to neuroinflammation and neurodegeneration.

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          Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2

          In comparative high-throughput sequencing assays, a fundamental task is the analysis of count data, such as read counts per gene in RNA-seq, for evidence of systematic changes across experimental conditions. Small replicate numbers, discreteness, large dynamic range and the presence of outliers require a suitable statistical approach. We present DESeq2, a method for differential analysis of count data, using shrinkage estimation for dispersions and fold changes to improve stability and interpretability of estimates. This enables a more quantitative analysis focused on the strength rather than the mere presence of differential expression. The DESeq2 package is available at http://www.bioconductor.org/packages/release/bioc/html/DESeq2.html. Electronic supplementary material The online version of this article (doi:10.1186/s13059-014-0550-8) contains supplementary material, which is available to authorized users.
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            clusterProfiler: an R package for comparing biological themes among gene clusters.

            Increasing quantitative data generated from transcriptomics and proteomics require integrative strategies for analysis. Here, we present an R package, clusterProfiler that automates the process of biological-term classification and the enrichment analysis of gene clusters. The analysis module and visualization module were combined into a reusable workflow. Currently, clusterProfiler supports three species, including humans, mice, and yeast. Methods provided in this package can be easily extended to other species and ontologies. The clusterProfiler package is released under Artistic-2.0 License within Bioconductor project. The source code and vignette are freely available at http://bioconductor.org/packages/release/bioc/html/clusterProfiler.html.
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              DADA2: High resolution sample inference from Illumina amplicon data

              We present DADA2, a software package that models and corrects Illumina-sequenced amplicon errors. DADA2 infers sample sequences exactly, without coarse-graining into OTUs, and resolves differences of as little as one nucleotide. In several mock communities DADA2 identified more real variants and output fewer spurious sequences than other methods. We applied DADA2 to vaginal samples from a cohort of pregnant women, revealing a diversity of previously undetected Lactobacillus crispatus variants.
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                Author and article information

                Contributors
                Role: Editor
                Journal
                PNAS Nexus
                PNAS Nexus
                pnasnexus
                PNAS Nexus
                Oxford University Press (US )
                2752-6542
                January 2024
                11 December 2023
                11 December 2023
                : 3
                : 1
                : pgad427
                Affiliations
                Institute of Clinical Molecular Biology, Kiel University , Kiel, Germany
                Department of Neurology, Memory Disorders and Plasticity Group, University Hospital Schleswig-Holstein , Kiel 24105, Germany
                Institute of Clinical Molecular Biology, Kiel University , Kiel, Germany
                Department of Neurology, Memory Disorders and Plasticity Group, University Hospital Schleswig-Holstein , Kiel 24105, Germany
                Department of Neurology, Memory Disorders and Plasticity Group, University Hospital Schleswig-Holstein , Kiel 24105, Germany
                Department of Neurology, Memory Disorders and Plasticity Group, University Hospital Schleswig-Holstein , Kiel 24105, Germany
                Department of Neurology, Memory Disorders and Plasticity Group, University Hospital Schleswig-Holstein , Kiel 24105, Germany
                Department of Radiology and Neuroradiology, University Hospital Schleswig-Holstein , Kiel 24105, Germany
                Department of Radiology and Neuroradiology, University Hospital Schleswig-Holstein , Kiel 24105, Germany
                Institute of Clinical Molecular Biology, Kiel University , Kiel, Germany
                Department of Neurology, Memory Disorders and Plasticity Group, University Hospital Schleswig-Holstein , Kiel 24105, Germany
                Institute of Clinical Molecular Biology, Kiel University , Kiel, Germany
                Department of Neurology, Memory Disorders and Plasticity Group, University Hospital Schleswig-Holstein , Kiel 24105, Germany
                Author notes
                To whom correspondence should be addressed: Email: t.bartsch@ 123456neurologie.uni-kiel.de

                A.T., S.P., P.R., C.B., and T.B. contributed equally to this work.

                Competing Interest: The authors declare no competing interest.

                Author information
                https://orcid.org/0000-0001-5658-834X
                https://orcid.org/0000-0003-3133-5674
                https://orcid.org/0000-0002-7746-5549
                https://orcid.org/0000-0002-0822-9075
                https://orcid.org/0000-0001-6814-6151
                https://orcid.org/0000-0001-8387-5731
                Article
                pgad427
                10.1093/pnasnexus/pgad427
                10776369
                38205031
                f3a2dca9-5361-49f6-bbc3-419ec4fed931
                © The Author(s) 2023. Published by Oxford University Press on behalf of National Academy of Sciences.

                This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.

                History
                : 30 March 2023
                : 30 November 2023
                : 09 January 2024
                Page count
                Pages: 15
                Funding
                Funded by: German Research Foundation, DOI 10.13039/501100001659;
                Categories
                Biological, Health, and Medical Sciences
                AcademicSubjects/MED00010
                AcademicSubjects/SCI00010
                AcademicSubjects/SOC00010
                PNAS_Nexus/admin-health-serv
                PNAS_Nexus/neurology

                alzheimer's disease,microbiome,microbiota,mild cognitive impairment

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