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Laddach A, Pachnis V, Shapiro M. TrajectoryGeometry suggests cell fate decisions can involve branches rather than bifurcations. NAR Genom Bioinform 2024; 6:lqae139. [PMID: 39380945 PMCID: PMC11459380 DOI: 10.1093/nargab/lqae139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Revised: 09/16/2024] [Accepted: 09/25/2024] [Indexed: 10/10/2024] Open
Abstract
Differentiation of multipotential progenitor cells is a key process in the development of any multi-cellular organism and often continues throughout its life. It is often assumed that a bi-potential progenitor develops along a (relatively) straight trajectory until it reaches a decision point where the trajectory bifurcates. At this point one of two directions is chosen, each direction representing the unfolding of a new transcriptional programme. However, we have lacked quantitative means for testing this model. Accordingly, we have developed the R package TrajectoryGeometry. Applying this to published data we find several examples where, rather than bifurcate, developmental pathways branch. That is, the bipotential progenitor develops along a relatively straight trajectory leading to one of its potential fates. A second relatively straight trajectory branches off from this towards the other potential fate. In this sense only cells that branch off to follow the second trajectory make a 'decision'. Our methods give precise descriptions of the genes and cellular pathways involved in these trajectories. We speculate that branching may be the more common behaviour and may have advantages from a control-theoretic viewpoint.
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Affiliation(s)
- Anna Laddach
- Nervous System Development and Homeostasis Laboratory, The Francis Crick Institute, 1 Midland Rd, London NW1 1AT, UK
| | - Vassilis Pachnis
- Nervous System Development and Homeostasis Laboratory, The Francis Crick Institute, 1 Midland Rd, London NW1 1AT, UK
| | - Michael Shapiro
- Nervous System Development and Homeostasis Laboratory, The Francis Crick Institute, 1 Midland Rd, London NW1 1AT, UK
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Barrios-Camacho CM, Zunitch MJ, Louie JD, Jang W, Schwob JE. An in vitro model of acute horizontal basal cell activation reveals gene regulatory networks underlying the nascent activation phase. Stem Cell Reports 2024; 19:1156-1171. [PMID: 39059377 PMCID: PMC11368683 DOI: 10.1016/j.stemcr.2024.06.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 06/21/2024] [Accepted: 06/23/2024] [Indexed: 07/28/2024] Open
Abstract
While horizontal basal cells (HBCs) make minor contributions to olfactory epithelium (OE) regeneration during homeostatic conditions, they possess a potent, latent capacity to activate and subsequently regenerate the OE following severe injury. Activation requires, and is mediated by, the downregulation of the transcription factor (TF) TP63. In this paper, we describe the cellular processes that drive the nascent stages of HBC activation. The compound phorbol 12-myristate 13-acetate (PMA) induces a rapid loss in TP63 protein and rapid enrichment of HOPX and the nuclear translocation of RELA, previously identified as components of HBC activation. Using bulk RNA sequencing (RNA-seq), we find that PMA-treated HBCs pass through various stages of activation identifiable by transcriptional regulatory signatures that mimic stages identified in vivo. These temporal stages are associated with varying degrees of engraftment and differentiation potential in transplantation assays. Together, these data show that our in vitro HBC activation system models physiologically relevant features of in vivo HBC activation and identifies new candidates for mechanistic testing.
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Affiliation(s)
- Camila M Barrios-Camacho
- Department of Developmental, Molecular, and Chemical Biology, Tufts University School of Medicine, Boston, MA 02111, USA; Graduate School of Biomedical Sciences, Tufts University, Boston, MA 02111, USA
| | - Matthew J Zunitch
- Department of Developmental, Molecular, and Chemical Biology, Tufts University School of Medicine, Boston, MA 02111, USA; Graduate School of Biomedical Sciences, Tufts University, Boston, MA 02111, USA
| | - Jonathan D Louie
- Department of Developmental, Molecular, and Chemical Biology, Tufts University School of Medicine, Boston, MA 02111, USA; Graduate School of Biomedical Sciences, Tufts University, Boston, MA 02111, USA
| | - Woochan Jang
- Department of Developmental, Molecular, and Chemical Biology, Tufts University School of Medicine, Boston, MA 02111, USA
| | - James E Schwob
- Department of Developmental, Molecular, and Chemical Biology, Tufts University School of Medicine, Boston, MA 02111, USA.
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Forni PE, Yu CR. Two decades on: Special issue on olfaction celebrating Axel and Buck's Nobel Prize. Genesis 2024; 62:e23613. [PMID: 39054874 DOI: 10.1002/dvg.23613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Revised: 06/27/2024] [Accepted: 06/29/2024] [Indexed: 07/27/2024]
Affiliation(s)
- Paolo E Forni
- Department of Biological Sciences, The Center for Neuroscience Research, The RNA Institute, University at Albany, Albany, New York, USA
| | - C Ron Yu
- Stowers Institute for Medical Research, Kansas City, Missouri, USA
- Department of Cell Biology and Physiology, University of Kansas School of Medicine, Kansas City, Missouri, USA
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Louie JD, Barrios-Camacho CM, Bromberg BH, Hintschich CA, Schwob JE. Spatiotemporal dynamics exhibited by horizontal basal cells reveal a pro-neurogenic pathway during injury-induced olfactory epithelium regeneration. iScience 2024; 27:109600. [PMID: 38650985 PMCID: PMC11033173 DOI: 10.1016/j.isci.2024.109600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2022] [Revised: 12/21/2023] [Accepted: 03/25/2024] [Indexed: 04/25/2024] Open
Abstract
Horizontal basal cells (HBCs) mediate olfactory epithelium (OE) regeneration following severe tissue injury. The dynamism of the post-injury environment is well illustrated by in silico modeling of RNA sequencing data that demonstrate an evolving HBC transcriptome. Unfortunately, spatiotemporally dynamic processes occurring within HBCs in situ remain poorly understood. Here, we show that HBCs at 24 h post-OE injury spatially redistribute a constellation of proteins, which, in turn, helped to nominate Rac1 as a regulator of HBC differentiation during OE regeneration. Using our primary culture model to activate HBCs pharmacologically, we demonstrate that concurrent Rac1 inhibition attenuates HBC differentiation potential. This in vitro functional impairment manifested in vivo as decreased HBC differentiation into olfactory sensory neurons following HBC-specific Rac1 conditional knockout. Taken together, our data potentiate the design of hyposmia-alleviating therapies and highlight aspects of in situ HBC spatiotemporal dynamics that deserve further investigation.
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Affiliation(s)
- Jonathan D. Louie
- Medical Scientist Training Program, Tufts University School of Medicine, Boston, MA 02111, USA
- Neuroscience Graduate Program, Tufts University Graduate School of Biomedical Sciences, Boston, MA 02111, USA
- Department of Developmental, Molecular & Chemical Biology, Tufts University Graduate School of Biomedical Sciences, Boston, MA 02111, USA
| | - Camila M. Barrios-Camacho
- Neuroscience Graduate Program, Tufts University Graduate School of Biomedical Sciences, Boston, MA 02111, USA
- Department of Developmental, Molecular & Chemical Biology, Tufts University Graduate School of Biomedical Sciences, Boston, MA 02111, USA
| | - Benjamin H. Bromberg
- Department of Developmental, Molecular & Chemical Biology, Tufts University Graduate School of Biomedical Sciences, Boston, MA 02111, USA
| | - Constantin A. Hintschich
- Department of Developmental, Molecular & Chemical Biology, Tufts University Graduate School of Biomedical Sciences, Boston, MA 02111, USA
- Department of Otorhinolaryngology, University Hospital Regensburg, Franz-Josef-Strauß-Allee 11, 93053 Regensburg, Germany
- Department of Otolaryngology, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston, MA 02114, USA
| | - James E. Schwob
- Department of Developmental, Molecular & Chemical Biology, Tufts University Graduate School of Biomedical Sciences, Boston, MA 02111, USA
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