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Prater KE, Lin KZ. All the single cells: Single-cell transcriptomics/epigenomics experimental design and analysis considerations for glial biologists. Glia 2025; 73:451-473. [PMID: 39558887 PMCID: PMC11809281 DOI: 10.1002/glia.24633] [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: 07/05/2024] [Revised: 09/18/2024] [Accepted: 10/10/2024] [Indexed: 11/20/2024]
Abstract
Single-cell transcriptomics, epigenomics, and other 'omics applied at single-cell resolution can significantly advance hypotheses and understanding of glial biology. Omics technologies are revealing a large and growing number of new glial cell subtypes, defined by their gene expression profile. These subtypes have significant implications for understanding glial cell function, cell-cell communications, and glia-specific changes between homeostasis and conditions such as neurological disease. For many, the training in how to analyze, interpret, and understand these large datasets has been through reading and understanding literature from other fields like biostatistics. Here, we provide a primer for glial biologists on experimental design and analysis of single-cell RNA-seq datasets. Our goal is to further the understanding of why decisions are made about datasets and to enhance biologists' ability to interpret and critique their work and the work of others. We review the steps involved in single-cell analysis with a focus on decision points and particular notes for glia. The goal of this primer is to ensure that single-cell 'omics experiments continue to advance glial biology in a rigorous and replicable way.
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Affiliation(s)
- Katherine E. Prater
- Department of Neurology, University of Washington School of Medicine, Seattle 98195
| | - Kevin Z. Lin
- Department of Biostatistics, University of Washington, Seattle 98195
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Flores CC, Pasetto NA, Wang H, Dimitrov AG, Davis JF, Jiang Z, Davis CJ, Gerstner JR. Sleep and diurnal alternative polyadenylation sites associated with human APA-linked brain disorders. NPJ BIOLOGICAL TIMING AND SLEEP 2024; 1:11. [PMID: 39493890 PMCID: PMC11530375 DOI: 10.1038/s44323-024-00012-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Accepted: 09/23/2024] [Indexed: 11/05/2024]
Abstract
Disruption of sleep and circadian rhythms are a comorbid feature of many pathologies, and can negatively influence many health conditions, including neurodegenerative disease, metabolic illness, cancer, and various neurological disorders. Genetic association studies linking sleep and circadian disturbances with disease susceptibility have mainly focused on changes in gene expression due to mutations, such as single-nucleotide polymorphisms. The interaction between sleep and/or circadian rhythms with the use of Alternative Polyadenylation (APA) has been largely undescribed, particularly in the context of other disorders. APA generates transcript isoforms by utilizing various polyadenylation sites (PASs) from the same gene affecting its mRNA translation, stability, localization, and subsequent function. Here we identified unique APAs expressed in rat brain over time-of-day, immediately following sleep deprivation, and the subsequent recovery period. From these data, we performed a secondary analysis of these sleep- or time-of-day associated PASs with recently described APA-linked human brain disorder susceptibility genes.
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Affiliation(s)
- Carlos C. Flores
- Department of Translational Medicine and Physiology, Elson S. Floyd College of Medicine, Washington State University, Spokane, WA USA
| | - Nickolas A. Pasetto
- Elson S. Floyd College of Medicine, Washington State University, Spokane, WA USA
| | - Hongyang Wang
- Department of Animal Sciences, College of Agricultural, Human, and Natural Resource Sciences, Washington State University, Pullman, WA USA
- Institute of Animal Husbandry & Veterinary Science, Shanghai Academy of Agricultural Sciences, Shanghai, China
| | - Alexander G. Dimitrov
- Department of Mathematics and Statistics, College of Arts and Sciences, Washington State University, Vancouver, WA USA
| | - Jon F. Davis
- Department of Integrative Physiology and Neuroscience, Pullman, WA USA
- Integrated Physiology Research, Novo Nordisk, Lexington, MA USA
| | - Zhihua Jiang
- Department of Animal Sciences, College of Agricultural, Human, and Natural Resource Sciences, Washington State University, Pullman, WA USA
| | - Christopher J. Davis
- Department of Translational Medicine and Physiology, Elson S. Floyd College of Medicine, Washington State University, Spokane, WA USA
- Department of Integrative Physiology and Neuroscience, Pullman, WA USA
- Sleep and Performance Research Center, Washington State University, Spokane, WA USA
- Steve Gleason Institute for Neuroscience, Elson S. Floyd College of Medicine, Washington State University, Spokane, WA USA
| | - Jason R. Gerstner
- Department of Translational Medicine and Physiology, Elson S. Floyd College of Medicine, Washington State University, Spokane, WA USA
- Department of Integrative Physiology and Neuroscience, Pullman, WA USA
- Sleep and Performance Research Center, Washington State University, Spokane, WA USA
- Steve Gleason Institute for Neuroscience, Elson S. Floyd College of Medicine, Washington State University, Spokane, WA USA
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Flores CC, Pasetto NA, Wang H, Dimitrov AG, Davis JF, Jiang Z, Davis CJ, Gerstner JR. Sleep and diurnal alternative polyadenylation sites associated with human APA-linked brain disorders. RESEARCH SQUARE 2024:rs.3.rs-4707772. [PMID: 39149473 PMCID: PMC11326403 DOI: 10.21203/rs.3.rs-4707772/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/17/2024]
Abstract
Disruption of sleep and circadian rhythms are a comorbid feature of many pathologies, and can negatively influence many health conditions, including neurodegenerative disease, metabolic illness, cancer, and various neurological disorders. Genetic association studies linking sleep and circadian disturbances with disease susceptibility have mainly focused on changes in gene expression due to mutations, such as single-nucleotide polymorphisms. The interaction between sleep and/or circadian rhythms with the use of Alternative Polyadenylation (APA) has been largely undescribed, particularly in the context of other disorders. APA is a process that generates various transcript isoforms of the same gene affecting its mRNA translation, stability, localization, and subsequent function. Here we identified unique APAs expressed in rat brain over time-of-day, immediately following sleep deprivation, and the subsequent recovery period. From these data, we performed a secondary analysis of these sleep- or time-of-day associated PASs with recently described APA-linked human brain disorder susceptibility genes.
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Flores CC, Pasetto NA, Wang H, Dimitrov A, Davis JF, Jiang Z, Davis CJ, Gerstner JR. Identification of sleep and circadian alternative polyadenylation sites associated with APA-linked human brain disorders. RESEARCH SQUARE 2024:rs.3.rs-3867797. [PMID: 38313253 PMCID: PMC10836116 DOI: 10.21203/rs.3.rs-3867797/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/06/2024]
Abstract
Sleep and circadian rhythm disruptions are comorbid features of many pathologies and can negatively influence numerous health conditions, including degenerative diseases, metabolic illnesses, cancer, and various neurological disorders. Genetic association studies linking sleep and circadian disturbances with disease susceptibility have mainly focused on changes in gene expression due to mutations, such as single-nucleotide polymorphisms. Thus, associations between sleep and/or circadian rhythm and alternative polyadenylation (APA), particularly in the context of other health challenges, are largely undescribed. APA is a process that generates various transcript isoforms from the same gene, resulting in effects on mRNA translation, stability, localization, and subsequent function. Here, we have identified unique APAs in rat brain that exhibit time-of-day-dependent oscillations in expression as well as APAs that are altered by sleep deprivation and the subsequent recovery period. Genes affected by APA usage include Mapt/Tau, Ntrk2, Homer1A, Sin3band Sorl. Sorl1 has two APAs which cycle with a 24 h period, one additional APA cycles with a 12 h period and one more that is reduced during recovery sleep. Finally, we compared sleep- or circadian-associated APAs with recently described APA-linked brain disorder susceptibility genes and found 46 genes in common.
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