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Montazid S, Bandyopadhyay S, Hart DW, Gao N, Johnson B, Thrumurthy SG, Penn DJ, Wernisch B, Bansal M, Altrock PM, Rost F, Gazinska P, Ziolkowski P, Hayee B, Liu Y, Han J, Tessitore A, Koth J, Bodmer WF, East JE, Bennett NC, Tomlinson I, Irshad S. Adult stem cell activity in naked mole rats for long-term tissue maintenance. Nat Commun 2023; 14:8484. [PMID: 38123565 PMCID: PMC10733326 DOI: 10.1038/s41467-023-44138-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2023] [Accepted: 12/01/2023] [Indexed: 12/23/2023] Open
Abstract
The naked mole rat (NMR), Heterocephalus glaber, the longest-living rodent, provides a unique opportunity to explore how evolution has shaped adult stem cell (ASC) activity and tissue function with increasing lifespan. Using cumulative BrdU labelling and a quantitative imaging approach to track intestinal ASCs (Lgr5+) in their native in vivo state, we find an expanded pool of Lgr5+ cells in NMRs, and these cells specifically at the crypt base (Lgr5+CBC) exhibit slower division rates compared to those in short-lived mice but have a similar turnover as human LGR5+CBC cells. Instead of entering quiescence (G0), NMR Lgr5+CBC cells reduce their division rates by prolonging arrest in the G1 and/or G2 phases of the cell cycle. Moreover, we also observe a higher proportion of differentiated cells in NMRs that confer enhanced protection and function to the intestinal mucosa which is able to detect any chemical imbalance in the luminal environment efficiently, triggering a robust pro-apoptotic, anti-proliferative response within the stem/progenitor cell zone.
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Affiliation(s)
- Shamir Montazid
- Nuffield Department of Clinical Laboratory Sciences, Radcliffe Department of Medicine, University of Oxford, Oxford, OX3 9DU, UK
| | | | - Daniel W Hart
- Mammal Research Institute, Department of Zoology and Entomology, University of Pretoria, Pretoria, 0028, Republic of South Africa
| | - Nan Gao
- Department of Biological Sciences, Rutgers University, Newark, 07102, NJ, USA
| | - Brian Johnson
- Division of Biomedical Informatics, Department of Medicine, University of California San Diego, 9500 Gilman Dr, La Jolla, 92093, CA, USA
| | - Sri G Thrumurthy
- Endoscopy, King's College Hospital NHS Foundation Trust, London, SE5 9RS, UK
| | - Dustin J Penn
- Konrad Lorenz Institute of Ethology, Department of Interdisciplinary Life Sciences, University of Veterinary Medicine, Vienna, 1160, Austria
| | - Bettina Wernisch
- Konrad Lorenz Institute of Ethology, Department of Interdisciplinary Life Sciences, University of Veterinary Medicine, Vienna, 1160, Austria
| | | | - Philipp M Altrock
- Department for Theoretical Biology, Max Planck Institute for Evolutionary Biology, 24306, Ploen, Germany
| | - Fabian Rost
- DRESDEN-concept Genome Center, Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, 01307, Dresden, Germany
| | - Patrycja Gazinska
- Biobank Research Group, Lukasiewicz Research Network, PORT Polish Center for Technology Development, Wroclaw, Poland
| | - Piotr Ziolkowski
- Department of Clinical and Experimental Pathology, Wroclaw Medical University, 50-368, Wroclaw, Poland
| | - Bu'Hussain Hayee
- Endoscopy, King's College Hospital NHS Foundation Trust, London, SE5 9RS, UK
| | - Yue Liu
- Department of Biological Sciences, Rutgers University, Newark, 07102, NJ, USA
| | - Jiangmeng Han
- Department of Biological Sciences, Rutgers University, Newark, 07102, NJ, USA
| | | | - Jana Koth
- Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, OX3 9DS, UK
| | - Walter F Bodmer
- Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, OX3 9DS, UK
- Department of Oncology, University of Oxford, Oxford, OX3 7DQ, UK
| | - James E East
- Translational Gastroenterology Unit, Experimental Medicine Division, Nuffield Department of Clinical Medicine, John Radcliffe Hospital, Headington, Oxford, OX3 9DU, UK
| | - Nigel C Bennett
- Mammal Research Institute, Department of Zoology and Entomology, University of Pretoria, Pretoria, 0028, Republic of South Africa
| | - Ian Tomlinson
- Department of Oncology, University of Oxford, Oxford, OX3 7DQ, UK.
| | - Shazia Irshad
- Nuffield Department of Clinical Laboratory Sciences, Radcliffe Department of Medicine, University of Oxford, Oxford, OX3 9DU, UK.
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2
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Kawamura Y, Oka K, Semba T, Takamori M, Sugiura Y, Yamasaki R, Suzuki Y, Chujo T, Nagase M, Oiwa Y, Fujioka S, Homma S, Yamamura Y, Miyawaki S, Narita M, Fukuda T, Sakai Y, Ishimoto T, Tomizawa K, Suematsu M, Yamamoto T, Bono H, Okano H, Miura K. Cellular senescence induction leads to progressive cell death via the INK4a-RB pathway in naked mole-rats. EMBO J 2023; 42:e111133. [PMID: 37431790 PMCID: PMC10425838 DOI: 10.15252/embj.2022111133] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Revised: 05/04/2023] [Accepted: 05/12/2023] [Indexed: 07/12/2023] Open
Abstract
Naked mole-rats (NMRs) have exceptional longevity and are resistant to age-related physiological decline and diseases. Given the role of cellular senescence in aging, we postulated that NMRs possess unidentified species-specific mechanisms to prevent senescent cell accumulation. Here, we show that upon induction of cellular senescence, NMR fibroblasts underwent delayed and progressive cell death that required activation of the INK4a-retinoblastoma protein (RB) pathway (termed "INK4a-RB cell death"), a phenomenon not observed in mouse fibroblasts. Naked mole-rat fibroblasts uniquely accumulated serotonin and were inherently vulnerable to hydrogen peroxide (H2 O2 ). After activation of the INK4a-RB pathway, NMR fibroblasts increased monoamine oxidase levels, leading to serotonin oxidization and H2 O2 production, which resulted in increased intracellular oxidative damage and cell death activation. In the NMR lung, induction of cellular senescence caused delayed, progressive cell death mediated by monoamine oxidase activation, thereby preventing senescent cell accumulation, consistent with in vitro results. The present findings indicate that INK4a-RB cell death likely functions as a natural senolytic mechanism in NMRs, providing an evolutionary rationale for senescent cell removal as a strategy to resist aging.
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Affiliation(s)
- Yoshimi Kawamura
- Department of Aging and Longevity ResearchKumamoto UniversityKumamotoJapan
- Biomedical Animal Research Laboratory, Institute for Genetic MedicineHokkaido UniversitySapporoJapan
- Department of PhysiologyKeio University School of MedicineTokyoJapan
| | - Kaori Oka
- Department of Aging and Longevity ResearchKumamoto UniversityKumamotoJapan
- Biomedical Animal Research Laboratory, Institute for Genetic MedicineHokkaido UniversitySapporoJapan
| | - Takashi Semba
- Gastrointestinal Cancer Biology, International Research Center for Medical Sciences (IRCMS)Kumamoto UniversityKumamotoJapan
| | - Mayuko Takamori
- Department of Aging and Longevity ResearchKumamoto UniversityKumamotoJapan
- Biomedical Animal Research Laboratory, Institute for Genetic MedicineHokkaido UniversitySapporoJapan
| | - Yuki Sugiura
- Department of BiochemistryKeio University School of MedicineTokyoJapan
| | - Riyo Yamasaki
- Department of Aging and Longevity ResearchKumamoto UniversityKumamotoJapan
| | - Yusuke Suzuki
- Department of Aging and Longevity ResearchKumamoto UniversityKumamotoJapan
| | - Takeshi Chujo
- Department of Molecular PhysiologyKumamoto UniversityKumamotoJapan
| | - Mari Nagase
- Department of Aging and Longevity ResearchKumamoto UniversityKumamotoJapan
| | - Yuki Oiwa
- Department of Aging and Longevity ResearchKumamoto UniversityKumamotoJapan
- Biomedical Animal Research Laboratory, Institute for Genetic MedicineHokkaido UniversitySapporoJapan
- Department of Chemical BiologyNational Center for Geriatrics and GerontologyObuJapan
| | - Shusuke Fujioka
- Department of Aging and Longevity ResearchKumamoto UniversityKumamotoJapan
- Biomedical Animal Research Laboratory, Institute for Genetic MedicineHokkaido UniversitySapporoJapan
| | - Sayuri Homma
- Department of PharmacologyHoshi University School of Pharmacy and Pharmaceutical SciencesTokyoJapan
| | - Yuki Yamamura
- Department of Aging and Longevity ResearchKumamoto UniversityKumamotoJapan
| | - Shingo Miyawaki
- Biomedical Animal Research Laboratory, Institute for Genetic MedicineHokkaido UniversitySapporoJapan
- Laboratory of Veterinary Surgery, Faculty of Applied Biological SciencesGifu UniversityGifuJapan
| | - Minoru Narita
- Department of PharmacologyHoshi University School of Pharmacy and Pharmaceutical SciencesTokyoJapan
- Division of Cancer PathophysiologyNational Cancer Center Research Institute (NCCRI)TokyoJapan
| | - Takaichi Fukuda
- Department of Anatomy and NeurobiologyKumamoto UniversityKumamotoJapan
| | - Yusuke Sakai
- Department of PathologyNational Institute of Infectious DiseasesTokyoJapan
| | - Takatsugu Ishimoto
- Gastrointestinal Cancer Biology, International Research Center for Medical Sciences (IRCMS)Kumamoto UniversityKumamotoJapan
- Department of Gastroenterological Surgery, Graduate School of Medical SciencesKumamoto UniversityKumamotoJapan
| | - Kazuhito Tomizawa
- Department of Molecular PhysiologyKumamoto UniversityKumamotoJapan
- Center for Metabolic Regulation of Healthy AgingKumamoto UniversityKumamotoJapan
| | - Makoto Suematsu
- Department of BiochemistryKeio University School of MedicineTokyoJapan
- WPI‐Bio2Q Research CenterCentral Institute for Experimental AnimalsKawasakiJapan
| | - Takuya Yamamoto
- Department of Life Science Frontiers, Center for iPS Cell Research and Application (CiRA)Kyoto UniversityKyotoJapan
- Institute for the Advanced Study of Human Biology (WPI‐ASHBi), Kyoto UniversityKyotoJapan
- Medical‐risk Avoidance based on iPS Cells TeamRIKEN Center for Advanced Intelligence Project (AIP)KyotoJapan
| | - Hidemasa Bono
- Laboratory of Genome Informatics, Graduate School of Integrated Sciences for LifeHiroshima UniversityHigashi‐HiroshimaJapan
- Laboratory of BioDX, PtBio Collaborative Research Laboratory, Genome Editing Innovation CenterHiroshima UniversityHigashi‐HiroshimaJapan
| | - Hideyuki Okano
- Department of PhysiologyKeio University School of MedicineTokyoJapan
| | - Kyoko Miura
- Department of Aging and Longevity ResearchKumamoto UniversityKumamotoJapan
- Biomedical Animal Research Laboratory, Institute for Genetic MedicineHokkaido UniversitySapporoJapan
- Department of PhysiologyKeio University School of MedicineTokyoJapan
- Center for Metabolic Regulation of Healthy AgingKumamoto UniversityKumamotoJapan
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Roggan MD, Kronenberg J, Wollert E, Hoffmann S, Nisar H, Konda B, Diegeler S, Liemersdorf C, Hellweg CE. Unraveling astrocyte behavior in the space brain: Radiation response of primary astrocytes. Front Public Health 2023; 11:1063250. [PMID: 37089489 PMCID: PMC10116417 DOI: 10.3389/fpubh.2023.1063250] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2022] [Accepted: 03/06/2023] [Indexed: 04/09/2023] Open
Abstract
IntroductionExposure to space conditions during crewed long-term exploration missions can cause several health risks for astronauts. Space radiation, isolation and microgravity are major limiting factors. The role of astrocytes in cognitive disturbances by space radiation is unknown. Astrocytes' response toward low linear energy transfer (LET) X-rays and high-LET carbon (12C) and iron (56Fe) ions was compared to reveal possible effects of space-relevant high-LET radiation. Since astronauts are exposed to ionizing radiation and microgravity during space missions, the effect of simulated microgravity on DNA damage induction and repair was investigated.MethodsPrimary murine cortical astrocytes were irradiated with different doses of X-rays, 12C and 56Fe ions at the heavy ion accelerator GSI. DNA damage and repair (γH2AX, 53BP1), cell proliferation (Ki-67), astrocytes' reactivity (GFAP) and NF-κB pathway activation (p65) were analyzed by immunofluorescence microscopy. Cell cycle progression was investigated by flow cytometry of DNA content. Gene expression changes after exposure to X- rays were investigated by mRNA-sequencing. RT-qPCR for several genes of interest was performed with RNA from X-rays- and heavy-ion-irradiated astrocytes: Cdkn1a, Cdkn2a, Gfap, Tnf, Il1β, Il6, and Tgfβ1. Levels of the pro inflammatory cytokine IL-6 were determined using ELISA. DNA damage response was investigated after exposure to X-rays followed by incubation on a 2D clinostat to simulate the conditions of microgravity.ResultsAstrocytes showed distinct responses toward the three different radiation qualities. Induction of radiation-induced DNA double strand breaks (DSBs) and the respective repair was dose-, LET- and time-dependent. Simulated microgravity had no significant influence on DNA DSB repair. Proliferation and cell cycle progression was not affected by radiation qualities examined in this study. Astrocytes expressed IL-6 and GFAP with constitutive NF-κB activity independent of radiation exposure. mRNA sequencing of X-irradiated astrocytes revealed downregulation of 66 genes involved in DNA damage response and repair, mitosis, proliferation and cell cycle regulation.DiscussionIn conclusion, primary murine astrocytes are DNA repair proficient irrespective of radiation quality. Only minor gene expression changes were observed after X-ray exposure and reactivity was not induced. Co-culture of astrocytes with microglial cells, brain organoids or organotypic brain slice culture experiments might reveal whether astrocytes show a more pronounced radiation response in more complex network architectures in the presence of other neuronal cell types.
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Affiliation(s)
- Marie Denise Roggan
- Department of Radiation Biology, Institute of Aerospace Medicine, German Aerospace Center (DLR), Cologne, Germany
| | - Jessica Kronenberg
- Department of Radiation Biology, Institute of Aerospace Medicine, German Aerospace Center (DLR), Cologne, Germany
- Microgravity User Support Center (MUSC), German Aerospace Center (DLR), Cologne, Germany
| | - Esther Wollert
- Department of Radiation Biology, Institute of Aerospace Medicine, German Aerospace Center (DLR), Cologne, Germany
| | - Sven Hoffmann
- Department of Radiation Biology, Institute of Aerospace Medicine, German Aerospace Center (DLR), Cologne, Germany
- Department of Gravitational Biology, Institute of Aerospace Medicine, German Aerospace Center (DLR), Cologne, Germany
| | - Hasan Nisar
- Department of Radiation Biology, Institute of Aerospace Medicine, German Aerospace Center (DLR), Cologne, Germany
- Department of Medical Sciences, Pakistan Institute of Engineering and Applied Sciences (PIEAS), Islamabad, Pakistan
| | - Bikash Konda
- Department of Radiation Biology, Institute of Aerospace Medicine, German Aerospace Center (DLR), Cologne, Germany
| | - Sebastian Diegeler
- Department of Radiation Biology, Institute of Aerospace Medicine, German Aerospace Center (DLR), Cologne, Germany
- Department of Radiation Oncology, UT Southwestern Medical Center, Dallas, TX, United States
| | - Christian Liemersdorf
- Department of Gravitational Biology, Institute of Aerospace Medicine, German Aerospace Center (DLR), Cologne, Germany
| | - Christine E. Hellweg
- Department of Radiation Biology, Institute of Aerospace Medicine, German Aerospace Center (DLR), Cologne, Germany
- *Correspondence: Christine E. Hellweg
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Oka K, Yamakawa M, Kawamura Y, Kutsukake N, Miura K. The Naked Mole-Rat as a Model for Healthy Aging. Annu Rev Anim Biosci 2023; 11:207-226. [PMID: 36318672 DOI: 10.1146/annurev-animal-050322-074744] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Naked mole-rats (NMRs, Heterocephalus glaber) are the longest-lived rodents with a maximum life span exceeding 37 years. They exhibit a delayed aging phenotype and resistance to age-related functional decline/diseases. Specifically, they do not display increased mortality with age, maintain several physiological functions until nearly the end of their lifetime, and rarely develop cancer and Alzheimer's disease. NMRs live in a hypoxic environment in underground colonies in East Africa and are highly tolerant of hypoxia. These unique characteristics of NMRs have attracted considerable interest from zoological and biomedical researchers. This review summarizes previous studies of the ecology, hypoxia tolerance, longevity/delayed aging, and cancer resistance of NMRs and discusses possible mechanisms contributing to their healthy aging. In addition, we discuss current issues and future perspectives to fully elucidate the mechanisms underlying delayed aging and resistance to age-related diseases in NMRs.
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Affiliation(s)
- Kaori Oka
- Department of Aging and Longevity Research, Faculty of Life Sciences, Kumamoto University, Kumamoto, Japan; , ,
| | - Masanori Yamakawa
- Department of Evolutionary Studies of Biosystems, Sokendai (The Graduate University for Advanced Studies), Kanagawa, Japan; ,
| | - Yoshimi Kawamura
- Department of Aging and Longevity Research, Faculty of Life Sciences, Kumamoto University, Kumamoto, Japan; , ,
| | - Nobuyuki Kutsukake
- Department of Evolutionary Studies of Biosystems, Sokendai (The Graduate University for Advanced Studies), Kanagawa, Japan; , .,Research Center for Integrative Evolutionary Science, Sokendai (The Graduate University for Advanced Studies), Kanagawa, Japan
| | - Kyoko Miura
- Department of Aging and Longevity Research, Faculty of Life Sciences, Kumamoto University, Kumamoto, Japan; , , .,Center for Metabolic Regulation of Healthy Aging, Kumamoto University, Kumamoto, Japan
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5
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Yamamura Y, Kawamura Y, Oka K, Miura K. Carcinogenesis resistance in the longest-lived rodent, the naked mole-rat. Cancer Sci 2022; 113:4030-4036. [PMID: 36083242 DOI: 10.1111/cas.15570] [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: 07/01/2022] [Revised: 08/24/2022] [Accepted: 09/01/2022] [Indexed: 12/15/2022] Open
Abstract
Certain mammalian species are resistant to cancer, and a better understanding of how this cancer resistance arises could provide valuable insights for basic cancer research. Recent technological innovations in molecular biology have allowed the study of cancer-resistant mammals, despite the fact that they are not the classical model animals, which are easily studied using genetic approaches. Naked mole-rats (NMRs; Heterocephalus glaber) are the longest-lived rodent, with a maximum lifespan of more than 37 years, and almost never show spontaneous carcinogenesis. NMRs are currently attracting much attention from aging and cancer researchers, and published studies on NMR have continued to increase over the past decade. Cancer development occurs via multiple steps and involves many biological processes. Recent research on the NMR as a model for cancer resistance suggests that they possess various unique carcinogenesis-resistance mechanisms, including efficient DNA repair pathways, cell-autonomous resistance to transformation, and dampened inflammatory response. Here, we summarize the molecular mechanisms of carcinogenesis resistance in NMR, which have been uncovered over the past two decades, and discuss future perspectives.
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Affiliation(s)
- Yuki Yamamura
- Department of Aging and Longevity Research, Faculty of Life Sciences, Kumamoto University, Kumamoto, Japan
| | - Yoshimi Kawamura
- Department of Aging and Longevity Research, Faculty of Life Sciences, Kumamoto University, Kumamoto, Japan
| | - Kaori Oka
- Department of Aging and Longevity Research, Faculty of Life Sciences, Kumamoto University, Kumamoto, Japan
| | - Kyoko Miura
- Department of Aging and Longevity Research, Faculty of Life Sciences, Kumamoto University, Kumamoto, Japan.,Center for Metabolic Regulation of Healthy Aging, Kumamoto University, Kumamoto, Japan
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Faykoo-Martinez M, Collins T, Peragine D, Malik M, Javed F, Kolisnyk M, Ziolkowski J, Jeewa I, Cheng AH, Lowden C, Mascarenhas B, Cheng HYM, Holmes MM. Protracted neuronal maturation in a long-lived, highly social rodent. PLoS One 2022; 17:e0273098. [PMID: 36107951 PMCID: PMC9477366 DOI: 10.1371/journal.pone.0273098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 08/02/2022] [Indexed: 11/19/2022] Open
Abstract
Naked mole-rats are a long-lived rodent species (current lifespan >37 years) and an increasingly popular biomedical model. Naked mole-rats exhibit neuroplasticity across their long lifespan. Previous studies have begun to investigate their neurogenic patterns. Here, we test the hypothesis that neuronal maturation is extended in this long-lived rodent. We characterize cell proliferation and neuronal maturation in established rodent neurogenic regions over 12 months following seven days of consecutive BrdU injection. Given that naked mole-rats are eusocial (high reproductive skew where only a few socially-dominant individuals reproduce), we also looked at proliferation in brain regions relevant to the social-decision making network. Finally, we measured co-expression of EdU (newly-born cells), DCX (immature neuron marker), and NeuN (mature neuron marker) to assess the timeline of neuronal maturation in adult naked mole-rats. This work reaffirms the subventricular zone as the main source of adult cell proliferation and suggests conservation of the rostral migratory stream in this species. Our profiling of socially-relevant brain regions suggests that future work which manipulates environmental context can unveil how newly-born cells integrate into circuitry and facilitate adult neuroplasticity. We also find naked mole-rat neuronal maturation sits at the intersection of rodents and long-lived, non-rodent species: while neurons can mature by 3 weeks (rodent-like), most neurons mature at 5 months and hippocampal neurogenic levels are low (like long-lived species). These data establish a timeline for future investigations of longevity- and socially-related manipulations of naked mole-rat adult neurogenesis.
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Affiliation(s)
| | - Troy Collins
- Department of Cell and Systems Biology, University of Toronto, Toronto, ON, Canada
| | - Diana Peragine
- Department of Psychology, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Manahil Malik
- Department of Psychology, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Fiza Javed
- Department of Psychology, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Matthew Kolisnyk
- Department of Psychology, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Justine Ziolkowski
- Department of Psychology, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Imaan Jeewa
- Department of Psychology, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Arthur H. Cheng
- Department of Cell and Systems Biology, University of Toronto, Toronto, ON, Canada
| | - Christopher Lowden
- Department of Cell and Systems Biology, University of Toronto, Toronto, ON, Canada
| | - Brittany Mascarenhas
- Department of Cell and Systems Biology, University of Toronto, Toronto, ON, Canada
| | - Hai-Ying Mary Cheng
- Department of Cell and Systems Biology, University of Toronto, Toronto, ON, Canada
- Department of Biology, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Melissa M. Holmes
- Department of Cell and Systems Biology, University of Toronto, Toronto, ON, Canada
- Department of Psychology, University of Toronto Mississauga, Mississauga, ON, Canada
- Department of Ecology and Evolutionary Biology, University of Toronto, Toronto, ON, Canada
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