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Osorio-Méndez D, Miller A, Begeman IJ, Kurth A, Hagle R, Rolph D, Dickson AL, Chen CH, Halloran M, Poss KD, Kang J. Voltage-gated sodium channel scn8a is required for innervation and regeneration of amputated adult zebrafish fins. Proc Natl Acad Sci U S A 2022; 119:e2200342119. [PMID: 35867745 PMCID: PMC9282381 DOI: 10.1073/pnas.2200342119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Accepted: 05/10/2022] [Indexed: 01/09/2023] Open
Abstract
Teleost fishes and urodele amphibians can regenerate amputated appendages, whereas this ability is restricted to digit tips in adult mammals. One key component of appendage regeneration is reinnervation of the wound area. However, how innervation is regulated in injured appendages of adult vertebrates has seen limited research attention. From a forward genetics screen for temperature-sensitive defects in zebrafish fin regeneration, we identified a mutation that disrupted regeneration while also inducing paralysis at the restrictive temperature. Genetic mapping and complementation tests identify a mutation in the major neuronal voltage-gated sodium channel (VGSC) gene scn8ab. Conditional disruption of scn8ab impairs early regenerative events, including blastema formation, but does not affect morphogenesis of established regenerates. Whereas scn8ab mutations reduced neural activity as expected, they also disrupted axon regrowth and patterning in fin regenerates, resulting in hypoinnervation. Our findings indicate that the activity of VGSCs plays a proregenerative role by promoting innervation of appendage stumps.
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Affiliation(s)
- Daniel Osorio-Méndez
- Department of Cell and Regenerative Biology, School of Medicine and Public Health, University of Wisconsin–Madison, Madison, WI 53705
| | - Andrew Miller
- Department of Integrative Biology, University of Wisconsin-Madison, Madison, WI 53705
- Department of Neuroscience, University of Wisconsin-Madison, Madison, WI 53705
| | - Ian J. Begeman
- Department of Cell and Regenerative Biology, School of Medicine and Public Health, University of Wisconsin–Madison, Madison, WI 53705
| | - Andrew Kurth
- Department of Cell and Regenerative Biology, School of Medicine and Public Health, University of Wisconsin–Madison, Madison, WI 53705
| | - Ryan Hagle
- Department of Cell and Regenerative Biology, School of Medicine and Public Health, University of Wisconsin–Madison, Madison, WI 53705
| | - Daniela Rolph
- Department of Cell and Regenerative Biology, School of Medicine and Public Health, University of Wisconsin–Madison, Madison, WI 53705
| | - Amy L. Dickson
- Duke Regeneration Center, Department of Cell Biology, Duke University Medical Center, Durham, NC 27710
| | - Chen-Hui Chen
- Institute of Cellular and Organismic Biology, Academia Sinica, Taipei 11529, Taiwan
| | - Mary Halloran
- Department of Integrative Biology, University of Wisconsin-Madison, Madison, WI 53705
- Department of Neuroscience, University of Wisconsin-Madison, Madison, WI 53705
| | - Kenneth D. Poss
- Duke Regeneration Center, Department of Cell Biology, Duke University Medical Center, Durham, NC 27710
| | - Junsu Kang
- Department of Cell and Regenerative Biology, School of Medicine and Public Health, University of Wisconsin–Madison, Madison, WI 53705
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2
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Leigh ND, Currie JD. Re-building limbs, one cell at a time. Dev Dyn 2022; 251:1389-1403. [PMID: 35170828 PMCID: PMC9545806 DOI: 10.1002/dvdy.463] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Revised: 01/23/2022] [Accepted: 01/25/2022] [Indexed: 11/24/2022] Open
Abstract
New techniques for visualizing and interrogating single cells hold the key to unlocking the underlying mechanisms of salamander limb regeneration.
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Affiliation(s)
- Nicholas D Leigh
- Molecular Medicine and Gene Therapy, Wallenberg Centre for Molecular Medicine, Lund Stem Cell Center, Lund University, Sweden
| | - Joshua D Currie
- Department of Biology, Wake Forest University, 455 Vine Street, Winston-Salem, USA
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3
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Wells KM, Kelley K, Baumel M, Vieira WA, McCusker CD. Neural control of growth and size in the axolotl limb regenerate. eLife 2021; 10:68584. [PMID: 34779399 PMCID: PMC8716110 DOI: 10.7554/elife.68584] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Accepted: 11/13/2021] [Indexed: 11/29/2022] Open
Abstract
The mechanisms that regulate growth and size of the regenerating limb in tetrapods such as the Mexican axolotl are unknown. Upon the completion of the developmental stages of regeneration, when the regenerative organ known as the blastema completes patterning and differentiation, the limb regenerate is proportionally small in size. It then undergoes a phase of regeneration that we have called the ‘tiny-limb’ stage, which is defined by rapid growth until the regenerate reaches the proportionally appropriate size. In the current study we have characterized this growth and have found that signaling from the limb nerves is required for its maintenance. Using the regenerative assay known as the accessory limb model (ALM), we have found that growth and size of the limb positively correlates with nerve abundance. We have additionally developed a new regenerative assay called the neural modified-ALM (NM-ALM), which decouples the source of the nerves from the regenerating host environment. Using the NM-ALM we discovered that non-neural extrinsic factors from differently sized host animals do not play a prominent role in determining the size of the regenerating limb. We have also discovered that the regulation of limb size is not autonomously regulated by the limb nerves. Together, these observations show that the limb nerves provide essential cues to regulate ontogenetic allometric growth and the final size of the regenerating limb. Humans’ ability to regrow lost or damaged body parts is relatively limited, but some animals, such as the axolotl (a Mexican salamander), can regenerate complex body parts, like legs, many times over their lives. Studying regeneration in these animals could help researchers enhance humans’ abilities to heal. One way to do this is using the Accessory Limb Model (ALM), where scientists wound an axolotl’s leg, and study the additional leg that grows from the wound. The first stage of limb regeneration creates a new leg that has the right structure and shape. The new leg is very small so the next phase involves growing the leg until its size matches the rest of the animal. This phase must be controlled so that the limb stops growing when it reaches the right size, but how this regulation works is unclear. Previous research suggests that the number of nerves in the new leg could be important. Wells et al. used a ALM to study how the size of regenerating limbs is controlled. They found that changing the number of nerves connected to the new leg altered its size, with more nerves leading to a larger leg. Next, Wells et al. created a system that used transplanted nerve bundles of different sizes to grow new legs in different sized axolotls. This showed that the size of the resulting leg is controlled by the number of nerves connecting it to the CNS. Wells et al. also showed that nerves can only control regeneration if they remain connected to the central nervous system. These results explain how size is controlled during limb regeneration in axolotls, highlighting the fact that regrowth is directly controlled by the number of nerves connected to a regenerating leg. Much more work is needed to reveal the details of this process and the signals nerves use to control growth. It will also be important to determine whether this control system is exclusive to axolotls, or whether other animals also use it.
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Affiliation(s)
- Kaylee M Wells
- Biology Department, University of Massachusetts Boston, Boston, United States
| | - Kristina Kelley
- Biology Department, University of Massachusetts Boston, Boston, United States
| | - Mary Baumel
- Biology Department, University of Massachusetts Boston, Boston, United States
| | - Warren A Vieira
- Biology Department, University of Massachusetts Boston, Boston, United States
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4
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Abstract
Species that can regrow their lost appendages have been studied with the ultimate aim of developing methods to enable human limb regeneration. These examinations highlight that appendage regeneration progresses through shared tissue stages and gene activities, leading to the assumption that appendage regeneration paradigms (e.g. tails and limbs) are the same or similar. However, recent research suggests these paradigms operate differently at the cellular level, despite sharing tissue descriptions and gene expressions. Here, collecting the findings from disparate studies, I argue appendage regeneration is context dependent at the cellular level; nonetheless, it requires (i) signalling centres, (ii) stem/progenitor cell types and (iii) a regeneration-permissive environment, and these three common cellular principles could be more suitable for cross-species/paradigm/age comparisons.
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Affiliation(s)
- Can Aztekin
- School of Life Sciences, Swiss Federal Institute of Technology Lausanne (EPFL), 1015 Lausanne, Switzerland
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5
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Can neural signals override cellular decisions in the presence of DNA damage? DNA Repair (Amst) 2021; 103:103127. [PMID: 33990031 DOI: 10.1016/j.dnarep.2021.103127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Revised: 04/15/2021] [Accepted: 04/16/2021] [Indexed: 11/23/2022]
Abstract
Cells within an organism are in constant crosstalk with their surrounding environment. Short and long-range signals influence cellular behavior associated with division, differentiation, and death. This crosstalk among cells underlies tissue renewal to guarantee faithful replacement of old or damaged cells over many years. Renewing tissues also offer recurrent opportunities for DNA damage and cellular transformation that tend to occur with aging. Most cells with extensive DNA damage have limited options such as halting cell cycle to repair DNA, undergo senescence, or programmed cell death. However, in some cases cells carrying toxic forms of DNA damage survive and proliferate. The underlying factors driving survival and proliferation of cells with DNA damage remain unknown. Here we discuss potential roles the nervous system may play in influencing the fate of cells with DNA damage. We present a brief survey highlighting the implications the nervous system has in regeneration, regulation of stem cells, modulation of the immune system, and its contribution to cancer progression. Finally, we propose the use of planarian flatworms as a convenient model organism to molecularly dissect the influence of neural signals over cellular fate regulation in the presence of DNA damage.
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Vieira WA, Wells KM, McCusker CD. Advancements to the Axolotl Model for Regeneration and Aging. Gerontology 2019; 66:212-222. [PMID: 31779024 PMCID: PMC7214127 DOI: 10.1159/000504294] [Citation(s) in RCA: 45] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2019] [Accepted: 10/22/2019] [Indexed: 12/12/2022] Open
Abstract
Loss of regenerative capacity is a normal part of aging. However, some organisms, such as the Mexican axolotl, retain striking regenerative capacity throughout their lives. Moreover, the development of age-related diseases is rare in this organism. In this review, we will explore how axolotls are used as a model system to study regenerative processes, the exciting new technological advancements now available for this model, and how we can apply the lessons we learn from studying regeneration in the axolotl to understand, and potentially treat, age-related decline in humans.
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Affiliation(s)
- Warren A Vieira
- Department of Biology, University of Massachusetts, Boston, Massachusetts, USA
| | - Kaylee M Wells
- Department of Biology, University of Massachusetts, Boston, Massachusetts, USA
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Vieira WA, McCusker CD. Hierarchical pattern formation during amphibian limb regeneration. Biosystems 2019; 183:103989. [PMID: 31295535 DOI: 10.1016/j.biosystems.2019.103989] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2019] [Revised: 07/03/2019] [Accepted: 07/06/2019] [Indexed: 12/28/2022]
Abstract
In 1901 T.H. Morgan proposed in "Regeneration" that pattern formation in amphibian limb regeneration is a stepwise process. Since, biologist have continued to piece together the molecular components of this process to better understand the "patterning code" responsible for regenerate formation. Within this context, several different models have been proposed; however, all are based on one of two underlying hypotheses. The first is the "morphogen hypothesis" that dictates that pattern emerges from localized expression of signaling molecules, which produce differing position-specific cellular responses in receptive cells depending on the intensity of the signal. The second hypothesis is that cells in the remaining tissues retain memory of their patterning information, and use this information to generate new cells with the missing positional identities. A growing body of evidence supports the possibility that these two mechanisms are not mutually exclusive. Here, we propose our theory of hierarchical pattern formation, which consists of 4 basic steps. The first is the existence of cells with positional memory. The second is the communication of positional information through cell-cell interactions in a regeneration-permissive environment. The third step is the induction of molecular signaling centers. And the last step is the interpretation of these signals by specialized cell types to ultimately restore the limb in its entirety. Biological codes are intertwined throughout this model, and we will discuss their multiple roles and mechanisms.
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Affiliation(s)
- Warren A Vieira
- Department of Biology, University of Massachusetts, Boston, MA, USA
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8
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Patel S, Ranadive I, Rajaram S, Desai I, Balakrishnan S. Ablation of BMP signaling hampers the blastema formation in Poecilia latipinna by dysregulating the extracellular matrix remodeling and cell cycle turnover. ZOOLOGY 2019; 133:17-26. [PMID: 30979387 DOI: 10.1016/j.zool.2019.02.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2018] [Revised: 02/11/2019] [Accepted: 02/11/2019] [Indexed: 12/25/2022]
Abstract
Bone morphogenetic proteins play a pivotal role in the epimorphic regeneration in vertebrates. Blastema formation is central to the epimorphic regeneration and crucially determines its fate. Despite an elaborate understanding of importance of Bone morphogenetic protein signaling in regeneration, its specific role during the blastema formation remains to be addressed. Regulatory role of BMP signaling during blastema formation was investigated using LDN193189, a potent inhibitor of BMP receptors. The study involved morphological observation, in vivo proliferation assay by incorporation of BrdU, comet assay, qRT-PCR and western blot. Blastemal outgrowth was seen reduced due to LDN193189 treatment, typified by dimensional differences, reduced number of proliferating cells and decreased levels of PCNA. Additionally, proapoptotic markers were found to be upregulated signifying a skewed cellular turnover. Further, the cell migration was seen obstructed and ECM remodeling was disturbed as well. These findings were marked by differential transcript as well as protein expressions of the key signaling and regulatory components, their altered enzymatic activities and other microscopic as well as molecular characterizations. Our results signify, for the first time, that BMP signaling manifests its effect on blastema formation by controlling the pivotal cellular processes possibly via PI3K/AKT. Our results indicate the pleiotropic role of BMPs specifically during blastema formation in regulating cell migration, cell proliferation and apoptosis, and lead to the generation of a molecular regulatory map of determinative molecules.
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Affiliation(s)
- Sonam Patel
- Department of Zoology, Faculty of Science, The Maharaja Sayajirao University of Baroda, Vadodara, Gujarat, India
| | - Isha Ranadive
- Department of Zoology, Faculty of Science, The Maharaja Sayajirao University of Baroda, Vadodara, Gujarat, India
| | - Shailja Rajaram
- Department of Zoology, Faculty of Science, The Maharaja Sayajirao University of Baroda, Vadodara, Gujarat, India
| | - Isha Desai
- N. V. Patel College of Pure and Applied Sciences, Vallabh Vidya Nagar, Anand, Gujarat, India
| | - Suresh Balakrishnan
- Department of Zoology, Faculty of Science, The Maharaja Sayajirao University of Baroda, Vadodara, Gujarat, India.
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9
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Kraniak JM, Chalasani A, Wallace MR, Mattingly RR. Development of 3D culture models of plexiform neurofibroma and initial application for phenotypic characterization and drug screening. Exp Neurol 2018; 299:289-298. [PMID: 29055717 PMCID: PMC6863155 DOI: 10.1016/j.expneurol.2017.10.012] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2017] [Revised: 09/21/2017] [Accepted: 10/16/2017] [Indexed: 12/22/2022]
Abstract
Plexiform neurofibromas (PNs), which may be present at birth in up to half of children with type 1 neurofibromatosis (NF1), can cause serious loss of function, such as quadriparesis, and can undergo malignant transformation. Surgery is the first line treatment although the invasive nature of these tumors often prevents complete resection. Recent clinical trials have shown promising success for some drugs, notably selumetinib, an inhibitor of MAP kinase kinase (MEK). We have developed three-dimensional (3D) cell culture models of immortalized cells from NF1 PNs and of control Schwann cells (SCs) that we believe mimic more closely the in vivo condition than conventional two-dimensional (2D) cell culture. Our goal is to facilitate pre-clinical identification of potential targeted therapeutics for these tumors. Three drugs, selumetinib (a MEK inhibitor), picropodophyllin (an IGF-1R inhibitor) and LDN-193189 (a BMP2 inhibitor) were tested with dose-response design in both 2D and 3D cultures for their abilities to block net cell growth. Cell lines grown in 3D conditions showed varying degrees of resistance to the inhibitory actions of all three drugs. For example, control SCs became resistant to growth inhibition by selumetinib in 3D culture. LDN-193189 was the most effective drug in 3D cultures, with only slightly reduced potency compared to the 2D cultures. Characterization of these models also demonstrated increased proteolysis of collagen IV in the matrix by the PN driver cells as compared to wild-type SCs. The proteolytic capacity of the PN cells in the model may be a clinically significant property that can be used for testing the ability of drugs to inhibit their invasive phenotype.
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MESH Headings
- Antineoplastic Agents/pharmacology
- Benzimidazoles/pharmacology
- Bone Morphogenetic Protein 2/antagonists & inhibitors
- Cell Culture Techniques
- Cells, Cultured
- Dose-Response Relationship, Drug
- Drug Resistance, Neoplasm
- Drug Screening Assays, Antitumor/methods
- Genes, Neurofibromatosis 1
- Genes, Reporter
- Humans
- Luminescent Proteins/analysis
- Luminescent Proteins/genetics
- MAP Kinase Kinase 1/antagonists & inhibitors
- Molecular Targeted Therapy
- Neurofibroma, Plexiform/drug therapy
- Neurofibroma, Plexiform/genetics
- Neurofibroma, Plexiform/pathology
- Neurofibromatosis 1/pathology
- Phenotype
- Podophyllotoxin/analogs & derivatives
- Podophyllotoxin/pharmacology
- Protein Kinase Inhibitors/pharmacology
- Pyrazoles/pharmacology
- Pyrimidines/pharmacology
- Receptor, IGF Type 1/antagonists & inhibitors
- Schwann Cells/cytology
- Transduction, Genetic
- Tumor Cells, Cultured
- Red Fluorescent Protein
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Affiliation(s)
- Janice M Kraniak
- Department of Pharmacology, Wayne State University School of Medicine, Detroit, MI, USA.
| | - Anita Chalasani
- Department of Pharmacology, Wayne State University School of Medicine, Detroit, MI, USA.
| | - Margaret R Wallace
- Department of Molecular Genetics and Microbiology, University of Florida College of Medicine, Gainesville, FL, USA; University of Florida Health Cancer Center, University of Florida, Gainesville, FL, USA; University of Florida Genetics Institute, University of Florida, Gainesville, FL, USA.
| | - Raymond R Mattingly
- Department of Pharmacology, Wayne State University School of Medicine, Detroit, MI, USA; Department of Oncology, Wayne State University and Karmanos Cancer Institute, Detroit, MI, USA.
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10
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Narayanan G, Bhattacharjee M, Nair LS, Laurencin CT. Musculoskeletal Tissue Regeneration: the Role of the Stem Cells. REGENERATIVE ENGINEERING AND TRANSLATIONAL MEDICINE 2017. [DOI: 10.1007/s40883-017-0036-9] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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11
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Boilly B, Faulkner S, Jobling P, Hondermarck H. Nerve Dependence: From Regeneration to Cancer. Cancer Cell 2017; 31:342-354. [PMID: 28292437 DOI: 10.1016/j.ccell.2017.02.005] [Citation(s) in RCA: 167] [Impact Index Per Article: 20.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/08/2016] [Revised: 12/07/2016] [Accepted: 02/08/2017] [Indexed: 02/06/2023]
Abstract
Nerve dependence has long been described in animal regeneration, where the outgrowth of axons is necessary to the reconstitution of lost body parts and tissue remodeling in various species. Recent discoveries have demonstrated that denervation can suppress tumor growth and metastasis, pointing to nerve dependence in cancer. Regeneration and cancer share similarities in regard to the stimulatory role of nerves, and there are indications that the stem cell compartment is a preferred target of innervation. Thus, the neurobiology of cancer is an emerging discipline that opens new perspectives in oncology.
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Affiliation(s)
- Benoni Boilly
- UFR de Biologie, Université de Lille, 59655 Villeneuve d'Ascq, France
| | - Sam Faulkner
- School of Biomedical Sciences and Pharmacy, Hunter Medical Research Institute, University of Newcastle, Callaghan, NSW 2308, Australia
| | - Phillip Jobling
- School of Biomedical Sciences and Pharmacy, Hunter Medical Research Institute, University of Newcastle, Callaghan, NSW 2308, Australia
| | - Hubert Hondermarck
- School of Biomedical Sciences and Pharmacy, Hunter Medical Research Institute, University of Newcastle, Callaghan, NSW 2308, Australia.
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12
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McCusker CD, Athippozhy A, Diaz-Castillo C, Fowlkes C, Gardiner DM, Voss SR. Positional plasticity in regenerating Amybstoma mexicanum limbs is associated with cell proliferation and pathways of cellular differentiation. BMC DEVELOPMENTAL BIOLOGY 2015; 15:45. [PMID: 26597593 PMCID: PMC4657325 DOI: 10.1186/s12861-015-0095-4] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/21/2015] [Accepted: 11/16/2015] [Indexed: 01/07/2023]
Abstract
Background The endogenous ability to dedifferentiate, re-pattern, and re-differentiate adult cells to repair or replace damaged or missing structures is exclusive to only a few tetrapod species. The Mexican axolotl is one example of these species, having the capacity to regenerate multiple adult structures including their limbs by generating a group of progenitor cells, known as the blastema, which acquire pattern and differentiate into the missing tissues. The formation of a limb regenerate is dependent on cells in the connective tissues that retain memory of their original position in the limb, and use this information to generate the pattern of the missing structure. Observations from recent and historic studies suggest that blastema cells vary in their potential to pattern distal structures during the regeneration process; some cells are plastic and can be reprogrammed to obtain new positional information while others are stable. Our previous studies showed that positional information has temporal and spatial components of variation; early bud (EB) and apical late bud (LB) blastema cells are plastic while basal-LB cells are stable. To identify the potential cellular and molecular basis of this variation, we compared these three cell populations using histological and transcriptional approaches. Results Histologically, the basal-LB sample showed greater tissue organization than the EB and apical-LB samples. We also observed that cell proliferation was more abundant in EB and apical-LB tissue when compared to basal-LB and mature stump tissue. Lastly, we found that genes associated with cellular differentiation were expressed more highly in the basal-LB samples. Conclusions Our results characterize histological and transcriptional differences between EB and apical-LB tissue compared to basal-LB tissue. Combined with our results from a previous study, we hypothesize that the stability of positional information is associated with tissue organization, cell proliferation, and pathways of cellular differentiation. Electronic supplementary material The online version of this article (doi:10.1186/s12861-015-0095-4) contains supplementary material, which is available to authorized users.
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Affiliation(s)
| | - Antony Athippozhy
- Department of Biology, Spinal Cord and Brain Injury Research Center, University of Kentucky, Lexington, KY, 40506, USA.
| | - Carlos Diaz-Castillo
- Department of Developmental and Cellular Biology, University of California, Irvine, CA, 92602, USA.
| | - Charless Fowlkes
- Donald Bren School of Information and Computer Science, University of California, Irvine, CA, 92602, USA.
| | - David M Gardiner
- Department of Developmental and Cellular Biology, University of California, Irvine, CA, 92602, USA.
| | - S Randal Voss
- Department of Biology, Spinal Cord and Brain Injury Research Center, University of Kentucky, Lexington, KY, 40506, USA.
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