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Cleaver O. Why publish in DB? Dev Biol 2024; 513:31-32. [PMID: 38844024 DOI: 10.1016/j.ydbio.2024.06.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/10/2024]
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2
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Davidson LA. Gears of life: A primer on the simple machines that shape the embryo. Curr Top Dev Biol 2024; 160:87-109. [PMID: 38937032 DOI: 10.1016/bs.ctdb.2024.05.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/29/2024]
Abstract
A simple machine is a basic of device that takes mechanical advantage to apply force. Animals and plants self-assemble through the operation of a wide variety of simple machines. Embryos of different species actuate these simple machines to drive the geometric transformations that convert a disordered mass of cells into organized structures with discrete identities and function. These transformations are intrinsically coupled to sequential and overlapping steps of self-organization and self-assembly. The processes of self-organization have been explored through the molecular composition of cells and tissues and their information networks. By contrast, efforts to understand the simple machines underlying self-assembly must integrate molecular composition with the physical principles of mechanics. This primer is concerned with effort to elucidate the operation of these machines, focusing on the "problem" of morphogenesis. Advances in understanding self-assembly will ultimately connect molecular-, subcellular-, cellular- and meso-scale functions of plants and animals and their ability to interact with larger ecologies and environmental influences.
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Affiliation(s)
- Lance A Davidson
- Department of Bioengineering, Swanson School of Engineering, Department of Computational and Systems Biology, School of Medicine, University of Pittsburgh, Pittsburgh, PA, United States.
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3
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Radaszkiewicz KA, Sulcova M, Kohoutkova E, Harnos J. The role of prickle proteins in vertebrate development and pathology. Mol Cell Biochem 2024; 479:1199-1221. [PMID: 37358815 PMCID: PMC11116189 DOI: 10.1007/s11010-023-04787-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Accepted: 06/09/2023] [Indexed: 06/27/2023]
Abstract
Prickle is an evolutionarily conserved family of proteins exclusively associated with planar cell polarity (PCP) signalling. This signalling pathway provides directional and positional cues to eukaryotic cells along the plane of an epithelial sheet, orthogonal to both apicobasal and left-right axes. Through studies in the fruit fly Drosophila, we have learned that PCP signalling is manifested by the spatial segregation of two protein complexes, namely Prickle/Vangl and Frizzled/Dishevelled. While Vangl, Frizzled, and Dishevelled proteins have been extensively studied, Prickle has been largely neglected. This is likely because its role in vertebrate development and pathologies is still being explored and is not yet fully understood. The current review aims to address this gap by summarizing our current knowledge on vertebrate Prickle proteins and to cover their broad versatility. Accumulating evidence suggests that Prickle is involved in many developmental events, contributes to homeostasis, and can cause diseases when its expression and signalling properties are deregulated. This review highlights the importance of Prickle in vertebrate development, discusses the implications of Prickle-dependent signalling in pathology, and points out the blind spots or potential links regarding Prickle, which could be studied further.
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Affiliation(s)
- K A Radaszkiewicz
- Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, 62500, Czechia
| | - M Sulcova
- Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, 62500, Czechia
| | - E Kohoutkova
- Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, 62500, Czechia
| | - J Harnos
- Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, 62500, Czechia.
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4
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Finnell RH, Zhu H. Periconceptional maternal folate supplementation impacts a diverse range of congenital malformations. Pediatr Res 2024; 95:880-882. [PMID: 38030827 DOI: 10.1038/s41390-023-02935-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 11/11/2023] [Indexed: 12/01/2023]
Affiliation(s)
- Richard H Finnell
- Center for Precision Environmental Health, Departments of Molecular and Cellular Biology, Molecular and Human Genetics and Medicine, Baylor College of Medicine, Houston, TX, 77030, USA.
- To Cure A Rose Foundation, Austin, TX, 78701, USA.
| | - Huiping Zhu
- To Cure A Rose Foundation, Austin, TX, 78701, USA
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5
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Rogers CD, Amemiya C, Arur S, Babonis L, Barresi M, Bartlett M, Behringer R, Benham-Pyle B, Bergmann D, Blackman B, Brown CT, Browne B, Camacho J, Chabu CY, Chow I, Cleaver O, Cool J, Dennis MY, Dickinson AJ, Di Talia S, Frank M, Gillmor S, Haag ES, Hariharan I, Harland R, Husbands A, Jerome-Majewska L, Koenig K, Labonne C, Layden M, Lowe C, Mani M, Martik M, McKown K, Moens C, Mosimann C, Onyenedum J, Reed R, Rivera A, Rokhsar D, Royer L, Rutaganira F, Shahan R, Sinha N, Swalla B, Van Norman JM, Wagner DE, Wikramanayake A, Zebell S, Brady SM. Pluripotency of a founding field: rebranding developmental biology. Development 2024; 151:dev202342. [PMID: 38345109 PMCID: PMC10986740 DOI: 10.1242/dev.202342] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/15/2024]
Abstract
The field of developmental biology has declined in prominence in recent decades, with off-shoots from the field becoming more fashionable and highly funded. This has created inequity in discovery and opportunity, partly due to the perception that the field is antiquated or not cutting edge. A 'think tank' of scientists from multiple developmental biology-related disciplines came together to define specific challenges in the field that may have inhibited innovation, and to provide tangible solutions to some of the issues facing developmental biology. The community suggestions include a call to the community to help 'rebrand' the field, alongside proposals for additional funding apparatuses, frameworks for interdisciplinary innovative collaborations, pedagogical access, improved science communication, increased diversity and inclusion, and equity of resources to provide maximal impact to the community.
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Affiliation(s)
- Crystal D. Rogers
- Anatomy, Physiology, and Cell Biology, School of Veterinary Medicine, University of California Davis, Davis, CA 95616, USA
| | - Chris Amemiya
- University of California, Merced, Department of Molecular and Cell Biology and Quantitative and Systems Biology Program, 5200 N. Lake Road, SE1 262, Merced, CA 95343, USA
| | - Swathi Arur
- The University of Texas, MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Leslie Babonis
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY 14853, USA
| | | | - Madelaine Bartlett
- Biology Department, University of Massachusetts Amherst, Amherst, MA 01003, USA
| | - Richard Behringer
- The University of Texas, MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Blair Benham-Pyle
- Stem Cell and Regenerative Medicine Center, Baylor College of Medicine, Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Dominique Bergmann
- Department of Biology and HHMI, Stanford University, Stanford, CA 94305, USA
| | - Ben Blackman
- University of California, Berkeley, Berkeley CA 94720, USA
| | - C. Titus Brown
- Population Health & Reproduction, School of Veterinary Medicine, University of California Davis, Davis, CA 95616, USA
| | - Bill Browne
- Department of Biology, University of Miami, Coral Gables, FL 33146, USA
| | - Jasmin Camacho
- Stowers Institute for Medical Research, Kansas City, MO 64110, USA
| | | | - Ida Chow
- Society for Developmental Biology, Rockville, MD 20852, USA
| | - Ondine Cleaver
- Department of Molecular Biology, Center for Regenerative Science and Medicine, UT Southwestern Medical School, Dallas, TX 75390, USA
| | - Jonah Cool
- Chan Zuckerberg Initiative, Redwood City, CA 94063, USA
| | - Megan Y. Dennis
- Genome Center, MIND Institute, and Department of Biochemistry & Molecular Medicine, University of California, Davis, CA 95616, USA
| | - Alexandra Jazz Dickinson
- Department of Cell and Developmental Biology, School of Biological Science, University of California San Diego, La Jolla, CA 92093, USA
| | - Stefano Di Talia
- Department of Cell Biology, Duke University Medical Center, Durham, NC 27710, USA
| | - Margaret Frank
- School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - Stewart Gillmor
- Unidad de Genómica Avanzada, CINVESTAV-IPN, Irapuato, Guanajuato 36824, Mexico
| | - Eric S. Haag
- Department of Biology, University of Maryland, College Park, MD 20742, USA
| | - Iswar Hariharan
- University of California Berkeley, Department of Molecular and Cell Biology, Berkeley, CA 94720, USA
| | - Richard Harland
- University of California Berkeley, Department of Molecular and Cell Biology, Berkeley, CA 94720, USA
| | - Aman Husbands
- Department of Biology, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Loydie Jerome-Majewska
- Department of Pediatrics, Human Genetics, Anatomy and Cell Biology, McGill University and Research Institute of the McGill University Health Centre at Glen Site, Montreal, QC H4A 3J1, Canada
| | | | - Carole Labonne
- Department of Molecular Biosciences, Northwestern University, Evanston, IL 60208, USA
| | - Michael Layden
- Department of Biological Sciences, Lehigh University, Bethlehem, PA 18015, USA
| | - Chris Lowe
- Hopkins Marine Station, Department of Biology, Stanford University, 120 Oceanview Blvd., Pacific Grove, CA 93950, USA
| | - Madhav Mani
- Department of Molecular Biosciences, Northwestern University, Evanston, IL 60208, USA
| | - Megan Martik
- University of California Berkeley, Department of Molecular and Cell Biology, Berkeley, CA 94720, USA
| | - Katelyn McKown
- Department of Biology and Stanford Introductory Studies, Stanford University, Stanford, CA 94305, USA
| | - Cecilia Moens
- Fred Hutchinson Cancer Center, Seattle, WA 98109, USA
| | - Christian Mosimann
- Children's Hospital Colorado, Department of Pediatrics, Section of Developmental Biology, University of Colorado School of Medicine, Anschutz Medical Campus, 12801 E. 17th Avenue, RC1 South, 12114, Aurora, CO 80045, USA
| | - Joyce Onyenedum
- School of Integrative Plant Sciences and L. H. Bailey Hortorium, Cornell University, Ithaca, NY 14853, USA
| | - Robert Reed
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY 14853, USA
| | - Ajna Rivera
- University of the Pacific, Stockton, CA 95211, USA
| | - Dan Rokhsar
- University of California Berkeley, Department of Molecular and Cell Biology, Berkeley, CA 94720, USA
| | - Loic Royer
- Chan Zuckerberg Biohub, San Francisco, CA 94158, USA
| | - Flora Rutaganira
- Departments of Biochemistry and Developmental Biology, Stanford University, Stanford, CA 94305, USA
| | - Rachel Shahan
- Department of Biology, Duke University, Durham, NC 27708, USA
- Howard Hughes Medical Institute, Duke University, Durham, NC 27708, USA
| | - Neelima Sinha
- Department of Plant Biology, University of California, Davis, CA 95616, USA
| | - Billie Swalla
- Biology Department and Friday Harbor Labs, University of Washington, Seattle, WA 98195, USA
| | - Jaimie M. Van Norman
- Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA
| | - Daniel E. Wagner
- Department of Obstetrics, Gynecology and Reproductive Science, University of California, San Francisco, CA 94143, USA
| | | | - Sophia Zebell
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY 11724, USA
| | - Siobhán M. Brady
- Department of Plant Biology and Genome Center, University of California, Davis, CA 95616, USA
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Derrick CJ, Szenker-Ravi E, Santos-Ledo A, Alqahtani A, Yusof A, Eley L, Coleman AHL, Tohari S, Ng AYJ, Venkatesh B, Alharby E, Mansard L, Bonnet-Dupeyron MN, Roux AF, Vaché C, Roume J, Bouvagnet P, Almontashiri NAM, Henderson DJ, Reversade B, Chaudhry B. Functional analysis of germline VANGL2 variants using rescue assays of vangl2 knockout zebrafish. Hum Mol Genet 2024; 33:150-169. [PMID: 37815931 PMCID: PMC10772043 DOI: 10.1093/hmg/ddad171] [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: 07/27/2023] [Revised: 09/11/2023] [Accepted: 09/28/2023] [Indexed: 10/12/2023] Open
Abstract
Developmental studies have shown that the evolutionarily conserved Wnt Planar Cell Polarity (PCP) pathway is essential for the development of a diverse range of tissues and organs including the brain, spinal cord, heart and sensory organs, as well as establishment of the left-right body axis. Germline mutations in the highly conserved PCP gene VANGL2 in humans have only been associated with central nervous system malformations, and functional testing to understand variant impact has not been performed. Here we report three new families with missense variants in VANGL2 associated with heterotaxy and congenital heart disease p.(Arg169His), non-syndromic hearing loss p.(Glu465Ala) and congenital heart disease with brain defects p.(Arg135Trp). To test the in vivo impact of these and previously described variants, we have established clinically-relevant assays using mRNA rescue of the vangl2 mutant zebrafish. We show that all variants disrupt Vangl2 function, although to different extents and depending on the developmental process. We also begin to identify that different VANGL2 missense variants may be haploinsufficient and discuss evidence in support of pathogenicity. Together, this study demonstrates that zebrafish present a suitable pipeline to investigate variants of unknown significance and suggests new avenues for investigation of the different developmental contexts of VANGL2 function that are clinically meaningful.
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Affiliation(s)
- Christopher J Derrick
- Biosciences Institute, Newcastle University, International Centre for Life, Central Parkway, Newcastle upon Tyne NE1 3BZ, United Kingdom
| | | | - Adrian Santos-Ledo
- Biosciences Institute, Newcastle University, International Centre for Life, Central Parkway, Newcastle upon Tyne NE1 3BZ, United Kingdom
| | - Ahlam Alqahtani
- Biosciences Institute, Newcastle University, International Centre for Life, Central Parkway, Newcastle upon Tyne NE1 3BZ, United Kingdom
| | - Amirah Yusof
- Genome Institute of Singapore (GIS), A*STAR, 60 Biopolis St, 138672, Singapore
| | - Lorraine Eley
- Biosciences Institute, Newcastle University, International Centre for Life, Central Parkway, Newcastle upon Tyne NE1 3BZ, United Kingdom
| | - Alistair H L Coleman
- Biosciences Institute, Newcastle University, International Centre for Life, Central Parkway, Newcastle upon Tyne NE1 3BZ, United Kingdom
| | - Sumanty Tohari
- Institute of Molecular and Cell Biology, A*STAR, 61 Biopolis Dr, Proteos, 138673, Singapore
| | - Alvin Yu-Jin Ng
- Institute of Molecular and Cell Biology, A*STAR, 61 Biopolis Dr, Proteos, 138673, Singapore
- MGI Tech Singapore Pte Ltd, 21 Biopolis Rd, 138567, Singapore
| | - Byrappa Venkatesh
- Institute of Molecular and Cell Biology, A*STAR, 61 Biopolis Dr, Proteos, 138673, Singapore
| | - Essa Alharby
- Center for Genetics and Inherited Diseases, Taibah University, 7534 Abdul Muhsin Ibn Abdul Aziz, Al Ihn, Al-Madinah al-Munawwarah 42318, Saudi Arabia
- Faculty of Applied Medical Sciences, Taibah University, Janadah Bin Umayyah Road, Tayba, Al-Madinah al-Munawwarah 42353, Saudi Arabia
| | - Luke Mansard
- Molecular Genetics Laboratory, University of Montpellier, CHU Montpellier, 163 Rue Auguste Broussonnet, 34090 Montpellier, France
- Institute for Neurosciences of Montpellier (INM), University of Montpellier, Inserm, 80 Av. Augustin Fliche, 34000 Montpellier, France
| | | | - Anne-Francoise Roux
- Molecular Genetics Laboratory, University of Montpellier, CHU Montpellier, 163 Rue Auguste Broussonnet, 34090 Montpellier, France
- Institute for Neurosciences of Montpellier (INM), University of Montpellier, Inserm, 80 Av. Augustin Fliche, 34000 Montpellier, France
| | - Christel Vaché
- Molecular Genetics Laboratory, University of Montpellier, CHU Montpellier, 163 Rue Auguste Broussonnet, 34090 Montpellier, France
- Institute for Neurosciences of Montpellier (INM), University of Montpellier, Inserm, 80 Av. Augustin Fliche, 34000 Montpellier, France
| | - Joëlle Roume
- Département de Génétique, CHI Poissy, St Germain-en-Laye, 10 Rue du Champ Gaillard, 78300 Poissy, France
| | - Patrice Bouvagnet
- CPDPN, Hôpital MFME, CHU de Martinique, Fort de France, Fort-de-France 97261, Martinique, France
| | - Naif A M Almontashiri
- Center for Genetics and Inherited Diseases, Taibah University, 7534 Abdul Muhsin Ibn Abdul Aziz, Al Ihn, Al-Madinah al-Munawwarah 42318, Saudi Arabia
- Faculty of Applied Medical Sciences, Taibah University, Janadah Bin Umayyah Road, Tayba, Al-Madinah al-Munawwarah 42353, Saudi Arabia
| | - Deborah J Henderson
- Biosciences Institute, Newcastle University, International Centre for Life, Central Parkway, Newcastle upon Tyne NE1 3BZ, United Kingdom
| | - Bruno Reversade
- Genome Institute of Singapore (GIS), A*STAR, 60 Biopolis St, 138672, Singapore
- Institute of Molecular and Cell Biology, A*STAR, 61 Biopolis Dr, Proteos, 138673, Singapore
- Smart-Health Initiative, BESE, KAUST, Thuwal, 23955-6900, Kingdom of Saudi Arabia
- Medical Genetics Department, Koç Hospital Davutpaşa Caddesi 34010 Topkapı Istanbul, Istanbul, Turkey
| | - Bill Chaudhry
- Biosciences Institute, Newcastle University, International Centre for Life, Central Parkway, Newcastle upon Tyne NE1 3BZ, United Kingdom
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Affiliation(s)
- Nandan L Nerurkar
- Department of Biomedical Engineering, Columbia University, New York, NY 10027, USA.
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8
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Stern CD. Reflections on the past, present and future of developmental biology. Dev Biol 2022; 488:30-34. [PMID: 35550127 PMCID: PMC10442289 DOI: 10.1016/j.ydbio.2022.05.001] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Revised: 04/30/2022] [Accepted: 05/02/2022] [Indexed: 11/16/2022]
Abstract
Developmental Biology embodies some of the most fundamental questions in Biology and can trace its roots back to several thousand years ago; the last 100 years have been particularly extraordinary. In part the advances have been fuelled by new technical advances and knowledge in many other areas, which have contributed to shaping the field as truly interdisciplinary. During those 100 years some of our predecessors identified some key questions and a few important principles especially by trying to find general rules that govern what cells are able to do and how they choose between different options, as well as principles of experimental design that can be used to uncover those rules even before we know their physicochemical underpinnings. But the field has been changing rapidly in the last two decades. Here I present a brief overview of some of the changes that have taken place over the last Century and a personal view of current directions. The picture that emerges is of some dark clouds on the horizon, so this is also a call to arms for our colleagues to try to regain what the field has been losing.
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Affiliation(s)
- Claudio D Stern
- Department of Cell & Developmental Biology, Anatomy Building, University College London, Gower Street, London, WC1E 6BT, UK.
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9
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Alvarado AS. Developmental biology is poised to discover altogether new principles in biology in the 21st century. Dev Biol 2022; 488:47-53. [PMID: 35580728 PMCID: PMC9326816 DOI: 10.1016/j.ydbio.2022.05.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 05/04/2022] [Accepted: 05/06/2022] [Indexed: 01/05/2023]
Abstract
In the 20th century, developmental biology spearheaded a revolution in our understanding of complex biological problems. Its success rests in great part on a truly unique approach that has recruited a diversity of systems and research organisms rather than focusing on isolated cells or molecules, while also employing a wide variety of technological and intellectual approaches. But what will developmental biology contribute to this century? Advances in technology and instrumentation are presently moving at neck-breaking speed and herald the advent of an age of technological wonders in which previously inaccessible biology is now tangibly within our grasps. For instance, single-cell RNAseq has revealed novel, transient cell states in both stem and differentiated cells that are specified by defined changes in gene expression frequency during regeneration. Additionally, genome-wide epigenetic analyses combined with gene editing and transgenic methodologies have identified the existence of regeneration responsive enhancers in adult vertebrate tissues. These circumstances combined with our discipline’s diversity of experimental and intellectual approaches offer unimaginable opportunities for developmental biologists not only to discover new biology but also to reveal entirely new principles of biology.
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Zug R. Developmental disorders caused by haploinsufficiency of transcriptional regulators: a perspective based on cell fate determination. Biol Open 2022; 11:bio058896. [PMID: 35089335 PMCID: PMC8801891 DOI: 10.1242/bio.058896] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Many human birth defects and neurodevelopmental disorders are caused by loss-of-function mutations in a single copy of transcription factor (TF) and chromatin regulator genes. Although this dosage sensitivity has long been known, how and why haploinsufficiency (HI) of transcriptional regulators leads to developmental disorders (DDs) is unclear. Here I propose the hypothesis that such DDs result from defects in cell fate determination that are based on disrupted bistability in the underlying gene regulatory network (GRN). Bistability, a crucial systems biology concept to model binary choices such as cell fate decisions, requires both positive feedback and ultrasensitivity, the latter often achieved through TF cooperativity. The hypothesis explains why dosage sensitivity of transcriptional regulators is an inherent property of fate decisions, and why disruption of either positive feedback or cooperativity in the underlying GRN is sufficient to cause disease. I present empirical and theoretical evidence in support of this hypothesis and discuss several issues for which it increases our understanding of disease, such as incomplete penetrance. The proposed framework provides a mechanistic, systems-level explanation of HI of transcriptional regulators, thus unifying existing theories, and offers new insights into outstanding issues of human disease. This article has an associated Future Leader to Watch interview with the author of the paper.
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Affiliation(s)
- Roman Zug
- Department of Biology, Lund University, 22362 Lund, Sweden
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11
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Naert T, Çiçek Ö, Ogar P, Bürgi M, Shaidani NI, Kaminski MM, Xu Y, Grand K, Vujanovic M, Prata D, Hildebrandt F, Brox T, Ronneberger O, Voigt FF, Helmchen F, Loffing J, Horb ME, Willsey HR, Lienkamp SS. Deep learning is widely applicable to phenotyping embryonic development and disease. Development 2021; 148:273338. [PMID: 34739029 PMCID: PMC8602947 DOI: 10.1242/dev.199664] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 09/24/2021] [Indexed: 12/13/2022]
Abstract
Genome editing simplifies the generation of new animal models for congenital disorders. However, the detailed and unbiased phenotypic assessment of altered embryonic development remains a challenge. Here, we explore how deep learning (U-Net) can automate segmentation tasks in various imaging modalities, and we quantify phenotypes of altered renal, neural and craniofacial development in Xenopus embryos in comparison with normal variability. We demonstrate the utility of this approach in embryos with polycystic kidneys (pkd1 and pkd2) and craniofacial dysmorphia (six1). We highlight how in toto light-sheet microscopy facilitates accurate reconstruction of brain and craniofacial structures within X. tropicalis embryos upon dyrk1a and six1 loss of function or treatment with retinoic acid inhibitors. These tools increase the sensitivity and throughput of evaluating developmental malformations caused by chemical or genetic disruption. Furthermore, we provide a library of pre-trained networks and detailed instructions for applying deep learning to the reader's own datasets. We demonstrate the versatility, precision and scalability of deep neural network phenotyping on embryonic disease models. By combining light-sheet microscopy and deep learning, we provide a framework for higher-throughput characterization of embryonic model organisms. This article has an associated 'The people behind the papers' interview.
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Affiliation(s)
- Thomas Naert
- Institute of Anatomy, University of Zurich, Zurich 8057, Switzerland; Swiss National Centre of Competence in Research (NCCR) Kidney Control of Homeostasis (Kidney.CH), Zurich 8057, Switzerland
| | - Özgün Çiçek
- Department of Computer Science, Albert-Ludwigs-University, Freiburg 79100, Germany
| | - Paulina Ogar
- Institute of Anatomy, University of Zurich, Zurich 8057, Switzerland; Swiss National Centre of Competence in Research (NCCR) Kidney Control of Homeostasis (Kidney.CH), Zurich 8057, Switzerland
| | - Max Bürgi
- Institute of Anatomy, University of Zurich, Zurich 8057, Switzerland; Swiss National Centre of Competence in Research (NCCR) Kidney Control of Homeostasis (Kidney.CH), Zurich 8057, Switzerland
| | - Nikko-Ideen Shaidani
- National Xenopus Resource and Eugene Bell Center for Regenerative Biology and Tissue Engineering, Marine Biological Laboratory, Woods Hole, MA 02543, USA
| | - Michael M Kaminski
- Berlin Institute for Medical Systems Biology, Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin 10115, Germany.,Department of Nephrology and Medical Intensive Care, Charité Universitätsmedizin Berlin, Berlin 10117, Germany
| | - Yuxiao Xu
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California, San Francisco, CA 94158, USA
| | - Kelli Grand
- Institute of Anatomy, University of Zurich, Zurich 8057, Switzerland; Swiss National Centre of Competence in Research (NCCR) Kidney Control of Homeostasis (Kidney.CH), Zurich 8057, Switzerland
| | - Marko Vujanovic
- Institute of Anatomy, University of Zurich, Zurich 8057, Switzerland; Swiss National Centre of Competence in Research (NCCR) Kidney Control of Homeostasis (Kidney.CH), Zurich 8057, Switzerland
| | - Daniel Prata
- Institute of Anatomy, University of Zurich, Zurich 8057, Switzerland; Swiss National Centre of Competence in Research (NCCR) Kidney Control of Homeostasis (Kidney.CH), Zurich 8057, Switzerland
| | - Friedhelm Hildebrandt
- Department of Pediatrics, Boston Children's Hospital, Harvard Medical School, Boston, MA 02115,USA
| | - Thomas Brox
- Department of Computer Science, Albert-Ludwigs-University, Freiburg 79100, Germany
| | - Olaf Ronneberger
- Department of Computer Science, Albert-Ludwigs-University, Freiburg 79100, Germany.,BIOSS Centre for Biological Signalling Studies, Albert-Ludwigs-University, Freiburg, Germany.,DeepMind, London WC2H 8AG , UK
| | - Fabian F Voigt
- Laboratory of Neural Circuit Dynamics, Brain Research Institute, University of Zurich, Zurich 8057, Switzerland; Neuroscience Center Zurich, Zurich 8057, Switzerland
| | - Fritjof Helmchen
- Laboratory of Neural Circuit Dynamics, Brain Research Institute, University of Zurich, Zurich 8057, Switzerland; Neuroscience Center Zurich, Zurich 8057, Switzerland
| | - Johannes Loffing
- Institute of Anatomy, University of Zurich, Zurich 8057, Switzerland; Swiss National Centre of Competence in Research (NCCR) Kidney Control of Homeostasis (Kidney.CH), Zurich 8057, Switzerland
| | - Marko E Horb
- National Xenopus Resource and Eugene Bell Center for Regenerative Biology and Tissue Engineering, Marine Biological Laboratory, Woods Hole, MA 02543, USA
| | - Helen Rankin Willsey
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California, San Francisco, CA 94158, USA
| | - Soeren S Lienkamp
- Institute of Anatomy, University of Zurich, Zurich 8057, Switzerland; Swiss National Centre of Competence in Research (NCCR) Kidney Control of Homeostasis (Kidney.CH), Zurich 8057, Switzerland
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Lo HF, Hong M, Szutorisz H, Hurd YL, Krauss RS. Δ9-Tetrahydrocannabinol inhibits Hedgehog-dependent patterning during development. Development 2021; 148:272342. [PMID: 34610637 DOI: 10.1242/dev.199585] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Accepted: 08/23/2021] [Indexed: 12/20/2022]
Abstract
Many developmental disorders are thought to arise from an interaction between genetic and environmental risk factors. The Hedgehog (HH) signaling pathway regulates myriad developmental processes, and pathway inhibition is associated with birth defects, including holoprosencephaly (HPE). Cannabinoids are HH pathway inhibitors, but little is known of their effects on HH-dependent processes in mammalian embryos, and their mechanism of action is unclear. We report that the psychoactive cannabinoid Δ9-tetrahydrocannabinol (THC) induces two hallmark HH loss-of-function phenotypes (HPE and ventral neural tube patterning defects) in Cdon mutant mice, which have a subthreshold deficit in HH signaling. THC therefore acts as a 'conditional teratogen', dependent on a complementary but insufficient genetic insult. In vitro findings indicate that THC is a direct inhibitor of the essential HH signal transducer smoothened. The canonical THC receptor, cannabinoid receptor-type 1, is not required for THC to inhibit HH signaling. Cannabis consumption during pregnancy may contribute to a combination of risk factors underlying specific developmental disorders. These findings therefore have significant public health relevance.
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Affiliation(s)
- Hsiao-Fan Lo
- Department of Cell, Developmental, and Regenerative Biology, New York, NY 10029, USA
| | - Mingi Hong
- Department of Cell, Developmental, and Regenerative Biology, New York, NY 10029, USA
| | - Henrietta Szutorisz
- Addiction Institute and Departments of Psychiatry and Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Yasmin L Hurd
- Addiction Institute and Departments of Psychiatry and Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Robert S Krauss
- Department of Cell, Developmental, and Regenerative Biology, New York, NY 10029, USA
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Abstract
The generation of organismal form - morphogenesis - arises from forces produced at the cellular level. In animal cells, much of this force is produced by the actin cytoskeleton. Here, we review how mechanisms of actin-based force generation are deployed during animal morphogenesis to sculpt organs and organisms. Furthermore, we consider how cytoskeletal forces are coupled through cell adhesions to propagate across tissues, and discuss cases where cytoskeletal force or adhesion is patterned across a tissue to direct shape changes. Together, our review provides a conceptual framework that reflects our current understanding of animal morphogenesis and gives perspectives on future opportunities for study.
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Affiliation(s)
- D Nathaniel Clarke
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02142, USA
| | - Adam C Martin
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02142, USA.
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Wallingford JB. Aristotle, Buddhist scripture and embryology in ancient Mexico: building inclusion by re-thinking what counts as the history of developmental biology. Development 2021; 148:148/3/dev192062. [PMID: 33526415 PMCID: PMC7875486 DOI: 10.1242/dev.192062] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
It has not gone unnoticed in recent times that historical writing about science is heavily Eurocentric. A striking example can be found in the history of developmental biology: textbooks and popular science writing frequently trace an intellectual thread from the Greek philosopher Aristotle through 19th century embryology to 20th century genetics. Few in our field are aware of the depth and breadth of early embryological thinking outside of Europe. Here, I provide a series of vignettes highlighting the rich history of embryological thinking in Asia and Latin America. My goal is to provide an entertaining, even provocative, synopsis of this important but under-studied topic. It is my hope that this work will spur others to carry out more thorough investigations, with the ultimate goal of building a more inclusive discipline.
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Affiliation(s)
- John B Wallingford
- Department of Molecular Biosciences, University of Texas at Austin, 2401 Speedway, Patterson Labs, Austin, TX 78712, USA
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Abstract
Understanding the etiology of congenital disorders requires interdisciplinary research and close collaborations between clinicians, geneticists and developmental biologists. The pace of gene discovery has quickened due to advances in sequencing technology, resulting in a wealth of publicly available sequence data but also a gap between gene discovery and crucial mechanistic insights provided by studies in model systems. In this Spotlight, I highlight the opportunities for developmental biologists to engage with human geneticists and genetic resources to advance the study of congenital disorders.
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Developmental Biology: An Introduction and Invitation. J Dev Biol 2020; 8:jdb8030011. [PMID: 32605202 PMCID: PMC7558285 DOI: 10.3390/jdb8030011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Accepted: 06/26/2020] [Indexed: 11/17/2022] Open
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Briscoe J, Brown K. Developing new associations. Development 2020; 147:147/5/dev189704. [PMID: 32139359 DOI: 10.1242/dev.189704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Summary: In this Editorial, we announce the recruitment of several Associate Editors to cover new and expanding areas of developmental biology. We also discuss various policies and initiatives to improve transparency and efficiency in our editorial processes.
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