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Title:
Somatic copy number variant load in neurons of healthy controls and Alzheimer’s disease patients | Acta Neuropathologica Communications
Description:
The possible role of somatic copy number variations (CNVs) in Alzheimer’s disease (AD) aetiology has been controversial. Although cytogenetic studies suggested increased CNV loads in AD brains, a recent single-cell whole-genome sequencing (scWGS) experiment, studying frontal cortex brain samples, found no such evidence. Here we readdressed this issue using low-coverage scWGS on pyramidal neurons dissected via both laser capture microdissection (LCM) and fluorescence activated cell sorting (FACS) across five brain regions: entorhinal cortex, temporal cortex, hippocampal CA1, hippocampal CA3, and the cerebellum. Among reliably detected somatic CNVs identified in 1301 cells obtained from the brains of 13 AD patients and 7 healthy controls, deletions were more frequent compared to duplications. Interestingly, we observed slightly higher frequencies of CNV events in cells from AD compared to similar numbers of cells from controls (4.1% vs. 1.4%, or 0.9% vs. 0.7%, using different filtering approaches), although the differences were not statistically significant. On the technical aspects, we observed that LCM-isolated cells show higher within-cell read depth variation compared to cells isolated with FACS. To reduce within-cell read depth variation, we proposed a principal component analysis-based denoising approach that significantly improves signal-to-noise ratios. Lastly, we showed that LCM-isolated neurons in AD harbour slightly more read depth variability than neurons of controls, which might be related to the reported hyperploid profiles of some AD-affected neurons.
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Keywords {🔍}
cells, cell, pubmed, data, cnvs, article, cnv, neurons, brain, google, scholar, number, control, read, fig, disease, dataset, central, coverage, cas, alzheimers, reads, cortex, lcm, datasets, found, van, copy, bos, variation, somatic, published, scwgs, events, study, additional, regions, file, sequencing, facs, individuals, human, ginkgo, patients, counts, analysis, controls, hippocampal, higher, lcmisolated,
Topics {✒️}
= estimated\_state_{cnv}\\ &\qquad\quad\qquad fluorescence-activated cell sorting gov/pmc/articles/pmc3233860/ ewels zeliha gözde turan cell-type-specific nuclei sorting laser capture microdissection laser capture microdissection single-cell copy-number variations article download pdf somatic copy-number variations çağdaş devrim son open access publishing genome-wide copy number paul-flechsig-institute x-axes illustrate pc1 sabrina leclere-turbant ]/ sd_{cnv}\\&\qquad\text{ pca-based denoising approach y-axes show pc2 tübi̇tak grant 215z495 pca-based denoising method central nervous system sided rank-sum test copy-number estimation method average post-mortem delays x-axes show chromosomes wilcoxon rank-sum test article turan ethnicity-specific rare variants demented age-matched controls ginkgo-estimated copy number yurov yb single-cell dna sequencing cell-type-specific nuclei lcm-isolated uncorrected-filtered data single-cell cancer genomics accession numbers e-mtab-4184 healthy age-matched controls applying pca-based correction principal component analysis pca-based denoising linear mixed-effects model van den bos higher read-depth variability represent false positives estimated cnv-carrying neurons privacy choices/manage cookies remove experimentally-induced variation single cell-specific cnvs $$ z_{1}{\text{-score}} =
Questions {❓}
- Arendt T, Stieler J, Ueberham U (2017) Is sporadic Alzheimer’s disease a developmental disorder?
- Mrdenovic D, Pieta IS, Nowakowski R, Kutner W, Lipkowski J, Pieta P (2022) Amyloid β interaction with model cell membranes—what are the toxicity-defining properties of amyloid β?
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headline:Somatic copy number variant load in neurons of healthy controls and Alzheimer’s disease patients
description:The possible role of somatic copy number variations (CNVs) in Alzheimer’s disease (AD) aetiology has been controversial. Although cytogenetic studies suggested increased CNV loads in AD brains, a recent single-cell whole-genome sequencing (scWGS) experiment, studying frontal cortex brain samples, found no such evidence. Here we readdressed this issue using low-coverage scWGS on pyramidal neurons dissected via both laser capture microdissection (LCM) and fluorescence activated cell sorting (FACS) across five brain regions: entorhinal cortex, temporal cortex, hippocampal CA1, hippocampal CA3, and the cerebellum. Among reliably detected somatic CNVs identified in 1301 cells obtained from the brains of 13 AD patients and 7 healthy controls, deletions were more frequent compared to duplications. Interestingly, we observed slightly higher frequencies of CNV events in cells from AD compared to similar numbers of cells from controls (4.1% vs. 1.4%, or 0.9% vs. 0.7%, using different filtering approaches), although the differences were not statistically significant. On the technical aspects, we observed that LCM-isolated cells show higher within-cell read depth variation compared to cells isolated with FACS. To reduce within-cell read depth variation, we proposed a principal component analysis-based denoising approach that significantly improves signal-to-noise ratios. Lastly, we showed that LCM-isolated neurons in AD harbour slightly more read depth variability than neurons of controls, which might be related to the reported hyperploid profiles of some AD-affected neurons.
datePublished:2022-11-30T00:00:00Z
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Single-cell whole-genome sequencing
Copy number variation
Alzheimer’s disease
Brain
Laser capture microdissection
Fluorescence-activated cell sorting
Denoising
Neurosciences
Pathology
Neurology
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headline:Somatic copy number variant load in neurons of healthy controls and Alzheimer’s disease patients
description:The possible role of somatic copy number variations (CNVs) in Alzheimer’s disease (AD) aetiology has been controversial. Although cytogenetic studies suggested increased CNV loads in AD brains, a recent single-cell whole-genome sequencing (scWGS) experiment, studying frontal cortex brain samples, found no such evidence. Here we readdressed this issue using low-coverage scWGS on pyramidal neurons dissected via both laser capture microdissection (LCM) and fluorescence activated cell sorting (FACS) across five brain regions: entorhinal cortex, temporal cortex, hippocampal CA1, hippocampal CA3, and the cerebellum. Among reliably detected somatic CNVs identified in 1301 cells obtained from the brains of 13 AD patients and 7 healthy controls, deletions were more frequent compared to duplications. Interestingly, we observed slightly higher frequencies of CNV events in cells from AD compared to similar numbers of cells from controls (4.1% vs. 1.4%, or 0.9% vs. 0.7%, using different filtering approaches), although the differences were not statistically significant. On the technical aspects, we observed that LCM-isolated cells show higher within-cell read depth variation compared to cells isolated with FACS. To reduce within-cell read depth variation, we proposed a principal component analysis-based denoising approach that significantly improves signal-to-noise ratios. Lastly, we showed that LCM-isolated neurons in AD harbour slightly more read depth variability than neurons of controls, which might be related to the reported hyperploid profiles of some AD-affected neurons.
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Copy number variation
Alzheimer’s disease
Brain
Laser capture microdissection
Fluorescence-activated cell sorting
Denoising
Neurosciences
Pathology
Neurology
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