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Ouyang JF, Chothani S, Rackham OJ. Deep learning models will shape the future of stem cell research. Stem Cell Reports 2023; 18:6-12. [PMID: 36630908 PMCID: PMC9860061 DOI: 10.1016/j.stemcr.2022.11.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Revised: 11/10/2022] [Accepted: 11/11/2022] [Indexed: 01/12/2023] Open
Abstract
Our ability to understand and control stem cell biology is being augmented by developments on two fronts, our ability to collect more data describing cell state and our capability to comprehend these data using deep learning models. Here we consider the impact deep learning will have in the future of stem cell research. We explore the importance of generating data suitable for these methods, the requirement for close collaboration between experimental and computational researchers, and the challenges we face to do this fairly and effectively. Achieving this will ensure that the resulting deep learning models are biologically meaningful and computationally tractable.
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Affiliation(s)
- John F. Ouyang
- Duke-NUS Medical School, Program in Cardiovascular and Metabolic Disorders (CVMD) and Centre for Computational Biology (CCB), Singapore, Singapore
| | - Sonia Chothani
- Duke-NUS Medical School, Program in Cardiovascular and Metabolic Disorders (CVMD) and Centre for Computational Biology (CCB), Singapore, Singapore
| | - Owen J.L. Rackham
- Duke-NUS Medical School, Program in Cardiovascular and Metabolic Disorders (CVMD) and Centre for Computational Biology (CCB), Singapore, Singapore,School of Biological Sciences, University of Southampton, Southampton, UK,The Alan Turing Institute, The British Library, London, UK,Corresponding author
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2
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Ilic D, Liovic M. Industry updates from the field of stem cell research and regenerative medicine in July 2022. Regen Med 2022. [PMID: 36068960 DOI: 10.2217/rme-2022-0148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Latest developments in the field of stem cell research and regenerative medicine compiled from publicly available information and press releases from non-academic institutions in July 2022.
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Affiliation(s)
- Dusko Ilic
- Department of Women & Children's Health, Stem Cell Laboratories, Guy's Assisted Conception Unit, Faculty of Life Sciences & Medicine, King's College London, London, SE1 9RT, UK
| | - Mirjana Liovic
- Medical Center for Molecular Biology, Faculty of Medicine, University of Ljubljana, Ljubljana, 1000, Slovenia
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3
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Abstract
Cellular identity is established through complex layers of genetic regulation, forged over a developmental lifetime. An expanding molecular toolbox is allowing us to manipulate these gene regulatory networks in specific cell types in vivo. In principle, if we found the right molecular tricks, we could rewrite cell identity and harness the rich repertoire of possible cellular functions and attributes. Recent work suggests that this rewriting of cell identity is not only possible, but that newly induced cells can mitigate disease phenotypes in animal models of major human diseases. So, is the sky the limit, or do we need to keep our feet on the ground? This Spotlight synthesises key concepts emerging from recent efforts to reprogramme cellular identity in vivo. We provide our perspectives on recent controversies in the field of glia-to-neuron reprogramming and identify important gaps in our understanding that present barriers to progress.
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Affiliation(s)
- Sydney Leaman
- Centre for Developmental Neurobiology, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London SE1 1UL, UK.,MRC Centre for Neurodevelopmental Disorders, King's College London, London SE1 1UL, UK
| | - Nicolás Marichal
- Centre for Developmental Neurobiology, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London SE1 1UL, UK
| | - Benedikt Berninger
- Centre for Developmental Neurobiology, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London SE1 1UL, UK.,MRC Centre for Neurodevelopmental Disorders, King's College London, London SE1 1UL, UK.,Institute of Physiological Chemistry, University Medical Center of the Johannes Gutenberg University Mainz, Mainz 55128, Germany.,The Francis Crick Institute, London NW1 1AT, UK
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4
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Direct neuronal reprogramming: Fast forward from new concepts toward therapeutic approaches. Neuron 2021; 110:366-393. [PMID: 34921778 DOI: 10.1016/j.neuron.2021.11.023] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Revised: 10/25/2021] [Accepted: 11/19/2021] [Indexed: 12/21/2022]
Abstract
Differentiated cells have long been considered fixed in their identity. However, about 20 years ago, the first direct conversion of glial cells into neurons in vitro opened the field of "direct neuronal reprogramming." Since then, neuronal reprogramming has achieved the generation of fully functional, mature neurons with remarkable efficiency, even in diseased brain environments. Beyond their clinical implications, these discoveries provided basic insights into crucial mechanisms underlying conversion of specific cell types into neurons and maintenance of neuronal identity. Here we discuss such principles, including the importance of the starter cell for shaping the outcome of neuronal reprogramming. We further highlight technical concerns for in vivo reprogramming and propose a code of conduct to avoid artifacts and pitfalls. We end by pointing out next challenges for development of less invasive cell replacement therapies for humans.
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5
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Cell strain-derived induced pluripotent stem cell as a genetically controlled approach to investigate age-related host response to flaviviral infection. J Virol 2021; 96:e0173721. [PMID: 34851147 PMCID: PMC8826815 DOI: 10.1128/jvi.01737-21] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
The expansion of the geographical footprint of dengue viruses (DENVs) and their mosquito vectors have affected more than half of the global population, including older adults who appear to show elevated risk of severe dengue. Despite this epidemiological trend, how ageing contributes to increase dengue pathogenesis is poorly understood. A limitation has been the lack of useful in vitro experimental approaches; cell lines commonly used for infection studies are immortal and hence do not age. Cell strains, such as WI-38 and MRC-5 with diploid genomes, do age with in vitro passaging but these cell strains were isolated decades ago and are now mostly highly passaged. Herein, we show that reprogramming of cell strains with finite lifespan into induced pluripotent stem cells (iPSCs), followed by conversion back into terminally differentiated cells, can be an approach to derive genetically identical cells at different stages of ageing. The iPSC-derived differentiated cells were susceptible to wild-type DENV infection and produced greater levels of type-I interferon expression with increase passaging, despite similar levels of infection. In contrast, infection with the attenuated DENV-2 PDK53 and YF17D-204 strains showed reduced and increased levels of infection with increasing passages; the latter could be clinically pertinent as YF17D-204 vaccination in older adults is associated with increased risk of severe adverse outcome. The differences in infection susceptibility and host response collectively suggest the potential of iPSC-derived cell strains as a genetically controlled approach to understand how ageing impacts viral pathogenesis. Importance Ageing has been a risk factor for poor clinical outcome in several infectious diseases, including dengue. However, age-dependent responses to dengue and other flaviviral infection or vaccination have remained incompletely understood due partly to lack of suitable laboratory tools. We thus developed an in vitro approach to examine age-related changes in host response to flaviviral infection. Notably, this approach uses cell strains with diploid rather than aneuploidic genomes, which are unstable. Conversion of these cells into iPSCs ensure sustainability of this resource and reprogramming back into terminally differentiated cells would, even with limited number of passages, produce cells at different stages of ageing for infection studies. Our findings suggest that this in vitro system has the potential to serve as a genetically-controlled approach to define the age-related response to flavivirus infection.
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Cable J, Leonard JN, Lu TK, Xie Z, Chang MW, Fernández LÁ, Lora JM, Kaufman HL, Quintana FJ, Geiger R, F Lesser C, Lynch JP, Hava DL, Cornish VW, Lee GK, DiAndreth B, Fero M, Srivastava R, De Coster T, Roybal KT, Rackham OJL, Kiani S, Zhu I, Hernandez-Lopez RA, Guo T, Chen WCW. Synthetic biology: at the crossroads of genetic engineering and human therapeutics-a Keystone Symposia report. Ann N Y Acad Sci 2021; 1506:98-117. [PMID: 34786712 DOI: 10.1111/nyas.14710] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Accepted: 10/05/2021] [Indexed: 12/12/2022]
Abstract
Synthetic biology has the potential to transform cell- and gene-based therapies for a variety of diseases. Sophisticated tools are now available for both eukaryotic and prokaryotic cells to engineer cells to selectively achieve therapeutic effects in response to one or more disease-related signals, thus sparing healthy tissue from potentially cytotoxic effects. This report summarizes the Keystone eSymposium "Synthetic Biology: At the Crossroads of Genetic Engineering and Human Therapeutics," which took place on May 3 and 4, 2021. Given that several therapies engineered using synthetic biology have entered clinical trials, there was a clear need for a synthetic biology symposium that emphasizes the therapeutic applications of synthetic biology as opposed to the technical aspects. Presenters discussed the use of synthetic biology to improve T cell, gene, and viral therapies, to engineer probiotics, and to expand upon existing modalities and functions of cell-based therapies.
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Affiliation(s)
| | - Joshua N Leonard
- Department of Chemical and Biological Engineering, Center for Synthetic Biology, Interdisciplinary Biological Sciences Program, Chemistry of Life Processes Institute; and Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Evanston, Illinois
| | - Timothy K Lu
- Research Lab of Electronics, Massachusetts Institute of Technology, Cambridge, Massachusetts.,Senti Biosciences, South San Francisco, California
| | - Zhen Xie
- MOE Key Laboratory of Bioinformatics and Bioinformatics Division, Center for Synthetic and System Biology, Department of Automation, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China
| | - Matthew Wook Chang
- Synthetic Biology Translational Research Program and Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore; NUS Synthetic Biology for Clinical and Technological Innovation (SynCTI), National University of Singapore, Singapore
| | - Luis Ángel Fernández
- Department of Microbial Biotechnology, Centro Nacional de Biotecnología, Consejo Superior de Investigaciones Científicas (CNB-CSIC), Madrid, Spain
| | - José M Lora
- Intergalactic Therapeutics, Cambridge, Massachusetts
| | - Howard L Kaufman
- Division of Surgical Oncology, Massachusetts General Hospital, Boston, Massachusetts
| | - Francisco J Quintana
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston and The Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Roger Geiger
- Institute for Research in Biomedicine, and Institute of Oncology Research, Università della Svizzera italiana, Bellinzona, Switzerland
| | - Cammie F Lesser
- Department of Microbiology, Blavatnik Institute, Harvard Medical School and Center for Bacterial Pathogenesis, Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts
| | - Jason P Lynch
- Department of Microbiology, Blavatnik Institute, Harvard Medical School and Center for Bacterial Pathogenesis, Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts
| | - David L Hava
- Research Lab of Electronics, Massachusetts Institute of Technology, Cambridge, Massachusetts
| | | | - Gary K Lee
- Senti Biosciences, South San Francisco, California
| | | | - Michael Fero
- TeselaGen Biotechnology, San Francisco, California
| | - Rajkamal Srivastava
- Biophysics and Structural Genomics Division, Saha Institute of Nuclear Physics, Homi Bhabha National Institute (HBNI), Kolkata, India
| | - Tim De Coster
- Laboratory of Experimental Cardiology, Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Kole T Roybal
- Department of Microbiology and Immunology and Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, California.,Chan Zuckerberg Biohub; Parker Institute for Cancer Immunotherapy, Gladstone-UCSF Institute for Genomic Immunology; and UCSF Cell Design Institute, San Francisco, California
| | - Owen J L Rackham
- Program in Cardiovascular and Metabolic Disorders, Duke-National University of Singapore Medical School, Singapore
| | - Samira Kiani
- Division of Experimental Pathology, Department of Pathology, School of Medicine; and Pittsburgh Liver Research Center, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Iowis Zhu
- University of California, San Francisco, San Francisco, California
| | - Rogelio A Hernandez-Lopez
- Cell Design Institute, Department of Cellular and Molecular Pharmacology; and Center for Cellular Construction, University of California San Francisco, San Francisco, California
| | - Tingxi Guo
- Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - William C W Chen
- Research Laboratory of Electronics and Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge; and Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts
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7
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Shen S, Sun Y, Matsumoto M, Shim WJ, Sinniah E, Wilson SB, Werner T, Wu Z, Bradford ST, Hudson J, Little MH, Powell J, Nguyen Q, Palpant NJ. Integrating single-cell genomics pipelines to discover mechanisms of stem cell differentiation. Trends Mol Med 2021; 27:1135-1158. [PMID: 34657800 DOI: 10.1016/j.molmed.2021.09.006] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Revised: 09/19/2021] [Accepted: 09/22/2021] [Indexed: 12/12/2022]
Abstract
Pluripotent stem cells underpin a growing sector that leverages their differentiation potential for research, industry, and clinical applications. This review evaluates the landscape of methods in single-cell transcriptomics that are enabling accelerated discovery in stem cell science. We focus on strategies for scaling stem cell differentiation through multiplexed single-cell analyses, for evaluating molecular regulation of cell differentiation using new analysis algorithms, and methods for integration and projection analysis to classify and benchmark stem cell derivatives against in vivo cell types. By discussing the available methods, comparing their strengths, and illustrating strategies for developing integrated analysis pipelines, we provide user considerations to inform their implementation and interpretation.
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Affiliation(s)
- Sophie Shen
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia
| | - Yuliangzi Sun
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia
| | - Maika Matsumoto
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia
| | - Woo Jun Shim
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia
| | - Enakshi Sinniah
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia
| | - Sean B Wilson
- Murdoch Children's Research Institute, Melbourne, Australia
| | - Tessa Werner
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia
| | - Zhixuan Wu
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia
| | | | - James Hudson
- QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Melissa H Little
- Murdoch Children's Research Institute, Melbourne, Australia; Department of Pediatrics, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, Australia
| | - Joseph Powell
- Garvan-Weizmann Centre for Cellular Genomics, Garvan Institute of Medical Research, Sydney, Australia; UNSW Cellular Genomics Futures Institute, UNSW, Sydney, Australia
| | - Quan Nguyen
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia
| | - Nathan J Palpant
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia.
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8
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Ilic D, Liovic M. Industry updates from the field of stem cell research and regenerative medicine in October 2020. Regen Med 2020; 16:101-111. [PMID: 33307806 DOI: 10.2217/rme-2020-0180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Latest developments in the field of stem cell research and regenerative medicine compiled from publicly available information and press releases from nonacademic institutions in October 2020.
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Affiliation(s)
- Dusko Ilic
- Stem Cell Laboratories, Guy's Assisted Conception Unit, Department of Women & Children's Health, Faculty of Life Sciences & Medicine, King's College London, London, SE1 9RT, UK
| | - Mirjana Liovic
- Medical Center for Molecular Biology, Faculty of Medicine, University of Ljubljana, 1000 Ljubljana, Slovenia
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