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Merrill CB, Titos I, Pabon MA, Montgomery AB, Rodan AR, Rothenfluh A. Iterative assay for transposase-accessible chromatin by sequencing to isolate functionally relevant neuronal subtypes. SCIENCE ADVANCES 2024; 10:eadi4393. [PMID: 38536919 PMCID: PMC10971406 DOI: 10.1126/sciadv.adi4393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Accepted: 02/21/2024] [Indexed: 04/18/2024]
Abstract
The Drosophila brain contains tens of thousands of distinct cell types. Thousands of different transgenic lines reproducibly target specific neuron subsets, yet most still express in several cell types. Furthermore, most lines were developed without a priori knowledge of where the transgenes would be expressed. To aid in the development of cell type-specific tools for neuronal identification and manipulation, we developed an iterative assay for transposase-accessible chromatin (ATAC) approach. Open chromatin regions (OCRs) enriched in neurons, compared to whole bodies, drove transgene expression preferentially in subsets of neurons. A second round of ATAC-seq from these specific neuron subsets revealed additional enriched OCR2s that further restricted transgene expression within the chosen neuron subset. This approach allows for continued refinement of transgene expression, and we used it to identify neurons relevant for sleep behavior. Furthermore, this approach is widely applicable to other cell types and to other organisms.
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Affiliation(s)
- Collin B. Merrill
- Department of Psychiatry, Huntsman Mental Health Institute, University of Utah, Salt Lake City, UT 84108, USA
| | - Iris Titos
- Department of Psychiatry, Huntsman Mental Health Institute, University of Utah, Salt Lake City, UT 84108, USA
| | - Miguel A. Pabon
- Molecular Medicine Program, University of Utah, Salt Lake City, UT 84112, USA
| | | | - Aylin R. Rodan
- Molecular Medicine Program, University of Utah, Salt Lake City, UT 84112, USA
- Division of Nephrology and Hypertension, Department of Internal Medicine, University of Utah, Salt Lake City, UT 84132, USA
- Department of Human Genetics, University of Utah, Salt Lake City, UT 84112, USA
- Medical Service, Veterans Affairs Salt Lake City Health Care System, Salt Lake City, UT, USA
| | - Adrian Rothenfluh
- Department of Psychiatry, Huntsman Mental Health Institute, University of Utah, Salt Lake City, UT 84108, USA
- Molecular Medicine Program, University of Utah, Salt Lake City, UT 84112, USA
- Department of Human Genetics, University of Utah, Salt Lake City, UT 84112, USA
- Department of Neurobiology, University of Utah, Salt Lake City, UT 84112, USA
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Chvilicek MM, Seguin A, Lathen DR, Titos I, Cummins-Beebe PN, Pabon MA, Miscevic M, Nickel EA, Merrill CB, Rodan AR, Rothenfluh A. Large genetic analysis of alcohol resistance and tolerance reveals an inverse correlation and suggests 'true' tolerance mutants. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.10.09.561599. [PMID: 37873285 PMCID: PMC10592763 DOI: 10.1101/2023.10.09.561599] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/25/2023]
Abstract
Tolerance occurs when, following an initial experience with a substance, more of the substance is required subsequently to induce the same behavioral effects. Tolerance is historically not well-understood, and numerous researchers have turned to model organisms, particularly Drosophila melanogaster, to unravel its mechanisms. Flies have high translational relevance for human alcohol responses, and there is substantial overlap in disease-causing genes between flies and humans, including those associated with Alcohol Use Disorder. Numerous Drosophila tolerance mutants have been described; however, approaches used to identify and characterize these mutants have varied across time and between labs and have mostly disregarded any impact of initial resistance/sensitivity to ethanol on subsequent tolerance development. Here, we have analyzed a large amount of data - our own published and unpublished data and data published by other labs - to uncover an inverse correlation between initial ethanol resistance and tolerance phenotypes. This inverse correlation suggests that initial resistance phenotypes can explain many 'perceived' tolerance phenotypes. Additionally, we show that tolerance should be measured as a relative increase in time to sedation between an initial and second exposure rather than an absolute change in time to sedation. Finally, based on our analysis, we provide a method for using a linear regression equation to assess the residuals of potential tolerance mutants. We show that these residuals provide predictive insight into the likelihood of a mutant being a 'true' tolerance mutant, and we offer a framework for understanding the relationship between initial resistance and tolerance.
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Affiliation(s)
- Maggie M. Chvilicek
- Department of Psychiatry, Huntsman Mental Health Institute, School of Medicine, University of Utah, Salt Lake City, USA
- Neuroscience Graduate Program, University of Utah, Salt Lake City, USA
| | - Alexandra Seguin
- Molecular Medicine Program, School of Medicine, University of Utah, Salt Lake City, USA
| | - Daniel R. Lathen
- Department of Psychiatry, Huntsman Mental Health Institute, School of Medicine, University of Utah, Salt Lake City, USA
- Neuroscience Graduate Program, University of Utah, Salt Lake City, USA
| | - Iris Titos
- Department of Psychiatry, Huntsman Mental Health Institute, School of Medicine, University of Utah, Salt Lake City, USA
| | - Pearl N Cummins-Beebe
- Department of Psychiatry, Huntsman Mental Health Institute, School of Medicine, University of Utah, Salt Lake City, USA
- Neuroscience Graduate Program, University of Utah, Salt Lake City, USA
| | - Miguel A. Pabon
- Molecular Medicine Program, School of Medicine, University of Utah, Salt Lake City, USA
| | - Masa Miscevic
- Molecular Medicine Program, School of Medicine, University of Utah, Salt Lake City, USA
| | - Emily A. Nickel
- Molecular Medicine Program, School of Medicine, University of Utah, Salt Lake City, USA
| | - Collin B Merrill
- Department of Psychiatry, Huntsman Mental Health Institute, School of Medicine, University of Utah, Salt Lake City, USA
| | - Aylin R. Rodan
- Molecular Medicine Program, School of Medicine, University of Utah, Salt Lake City, USA
- Division of Nephrology, Department of Internal Medicine, School of Medicine, University of Utah, Salt Lake City, USA
- Medical Service, Veterans Affairs Salt Lake City Health Care System, Salt Lake City, USA
- Department of Human Genetics, School of Medicine, University of Utah, Salt Lake City, USA
| | - Adrian Rothenfluh
- Department of Psychiatry, Huntsman Mental Health Institute, School of Medicine, University of Utah, Salt Lake City, USA
- Neuroscience Graduate Program, University of Utah, Salt Lake City, USA
- Molecular Medicine Program, School of Medicine, University of Utah, Salt Lake City, USA
- Department of Human Genetics, School of Medicine, University of Utah, Salt Lake City, USA
- Department of Neurobiology, School of Medicine, University of Utah, Salt Lake City, USA
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Wang S, Wang Y, Li X, Yuan L, Guo X, Lammi MJ. ATAC-seq reveals the roles of chromatin accessibility in the chondrocytes of Kashin-Beck disease compared with primary osteoarthritis. Front Genet 2023; 14:1169417. [PMID: 37287534 PMCID: PMC10241996 DOI: 10.3389/fgene.2023.1169417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2023] [Accepted: 04/18/2023] [Indexed: 06/09/2023] Open
Abstract
Objective: This study aimed to investigate the roles of accessible chromatin in understanding the different pathogeneses between Kashin-Beck disease (KBD) and primary osteoarthritis (OA). Methods: Articular cartilages of KBD and OA patients were collected, and after tissue digestion, primary chondrocytes were cultured in vitro. Assay for transposase-accessible chromatin with high-throughput sequencing (ATAC-seq) was performed to compare the accessible chromatin differences of chondrocytes between KBD and OA groups. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were executed for the promoter genes. Then, the IntAct online database was used to generate networks of significant genes. Finally, we overlapped the analysis of differentially accessible region (DAR)-associated genes and differentially expressed genes (DEGs) obtained from whole-genomic microarray. Results: We obtained 2,751 total DARs, which contained 1,985 loss and 856 gain DARs and belonged to 11 location distributions. We obtained 218 motifs associated with loss DARs, 71 motifs associated with gain DARs, 30 motif enrichments of loss DARs, and 30 motif enrichments of gain DARs. In total, 1,749 genes are associated with loss DARs, and 826 genes are associated with gain DARs. Among them, 210 promoter genes are associated with loss DARs, and 112 promoter genes are associated with gain DARs. We obtained 15 terms of GO enrichment and 5 terms of KEGG pathway enrichment from loss DAR promoter genes, and 15 terms of GO enrichment and 3 terms of KEGG pathway enrichment from gain DAR promoter genes. We obtained CAPN6 and other 2 overlap genes from loss DARs-vs-down DEGs, AMOTL1 from gain DARs-vs-down DEGs, EBF3 and other 12 overlap genes from loss DARs-vs-up DEGs, and ADARB1 and other 10 overlap genes from 101 gain DARs-vs-up DEGs. These overlap genes were built into 4 gene interaction networks. Conclusion: FGF7, GPD1L, NFIB, RUNX2, and VCAM1 were the overlapped genes from the DAR-associated genes and DEGs. These genes were associated with the abnormal chondrocyte function, which may play crucial roles in different processes between KBD and OA in the way of accessible chromatin.
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Affiliation(s)
- Sen Wang
- School of Public Health, Health Science Center, Xi’an Jiaotong University, Xi’an, Shaanxi, China
| | - Yuanji Wang
- Department of Pharmacy, The First Affiliated Hospital of Northwest University, Xi’an, Shaanxi, China
| | - Xingyu Li
- Department of Ophthalmology, Shaanxi Eye Hospital, Xi’an People’s Hospital (Xi’an Fourth Hospital), Affiliated Guangren Hospital, School of Medicine, Xi’an Jiaotong University, Xi’an, Shaanxi, China
| | - Linlin Yuan
- School of Public Health, Health Science Center, Xi’an Jiaotong University, Xi’an, Shaanxi, China
| | - Xiong Guo
- School of Public Health, Health Science Center, Xi’an Jiaotong University, Xi’an, Shaanxi, China
| | - Mikko J. Lammi
- Department of Integrative Medical Biology, University of Umeå, Umeå, Sweden
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Dhall JK, Kasturacharya N, Pandit A, Cp L. Optimized protocol for assay for transposase-accessible chromatin by sequencing (ATAC-seq) from Drosophila melanogaster brain tissue. STAR Protoc 2023; 4:102153. [PMID: 37074906 PMCID: PMC10148076 DOI: 10.1016/j.xpro.2023.102153] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 01/11/2023] [Accepted: 02/13/2023] [Indexed: 04/20/2023] Open
Abstract
Transposase-accessible chromatin by sequencing (ATAC-seq) has emerged as an advantageous technique to assess chromatin accessibility owing to the robustness of "tagmentation" process and a relatively faster library preparation. A comprehensive ATAC-seq protocol from Drosophila brain tissue is currently unavailable. Here, we have provided a detailed protocol of ATAC-seq assay from Drosophila brain tissue. Starting from dissection and transposition to amplification of libraries has been elaborated. Furthermore, a robust ATAC-seq analysis pipeline has been presented. The protocol can be easily adapted for other soft tissues.
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Affiliation(s)
- Jasmine Kaur Dhall
- National Centre for Biological Sciences, TIFR, Bellary Road, Bengaluru 560065, India.
| | - Nandashree Kasturacharya
- National Centre for Biological Sciences, TIFR, Bellary Road, Bengaluru 560065, India; The University of Trans-Disciplinary Health Sciences and Technology (TDU), Bengaluru 560064, India
| | - Awadhesh Pandit
- National Centre for Biological Sciences, TIFR, Bellary Road, Bengaluru 560065, India.
| | - Lakshminarayanan Cp
- National Centre for Biological Sciences, TIFR, Bellary Road, Bengaluru 560065, India
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