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Natri HM, Del Azodi CB, Peter L, Taylor CJ, Chugh S, Kendle R, Chung MI, Flaherty DK, Matlock BK, Calvi CL, Blackwell TS, Ware LB, Bacchetta M, Walia R, Shaver CM, Kropski JA, McCarthy DJ, Banovich NE. Cell-type-specific and disease-associated expression quantitative trait loci in the human lung. Nat Genet 2024; 56:595-604. [PMID: 38548990 PMCID: PMC11018522 DOI: 10.1038/s41588-024-01702-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Accepted: 02/28/2024] [Indexed: 04/04/2024]
Abstract
Common genetic variants confer substantial risk for chronic lung diseases, including pulmonary fibrosis. Defining the genetic control of gene expression in a cell-type-specific and context-dependent manner is critical for understanding the mechanisms through which genetic variation influences complex traits and disease pathobiology. To this end, we performed single-cell RNA sequencing of lung tissue from 66 individuals with pulmonary fibrosis and 48 unaffected donors. Using a pseudobulk approach, we mapped expression quantitative trait loci (eQTLs) across 38 cell types, observing both shared and cell-type-specific regulatory effects. Furthermore, we identified disease interaction eQTLs and demonstrated that this class of associations is more likely to be cell-type-specific and linked to cellular dysregulation in pulmonary fibrosis. Finally, we connected lung disease risk variants to their regulatory targets in disease-relevant cell types. These results indicate that cellular context determines the impact of genetic variation on gene expression and implicates context-specific eQTLs as key regulators of lung homeostasis and disease.
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Affiliation(s)
- Heini M Natri
- Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Christina B Del Azodi
- St. Vincent's Institute of Medical Research, Melbourne, Victoria, Australia
- Melbourne Integrative Genomics, University of Melbourne, Melbourne, Victoria, Australia
| | - Lance Peter
- Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Chase J Taylor
- Division of Allergy, Pulmonary and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Sagrika Chugh
- St. Vincent's Institute of Medical Research, Melbourne, Victoria, Australia
- Melbourne Integrative Genomics, University of Melbourne, Melbourne, Victoria, Australia
- School of Mathematics and Statistics, Faculty of Science, University of Melbourne, Melbourne, Victoria, Australia
| | - Robert Kendle
- Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Mei-I Chung
- Translational Genomics Research Institute, Phoenix, AZ, USA
| | - David K Flaherty
- Flow Cytometry Shared Resource, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Brittany K Matlock
- Flow Cytometry Shared Resource, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Carla L Calvi
- Division of Allergy, Pulmonary and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Timothy S Blackwell
- Division of Allergy, Pulmonary and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN, USA
- Department of Veterans Affairs Medical Center, Nashville, TN, USA
| | - Lorraine B Ware
- Division of Allergy, Pulmonary and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Matthew Bacchetta
- Department of Cardiac Surgery, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Rajat Walia
- Department of Thoracic Disease and Transplantation, Norton Thoracic Institute, Phoenix, AZ, USA
| | - Ciara M Shaver
- Division of Allergy, Pulmonary and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Jonathan A Kropski
- Division of Allergy, Pulmonary and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN, USA
- Department of Veterans Affairs Medical Center, Nashville, TN, USA
| | - Davis J McCarthy
- St. Vincent's Institute of Medical Research, Melbourne, Victoria, Australia
- Melbourne Integrative Genomics, University of Melbourne, Melbourne, Victoria, Australia
- School of Mathematics and Statistics, Faculty of Science, University of Melbourne, Melbourne, Victoria, Australia
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2
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Natri HM, Del Azodi CB, Peter L, Taylor CJ, Chugh S, Kendle R, Chung MI, Flaherty DK, Matlock BK, Calvi CL, Blackwell TS, Ware LB, Bacchetta M, Walia R, Shaver CM, Kropski JA, McCarthy DJ, Banovich NE. Cell type-specific and disease-associated eQTL in the human lung. bioRxiv 2023:2023.03.17.533161. [PMID: 36993211 PMCID: PMC10055257 DOI: 10.1101/2023.03.17.533161] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/31/2023]
Abstract
Common genetic variants confer substantial risk for chronic lung diseases, including pulmonary fibrosis (PF). Defining the genetic control of gene expression in a cell-type-specific and context-dependent manner is critical for understanding the mechanisms through which genetic variation influences complex traits and disease pathobiology. To this end, we performed single-cell RNA-sequencing of lung tissue from 67 PF and 49 unaffected donors. Employing a pseudo-bulk approach, we mapped expression quantitative trait loci (eQTL) across 38 cell types, observing both shared and cell type-specific regulatory effects. Further, we identified disease-interaction eQTL and demonstrated that this class of associations is more likely to be cell-type specific and linked to cellular dysregulation in PF. Finally, we connected PF risk variants to their regulatory targets in disease-relevant cell types. These results indicate that cellular context determines the impact of genetic variation on gene expression, and implicates context-specific eQTL as key regulators of lung homeostasis and disease.
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3
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Siladi AJ, Wang J, Florian AC, Thomas LR, Creighton JH, Matlock BK, Flaherty DK, Lorey SL, Howard GC, Fesik SW, Weissmiller AM, Liu Q, Tansey WP. WIN site inhibition disrupts a subset of WDR5 function. Sci Rep 2022; 12:1848. [PMID: 35115608 PMCID: PMC8813994 DOI: 10.1038/s41598-022-05947-9] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Accepted: 01/19/2022] [Indexed: 11/09/2022] Open
Abstract
WDR5 nucleates the assembly of histone-modifying complexes and acts outside this context in a range of chromatin-centric processes. WDR5 is also a prominent target for pharmacological inhibition in cancer. Small-molecule degraders of WDR5 have been described, but most drug discovery efforts center on blocking the WIN site of WDR5, an arginine binding cavity that engages MLL/SET enzymes that deposit histone H3 lysine 4 methylation (H3K4me). Therapeutic application of WIN site inhibitors is complicated by the disparate functions of WDR5, but is generally guided by two assumptions-that WIN site inhibitors disable all functions of WDR5, and that changes in H3K4me drive the transcriptional response of cancer cells to WIN site blockade. Here, we test these assumptions by comparing the impact of WIN site inhibition versus WDR5 degradation on H3K4me and transcriptional processes. We show that WIN site inhibition disables only a specific subset of WDR5 activity, and that H3K4me changes induced by WDR5 depletion do not explain accompanying transcriptional responses. These data recast WIN site inhibitors as selective loss-of-function agents, contradict H3K4me as a relevant mechanism of action for WDR5 inhibitors, and indicate distinct clinical applications of WIN site inhibitors and WDR5 degraders.
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Affiliation(s)
- Andrew J Siladi
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, 465 21st Avenue South, Nashville, TN, 37232, USA
| | - Jing Wang
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
- Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Andrea C Florian
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, 465 21st Avenue South, Nashville, TN, 37232, USA
| | - Lance R Thomas
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, 465 21st Avenue South, Nashville, TN, 37232, USA
- Oncocyte Corporation, 2 International Drive, Suite 510, Nashville, TN, 37217, USA
| | - Joy H Creighton
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, 465 21st Avenue South, Nashville, TN, 37232, USA
- Department of Biology, Middle Tennessee State University, Murfreesboro, TN, 32132, USA
| | - Brittany K Matlock
- Vanderbilt University Medical Center Flow Cytometry Shared Resource, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - David K Flaherty
- Vanderbilt University Medical Center Flow Cytometry Shared Resource, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Shelly L Lorey
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, 465 21st Avenue South, Nashville, TN, 37232, USA
| | - Gregory C Howard
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, 465 21st Avenue South, Nashville, TN, 37232, USA
| | - Stephen W Fesik
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN, 37232, USA
- Department of Pharmacology, Vanderbilt University School of Medicine, Nashville, TN, 37232, USA
- Department of Chemistry, Vanderbilt University, Nashville, TN, 37232, USA
| | - April M Weissmiller
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, 465 21st Avenue South, Nashville, TN, 37232, USA
- Department of Biology, Middle Tennessee State University, Murfreesboro, TN, 32132, USA
| | - Qi Liu
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
- Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - William P Tansey
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, 465 21st Avenue South, Nashville, TN, 37232, USA.
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN, 37232, USA.
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4
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Negretti NM, Plosa EJ, Benjamin JT, Schuler BA, Habermann AC, Jetter CS, Gulleman P, Bunn C, Hackett AN, Ransom M, Taylor CJ, Nichols D, Matlock BK, Guttentag SH, Blackwell TS, Banovich NE, Kropski JA, Sucre JMS. A single-cell atlas of mouse lung development. Development 2021; 148:dev199512. [PMID: 34927678 PMCID: PMC8722390 DOI: 10.1242/dev.199512] [Citation(s) in RCA: 49] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Accepted: 11/19/2021] [Indexed: 12/31/2022]
Abstract
Lung organogenesis requires precise timing and coordination to effect spatial organization and function of the parenchymal cells. To provide a systematic broad-based view of the mechanisms governing the dynamic alterations in parenchymal cells over crucial periods of development, we performed a single-cell RNA-sequencing time-series yielding 102,571 epithelial, endothelial and mesenchymal cells across nine time points from embryonic day 12 to postnatal day 14 in mice. Combining computational fate-likelihood prediction with RNA in situ hybridization and immunofluorescence, we explore lineage relationships during the saccular to alveolar stage transition. The utility of this publicly searchable atlas resource (www.sucrelab.org/lungcells) is exemplified by discoveries of the complexity of type 1 pneumocyte function and characterization of mesenchymal Wnt expression patterns during the saccular and alveolar stages - wherein major expansion of the gas-exchange surface occurs. We provide an integrated view of cellular dynamics in epithelial, endothelial and mesenchymal cell populations during lung organogenesis.
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Affiliation(s)
- Nicholas M. Negretti
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Erin J. Plosa
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - John T. Benjamin
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Bryce A. Schuler
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | | | - Christopher S. Jetter
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Peter Gulleman
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Claire Bunn
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Alice N. Hackett
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Meaghan Ransom
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Chase J. Taylor
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - David Nichols
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Brittany K. Matlock
- Vanderbilt Ingram Cancer Center and Vanderbilt Digestive Disease Research Center, Flow Cytometry Shared Resource, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Susan H. Guttentag
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Timothy S. Blackwell
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37232, USA
- Department of Veterans Affairs Medical Center, Nashville, TN 37232, USA
| | - Nicholas E. Banovich
- Integrated Cancer Genomics Division, Translational Genomics Research Institute, Phoenix, AZ 85004, USA
| | - Jonathan A. Kropski
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37232, USA
- Department of Veterans Affairs Medical Center, Nashville, TN 37232, USA
| | - Jennifer M. S. Sucre
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN 37232, USA
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37232, USA
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5
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Woodley CM, Romer AS, Wang J, Guarnaccia AD, Elion DL, Maxwell JN, Guerrazzi K, McCann TS, Popay TM, Matlock BK, Flaherty DK, Lorey SL, Liu Q, Tansey WP, Weissmiller AM. Multiple interactions of the oncoprotein transcription factor MYC with the SWI/SNF chromatin remodeler. Oncogene 2021; 40:3593-3609. [PMID: 33931740 PMCID: PMC8141032 DOI: 10.1038/s41388-021-01804-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2021] [Revised: 04/07/2021] [Accepted: 04/15/2021] [Indexed: 02/03/2023]
Abstract
The SNF5 subunit of the SWI/SNF chromatin remodeling complex has been shown to act as a tumor suppressor through multiple mechanisms, including impairing the ability of the oncoprotein transcription factor MYC to bind chromatin. Beyond SNF5, however, it is unknown to what extent MYC can access additional SWI/SNF subunits or how these interactions affect the ability of MYC to drive transcription, particularly in SNF5-null cancers. Here, we report that MYC interacts with multiple SWI/SNF components independent of SNF5. We show that MYC binds the pan-SWI/SNF subunit BAF155 through the BAF155 SWIRM domain, an interaction that is inhibited by the presence of SNF5. In SNF5-null cells, MYC binds with remaining SWI/SNF components to essential genes, although for a purpose that is distinct from chromatin remodeling. Analysis of MYC-SWI/SNF target genes in SNF5-null cells reveals that they are associated with core biological functions of MYC linked to protein synthesis. These data reveal that MYC can bind SWI/SNF in an SNF5-independent manner and that SNF5 modulates access of MYC to core SWI/SNF complexes. This work provides a framework in which to interrogate the influence of SWI/SNF on MYC function in cancers in which SWI/SNF or MYC are altered.
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Affiliation(s)
- Chase M Woodley
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Alexander S Romer
- Department of Biology, Middle Tennessee State University, Murfreesboro, TN, USA
| | - Jing Wang
- Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Alissa D Guarnaccia
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - David L Elion
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Jack N Maxwell
- Department of Biology, Middle Tennessee State University, Murfreesboro, TN, USA
| | - Kiana Guerrazzi
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Tyler S McCann
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Tessa M Popay
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Brittany K Matlock
- Vanderbilt University Medical Center Flow Cytometry Shared Resource, Vanderbilt University Medical Center, Nashville, TN, USA
| | - David K Flaherty
- Vanderbilt University Medical Center Flow Cytometry Shared Resource, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Shelly L Lorey
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Qi Liu
- Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - William P Tansey
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN, USA
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - April M Weissmiller
- Department of Biology, Middle Tennessee State University, Murfreesboro, TN, USA.
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6
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May-Zhang AA, Tycksen E, Southard-Smith AN, Deal KK, Benthal JT, Buehler DP, Adam M, Simmons AJ, Monaghan JR, Matlock BK, Flaherty DK, Potter SS, Lau KS, Southard-Smith EM. Combinatorial Transcriptional Profiling of Mouse and Human Enteric Neurons Identifies Shared and Disparate Subtypes In Situ. Gastroenterology 2021; 160:755-770.e26. [PMID: 33010250 PMCID: PMC7878294 DOI: 10.1053/j.gastro.2020.09.032] [Citation(s) in RCA: 51] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Revised: 08/24/2020] [Accepted: 09/17/2020] [Indexed: 12/31/2022]
Abstract
BACKGROUND & AIMS The enteric nervous system (ENS) coordinates essential intestinal functions through the concerted action of diverse enteric neurons (ENs). However, integrated molecular knowledge of EN subtypes is lacking. To compare human and mouse ENs, we transcriptionally profiled healthy ENS from adult humans and mice. We aimed to identify transcripts marking discrete neuron subtypes and visualize conserved EN subtypes for humans and mice in multiple bowel regions. METHODS Human myenteric ganglia and adjacent smooth muscle were isolated by laser-capture microdissection for RNA sequencing. Ganglia-specific transcriptional profiles were identified by computationally subtracting muscle gene signatures. Nuclei from mouse myenteric neurons were isolated and subjected to single-nucleus RNA sequencing, totaling more than 4 billion reads and 25,208 neurons. Neuronal subtypes were defined using mouse single-nucleus RNA sequencing data. Comparative informatics between human and mouse data sets identified shared EN subtype markers, which were visualized in situ using hybridization chain reaction. RESULTS Several EN subtypes in the duodenum, ileum, and colon are conserved between humans and mice based on orthologous gene expression. However, some EN subtype-specific genes from mice are expressed in completely distinct morphologically defined subtypes in humans. In mice, we identified several neuronal subtypes that stably express gene modules across all intestinal segments, with graded, regional expression of 1 or more marker genes. CONCLUSIONS Our combined transcriptional profiling of human myenteric ganglia and mouse EN provides a rich foundation for developing novel intestinal therapeutics. There is congruency among some EN subtypes, but we note multiple species differences that should be carefully considered when relating findings from mouse ENS research to human gastrointestinal studies.
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Affiliation(s)
- Aaron A May-Zhang
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Eric Tycksen
- Genome Technology Access Center, McDonnell Genome Institute, St Louis, Missouri
| | - Austin N Southard-Smith
- Epithelial Biology Center and the Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Karen K Deal
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Joseph T Benthal
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Dennis P Buehler
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Mike Adam
- University of Cincinnati Children's Medical Hospital Research Center, Cincinnati, Ohio
| | - Alan J Simmons
- Epithelial Biology Center and the Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - James R Monaghan
- Northeastern University, Department of Biology, Boston, Massachusetts
| | - Brittany K Matlock
- Office of Shared Resources, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - David K Flaherty
- Office of Shared Resources, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - S Steven Potter
- University of Cincinnati Children's Medical Hospital Research Center, Cincinnati, Ohio
| | - Ken S Lau
- Epithelial Biology Center and the Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - E Michelle Southard-Smith
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University School of Medicine, Nashville, Tennessee.
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7
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Bryan AF, Wang J, Howard GC, Guarnaccia AD, Woodley CM, Aho ER, Rellinger EJ, Matlock BK, Flaherty DK, Lorey SL, Chung DH, Fesik SW, Liu Q, Weissmiller AM, Tansey WP. WDR5 is a conserved regulator of protein synthesis gene expression. Nucleic Acids Res 2020; 48:2924-2941. [PMID: 31996893 PMCID: PMC7102967 DOI: 10.1093/nar/gkaa051] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2019] [Revised: 12/30/2019] [Accepted: 01/17/2020] [Indexed: 12/12/2022] Open
Abstract
WDR5 is a highly-conserved nuclear protein that performs multiple scaffolding functions in the context of chromatin. WDR5 is also a promising target for pharmacological inhibition in cancer, with small molecule inhibitors of an arginine-binding pocket of WDR5 (the 'WIN' site) showing efficacy against a range of cancer cell lines in vitro. Efforts to understand WDR5, or establish the mechanism of action of WIN site inhibitors, however, are stymied by its many functions in the nucleus, and a lack of knowledge of the conserved gene networks-if any-that are under its control. Here, we have performed comparative genomic analyses to identify the conserved sites of WDR5 binding to chromatin, and the conserved genes regulated by WDR5, across a diverse panel of cancer cell lines. We show that a specific cohort of protein synthesis genes (PSGs) are invariantly bound by WDR5, demonstrate that the WIN site anchors WDR5 to chromatin at these sites, and establish that PSGs are bona fide, acute, and persistent targets of WIN site blockade. Together, these data reveal that WDR5 plays a predominant transcriptional role in biomass accumulation and provide further evidence that WIN site inhibitors act to repress gene networks linked to protein synthesis homeostasis.
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Affiliation(s)
- Audra F Bryan
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN 37240, USA
| | - Jing Wang
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN 37240, USA
| | - Gregory C Howard
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN 37240, USA
| | - Alissa D Guarnaccia
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN 37240, USA
| | - Chase M Woodley
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN 37240, USA
| | - Erin R Aho
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN 37240, USA
| | - Eric J Rellinger
- Department of Pediatric General and Thoracic Surgery, Vanderbilt University School of Medicine, Nashville, TN 37240, USA
| | - Brittany K Matlock
- Vanderbilt University Medical Center Flow Cytometry Shared Resource, Vanderbilt University Medical Center, Nashville, TN 37240, USA
| | - David K Flaherty
- Vanderbilt University Medical Center Flow Cytometry Shared Resource, Vanderbilt University Medical Center, Nashville, TN 37240, USA
| | - Shelly L Lorey
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN 37240, USA
| | - Dai H Chung
- Department of Pediatric General and Thoracic Surgery, Vanderbilt University School of Medicine, Nashville, TN 37240, USA
| | - Stephen W Fesik
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN 37240, USA
| | - Qi Liu
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN 37240, USA
- Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, TN 37240, USA
| | - April M Weissmiller
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN 37240, USA
| | - William P Tansey
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN 37240, USA
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN 37240, USA
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8
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Afzal A, Figueroa EE, Kharade SV, Bittman K, Matlock BK, Flaherty DK, Denton JS. The LRRC8 volume-regulated anion channel inhibitor, DCPIB, inhibits mitochondrial respiration independently of the channel. Physiol Rep 2019; 7:e14303. [PMID: 31814333 PMCID: PMC6900491 DOI: 10.14814/phy2.14303] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
There has been a resurgence of interest in the volume-regulated anion channel (VRAC) since the recent cloning of the LRRC8A-E gene family that encodes VRAC. The channel is a heteromer comprised of LRRC8A and at least one other family member; disruption of LRRC8A expression abolishes VRAC activity. The best-in-class VRAC inhibitor, DCPIB, suffers from off-target activity toward several different channels and transporters. Considering that some anion channel inhibitors also suppress mitochondrial respiration, we systematically explored whether DCPIB inhibits respiration in wild type (WT) and LRRC8A-knockout HAP-1 and HEK-293 cells. Knockout of LRRC8A had no apparent effects on cell morphology, proliferation rate, mitochondrial content, or expression of several mitochondrial genes in HAP-1 cells. Addition of 10 µM DCPIB, a concentration typically used to inhibit VRAC, suppressed basal and ATP-linked respiration in part through uncoupling the inner mitochondrial membrane (IMM) proton gradient and membrane potential. Additionally, DCPIB inhibits the activity of complex I, II, and III of the electron transport chain (ETC). Surprisingly, the effects of DCPIB on mitochondrial function are also observed in HAP-1 and HEK-293 cells which lack LRRC8A expression. Finally, we demonstrate that DCPIB activates ATP-inhibitable potassium channels comprised of heterologously expressed Kir6.2 and SUR1 subunits. These data indicate that DCPIB suppresses mitochondrial respiration and ATP production by dissipating the mitochondrial membrane potential and inhibiting complexes I-III of the ETC. They further justify the need for the development of sharper pharmacological tools for evaluating the integrative physiology and therapeutic potential of VRAC in human diseases.
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Affiliation(s)
- Aqeela Afzal
- Department of Neurological SurgeryVanderbilt UniversityNashvilleTennessee
- Department of MedicineVanderbilt UniversityNashvilleTennessee
| | - Eric E. Figueroa
- Department of PharmacologyVanderbilt UniversityNashvilleTennessee
| | - Sujay V. Kharade
- Department of AnesthesiologyVanderbilt University Medical CenterNashvilleTennessee
| | | | - Brittany K. Matlock
- Vanderbilt Vaccine CenterVanderbilt University Medical CenterNashvilleTennessee
| | - David K. Flaherty
- Vanderbilt Vaccine CenterVanderbilt University Medical CenterNashvilleTennessee
| | - Jerod S. Denton
- Department of PharmacologyVanderbilt UniversityNashvilleTennessee
- Department of AnesthesiologyVanderbilt University Medical CenterNashvilleTennessee
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Manolopoulou M, Matlock BK, Nlandu-Khodo S, Simmons AJ, Lau KS, Phillips-Mignemi M, Ivanova A, Alford CE, Flaherty DK, Gewin LS. Novel kidney dissociation protocol and image-based flow cytometry facilitate improved analysis of injured proximal tubules. Am J Physiol Renal Physiol 2019; 316:F847-F855. [PMID: 30759021 PMCID: PMC6580245 DOI: 10.1152/ajprenal.00354.2018] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2018] [Revised: 02/08/2019] [Accepted: 02/11/2019] [Indexed: 12/16/2022] Open
Abstract
Flow cytometry studies on injured kidney tubules are complicated by the low yield of nucleated single cells. Furthermore, cell-specific responses such as cell cycle dynamics in vivo have conventionally relied on indirect immunohistochemistry and proximal tubule markers that may be downregulated in injury. Here, we report a new tissue dissociation protocol for the kidney with an early fixation step that greatly enhances the yield of single cells. Genetic labeling of the proximal tubule with either mT/mG "tomato" or R26Fucci2aR (Fucci) cell cycle reporter mice allows us to follow proximal tubule-specific changes in cell cycle after renal injury. Image-based flow cytometry (FlowSight) enables gating of the cell cycle and concurrent visualization of the cells with bright field and fluorescence. We used the Fucci mouse in conjunction with FlowSight to identify a discrete polyploid population in proximal tubules after aristolochic acid injury. The tissue dissociation protocol in conjunction with genetic labeling and image-based flow cytometry is a tool that can improve our understanding of any discrete cell population after injury.
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Affiliation(s)
- Marika Manolopoulou
- Division of Nephrology and Hypertension, Department of Medicine, Vanderbilt University Medical Center , Nashville, Tennessee
| | - Brittany K Matlock
- Flow Cytometry Shared Resource, Vanderbilt Vaccine Center, Vanderbilt University Medical Center , Nashville, Tennessee
| | - Stellor Nlandu-Khodo
- Division of Nephrology and Hypertension, Department of Medicine, Vanderbilt University Medical Center , Nashville, Tennessee
| | - Alan J Simmons
- Epithelial Biology Center, Vanderbilt University Medical Center , Nashville, Tennessee
- Department of Cell and Developmental Biology, Vanderbilt University , Nashville, Tennessee
| | - Ken S Lau
- Epithelial Biology Center, Vanderbilt University Medical Center , Nashville, Tennessee
- Center for Quantitative Sciences, Vanderbilt University Medical Center , Nashville, Tennessee
- Department of Cell and Developmental Biology, Vanderbilt University , Nashville, Tennessee
- Program in Chemical and Physical Biology, Vanderbilt University , Nashville, Tennessee
| | - Melanie Phillips-Mignemi
- Division of Nephrology and Hypertension, Department of Medicine, Vanderbilt University Medical Center , Nashville, Tennessee
| | - Alla Ivanova
- Division of Nephrology and Hypertension, Department of Medicine, Vanderbilt University Medical Center , Nashville, Tennessee
| | - Catherine E Alford
- Department of Pathology and Laboratory Medicine, Veterans Affairs Tennessee Valley Healthcare System, Nashville, Tennessee
| | - David K Flaherty
- Flow Cytometry Shared Resource, Vanderbilt Vaccine Center, Vanderbilt University Medical Center , Nashville, Tennessee
| | - Leslie S Gewin
- Division of Nephrology and Hypertension, Department of Medicine, Vanderbilt University Medical Center , Nashville, Tennessee
- Department of Medicine, Veterans Affairs Tennessee Valley Healthcare System, Nashville, Tennessee
- Department of Cell and Developmental Biology, Vanderbilt University , Nashville, Tennessee
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10
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Li B, Siuta M, Bright V, Koktysh D, Matlock BK, Dumas ME, Zhu M, Holt A, Stec D, Deng S, Savage PB, Joyce S, Pham W. Improved proliferation of antigen-specific cytolytic T lymphocytes using a multimodal nanovaccine. Int J Nanomedicine 2016; 11:6103-6121. [PMID: 27895483 PMCID: PMC5117944 DOI: 10.2147/ijn.s112432] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
Abstract
The present study investigated the immunoenhancing property of our newly designed nanovaccine, that is, its ability to induce antigen-specific immunity. This study also evaluated the synergistic effect of a novel compound PBS-44, an α-galactosylceramide analog, in boosting the immune response induced by our nanovaccine. The nanovaccine was prepared by encapsulating ovalbumin (ova) and an adjuvant within the poly(lactic-co-glycolic acid) nanoparticles. Quantitative analysis of our study data showed that the encapsulated vaccine was physically and biologically stable; the core content of our nanovaccine was found to be released steadily and slowly, and nearly 90% of the core content was slowly released over the course of 25 days. The in vivo immunization studies exhibited that the nanovaccine induced stronger and longer immune responses compared to its soluble counterpart. Similarly, intranasal inhalation of the nanovaccine induced more robust antigen-specific CD8+ T cell response than intraperitoneal injection of nanovaccine.
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Affiliation(s)
- Bo Li
- Institute of Imaging Science, Vanderbilt University School of Medicine; Department of Radiology and Radiological Sciences
| | - Michael Siuta
- Institute of Imaging Science, Vanderbilt University School of Medicine
| | - Vanessa Bright
- Institute of Imaging Science, Vanderbilt University School of Medicine; Department of Radiology and Radiological Sciences
| | - Dmitry Koktysh
- Department of Chemistry, Vanderbilt University; Vanderbilt Institute of Nanoscale Science and Engineering
| | | | - Megan E Dumas
- Institute of Imaging Science, Vanderbilt University School of Medicine
| | - Meiying Zhu
- Institute of Imaging Science, Vanderbilt University School of Medicine
| | - Alex Holt
- Institute of Imaging Science, Vanderbilt University School of Medicine
| | - Donald Stec
- Department of Chemistry, Vanderbilt University; Vanderbilt Institute of Chemical Biology
| | - Shenglou Deng
- Department of Chemistry and Biochemistry, Brigham Young University
| | - Paul B Savage
- Department of Chemistry and Biochemistry, Brigham Young University
| | - Sebastian Joyce
- Department of Pathology, Microbiology and Immunology, Vanderbilt University; Veterans Administration Tennessee Valley Healthcare System
| | - Wellington Pham
- Institute of Imaging Science, Vanderbilt University School of Medicine; Department of Radiology and Radiological Sciences; Vanderbilt Institute of Chemical Biology; Department of Biomedical Engineering; Vanderbilt Ingram Cancer Center; Vanderbilt Brain Institute, Vanderbilt University, Nashville, TN, USA
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11
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Nicholas KJ, Greenplate AR, Flaherty DK, Matlock BK, Juan JS, Smith RM, Irish JM, Kalams SA. Multiparameter analysis of stimulated human peripheral blood mononuclear cells: A comparison of mass and fluorescence cytometry. Cytometry A 2015; 89:271-80. [PMID: 26599989 DOI: 10.1002/cyto.a.22799] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2015] [Revised: 10/28/2015] [Accepted: 10/30/2015] [Indexed: 12/29/2022]
Abstract
Mass and fluorescence cytometry are quantitative single cell flow cytometry approaches that are powerful tools for characterizing diverse tissues and cellular systems. Here mass cytometry was directly compared with fluorescence cytometry by studying phenotypes of healthy human peripheral blood mononuclear cells (PBMC) in the context of superantigen stimulation. One mass cytometry panel and five fluorescence cytometry panels were used to measure 20 well-established lymphocyte markers of memory and activation. Comparable frequencies of both common and rare cell subpopulations were observed with fluorescence and mass cytometry using biaxial gating. The unsupervised high-dimensional analysis tool viSNE was then used to analyze data sets generated from both mass and fluorescence cytometry. viSNE analysis effectively characterized PBMC using eight features per cell and identified similar frequencies of activated CD4+ T cells with both technologies. These results suggest combinations of unsupervised analysis programs and extended multiparameter cytometry will be indispensable tools for detecting perturbations in protein expression in both health and disease.
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Affiliation(s)
- Katherine J Nicholas
- Department of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Allison R Greenplate
- Department of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, Tennessee.,Department of Cancer Biology and Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - David K Flaherty
- Flow Cytometry Shared Resource, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Brittany K Matlock
- Flow Cytometry Shared Resource, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Juan San Juan
- Division of Infectious Diseases, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Rita M Smith
- Division of Infectious Diseases, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Jonathan M Irish
- Department of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, Tennessee.,Department of Cancer Biology and Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Spyros A Kalams
- Department of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, Tennessee.,Division of Infectious Diseases, Vanderbilt University School of Medicine, Nashville, Tennessee
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12
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Spurlock CF, Tossberg JT, Matlock BK, Olsen NJ, Aune TM. Methotrexate inhibits NF-κB activity via long intergenic (noncoding) RNA-p21 induction. Arthritis Rheumatol 2015; 66:2947-57. [PMID: 25077978 DOI: 10.1002/art.38805] [Citation(s) in RCA: 114] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2013] [Accepted: 07/24/2014] [Indexed: 01/15/2023]
Abstract
OBJECTIVE To determine interrelationships between the expression of long intergenic (noncoding) RNA-p21 (lincRNA-p21), NF-κB activity, and responses to methotrexate (MTX) in rheumatoid arthritis (RA) by analyzing patient blood samples and cell culture models. METHODS Expression levels of long noncoding RNA and messenger RNA (mRNA) were determined by quantitative reverse transcription-polymerase chain reaction. Western blotting and flow cytometry were used to quantify levels of intracellular proteins. Intracellular NF-κB activity was determined using an NF-κB luciferase reporter plasmid. RESULTS Patients with RA expressed reduced basal levels of lincRNA-p21 and increased basal levels of phosphorylated p65 (RelA), a marker of NF-κB activation. Patients with RA who were not treated with MTX expressed lower levels of lincRNA-p21 and higher levels of phosphorylated p65 compared with RA patients treated with low-dose MTX. In cell culture using primary cells and transformed cell lines, MTX induced lincRNA-p21 through a DNA-dependent protein kinase catalytic subunit (DNA PKcs)-dependent mechanism. Deficiencies in the levels of PRKDC mRNA in patients with RA were also corrected by MTX in vivo. Furthermore, MTX reduced NF-κB activity in tumor necrosis factor α-treated cells through a DNA PKcs-dependent mechanism via induction of lincRNA-p21. Finally, we observed that depressed levels of TP53 and lincRNA-p21 increased NF-κB activity in cell lines. Decreased levels of lincRNA-p21 did not alter NFKB1 or RELA transcripts; rather, lincRNA-p21 physically bound to RELA mRNA. CONCLUSION Our findings support a model whereby depressed levels of lincRNA-p21 in RA contribute to increased NF-κB activity. MTX decreases basal levels of NF-κB activity by increasing lincRNA-p21 levels through a DNA PKcs-dependent mechanism.
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Buckman LB, Hasty AH, Flaherty DK, Buckman CT, Thompson MM, Matlock BK, Weller K, Ellacott KL. Obesity induced by a high-fat diet is associated with increased immune cell entry into the central nervous system. Brain Behav Immun 2014; 35:33-42. [PMID: 23831150 PMCID: PMC3858467 DOI: 10.1016/j.bbi.2013.06.007] [Citation(s) in RCA: 152] [Impact Index Per Article: 15.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2013] [Revised: 06/18/2013] [Accepted: 06/26/2013] [Indexed: 12/16/2022] Open
Abstract
Obesity is associated with chronic low-grade inflammation in peripheral tissues caused, in part, by the recruitment of inflammatory monocytes into adipose tissue. Studies in rodent models have also shown increased inflammation in the central nervous system (CNS) during obesity. The goal of this study was to determine whether obesity is associated with recruitment of peripheral immune cells into the CNS. To do this we used a bone marrow chimerism model to track the entry of green-fluorescent protein (GFP) labeled peripheral immune cells into the CNS. Flow cytometry was used to quantify the number of GFP(+) immune cells recruited into the CNS of mice fed a high-fat diet compared to standard chow fed controls. High-fat feeding resulted in obesity associated with a 30% increase in the number of GFP(+) cells in the CNS compared to control mice. Greater than 80% of the GFP(+) cells recruited to the CNS were also CD45(+) CD11b(+) indicating that the GFP(+) cells displayed characteristics of microglia/macrophages. Immunohistochemistry further confirmed the increase in GFP(+) cells in the CNS of the high-fat fed group and also indicated that 93% of the recruited cells were found in the parenchyma and had a stellate morphology. These findings indicate that peripheral immune cells can be recruited to the CNS in obesity and may contribute to the inflammatory response.
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Affiliation(s)
- Laura B. Buckman
- Department of Molecular Physiology & Biophysics, Vanderbilt University Medical Center, Nashville, TN 37232, United States
| | - Alyssa H. Hasty
- Department of Molecular Physiology & Biophysics, Vanderbilt University Medical Center, Nashville, TN 37232, United States
| | - David K. Flaherty
- Vanderbilt Flow Cytometry Shared Resource, Vanderbilt University Medical Center, Nashville, TN 37232, United States
| | - Christopher T. Buckman
- Department of Cell and Developmental Biology, Vanderbilt University Medical Center, Nashville, TN 37232, United States
| | - Misty M. Thompson
- Department of Molecular Physiology & Biophysics, Vanderbilt University Medical Center, Nashville, TN 37232, United States
| | - Brittany K. Matlock
- Vanderbilt Flow Cytometry Shared Resource, Vanderbilt University Medical Center, Nashville, TN 37232, United States
| | - Kevin Weller
- Vanderbilt Flow Cytometry Shared Resource, Vanderbilt University Medical Center, Nashville, TN 37232, United States
| | - Kate L.J. Ellacott
- Department of Molecular Physiology & Biophysics, Vanderbilt University Medical Center, Nashville, TN 37232, United States,Corresponding author. Address: 702 Light Hall, 2215 Garland Ave., Nashville, TN 37232-0615, United States. Fax: +1 615 375 1165. (K.L.J. Ellacott)
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14
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Singh AM, Chappell J, Trost R, Lin L, Wang T, Tang J, Matlock BK, Weller KP, Wu H, Zhao S, Jin P, Dalton S. Cell-cycle control of developmentally regulated transcription factors accounts for heterogeneity in human pluripotent cells. Stem Cell Reports 2013; 1:532-44. [PMID: 24371808 PMCID: PMC3871385 DOI: 10.1016/j.stemcr.2013.10.009] [Citation(s) in RCA: 109] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2013] [Revised: 10/17/2013] [Accepted: 10/17/2013] [Indexed: 12/12/2022] Open
Abstract
Heterogeneity within pluripotent stem cell (PSC) populations is indicative of dynamic changes that occur when cells drift between different states. Although the role of metastability in PSCs is unclear, it appears to reflect heterogeneity in cell signaling. Using the Fucci cell-cycle indicator system, we show that elevated expression of developmental regulators in G1 is a major determinant of heterogeneity in human embryonic stem cells. Although signaling pathways remain active throughout the cell cycle, their contribution to heterogeneous gene expression is restricted to G1. Surprisingly, we identify dramatic changes in the levels of global 5-hydroxymethylcytosine, an unanticipated source of epigenetic heterogeneity that is tightly linked to cell-cycle progression and the expression of developmental regulators. When we evaluated gene expression in differentiating cells, we found that cell-cycle regulation of developmental regulators was maintained during lineage specification. Cell-cycle regulation of developmentally regulated transcription factors is therefore an inherent feature of the mechanisms underpinning differentiation. Embryonic stem cells are lineage primed in G1 Transcription of developmentally regulated genes is cell-cycle regulated 5hmC is cell-cycle regulated Stem cells initiate differentiation from G1
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Affiliation(s)
- Amar M Singh
- Department of Biochemistry and Molecular Biology, Paul D. Coverdell Center for Biomedical and Health Sciences, The University of Georgia, 500 D.W. Brooks Drive, Athens, GA 30602, USA
| | - James Chappell
- Department of Biochemistry and Molecular Biology, Paul D. Coverdell Center for Biomedical and Health Sciences, The University of Georgia, 500 D.W. Brooks Drive, Athens, GA 30602, USA
| | - Robert Trost
- Department of Biochemistry and Molecular Biology, Paul D. Coverdell Center for Biomedical and Health Sciences, The University of Georgia, 500 D.W. Brooks Drive, Athens, GA 30602, USA
| | - Li Lin
- Department of Human Genetics, Emory University, 615 Michael Street, Atlanta, GA 30322, USA
| | - Tao Wang
- Department of Human Genetics, Emory University, 615 Michael Street, Atlanta, GA 30322, USA
| | - Jie Tang
- Department of Biochemistry and Molecular Biology, Paul D. Coverdell Center for Biomedical and Health Sciences, The University of Georgia, 500 D.W. Brooks Drive, Athens, GA 30602, USA
| | - Brittany K Matlock
- Vanderbilt Flow Cytometry Shared Resource, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Kevin P Weller
- Vanderbilt Flow Cytometry Shared Resource, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Hao Wu
- Department of Biostatistics and Bioinformatics, Emory University, 1518 Clifton Road, Atlanta, GA 30322, USA
| | - Shaying Zhao
- Department of Biochemistry and Molecular Biology, Paul D. Coverdell Center for Biomedical and Health Sciences, The University of Georgia, 500 D.W. Brooks Drive, Athens, GA 30602, USA
| | - Peng Jin
- Department of Human Genetics, Emory University, 615 Michael Street, Atlanta, GA 30322, USA
| | - Stephen Dalton
- Department of Biochemistry and Molecular Biology, Paul D. Coverdell Center for Biomedical and Health Sciences, The University of Georgia, 500 D.W. Brooks Drive, Athens, GA 30602, USA
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