1
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Pokrajac NT, Singh AP. Spotting the band. Proc Natl Acad Sci U S A 2024; 121:e2412259121. [PMID: 39102561 PMCID: PMC11331082 DOI: 10.1073/pnas.2412259121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/07/2024] Open
Affiliation(s)
- Nenad T. Pokrajac
- Discovery Sciences, Biomedical Research, Novartis, Cambridge, MA02139
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2
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Milinkovitch MC, Jahanbakhsh E, Zakany S. The Unreasonable Effectiveness of Reaction Diffusion in Vertebrate Skin Color Patterning. Annu Rev Cell Dev Biol 2023; 39:145-174. [PMID: 37843926 DOI: 10.1146/annurev-cellbio-120319-024414] [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: 10/18/2023]
Abstract
In 1952, Alan Turing published the reaction-diffusion (RD) mathematical framework, laying the foundations of morphogenesis as a self-organized process emerging from physicochemical first principles. Regrettably, this approach has been widely doubted in the field of developmental biology. First, we summarize Turing's line of thoughts to alleviate the misconception that RD is an artificial mathematical construct. Second, we discuss why phenomenological RD models are particularly effective for understanding skin color patterning at the meso/macroscopic scales, without the need to parameterize the profusion of variables at lower scales. More specifically, we discuss how RD models (a) recapitulate the diversity of actual skin patterns, (b) capture the underlying dynamics of cellular interactions, (c) interact with tissue size and shape, (d) can lead to ordered sequential patterning, (e) generate cellular automaton dynamics in lizards and snakes, (f) predict actual patterns beyond their statistical features, and (g) are robust to model variations. Third, we discuss the utility of linear stability analysis and perform numerical simulations to demonstrate how deterministic RD emerges from the underlying chaotic microscopic agents.
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Affiliation(s)
- Michel C Milinkovitch
- Laboratory of Artificial and Natural Evolution, Department of Genetics and Evolution, University of Geneva, Geneva, Switzerland;
| | - Ebrahim Jahanbakhsh
- Laboratory of Artificial and Natural Evolution, Department of Genetics and Evolution, University of Geneva, Geneva, Switzerland;
| | - Szabolcs Zakany
- Laboratory of Artificial and Natural Evolution, Department of Genetics and Evolution, University of Geneva, Geneva, Switzerland;
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3
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Podobnik M, Singh AP, Fu Z, Dooley CM, Frohnhöfer HG, Firlej M, Stednitz SJ, Elhabashy H, Weyand S, Weir JR, Lu J, Nüsslein-Volhard C, Irion U. kcnj13 regulates pigment cell shapes in zebrafish and has diverged by cis-regulatory evolution between Danio species. Development 2023; 150:dev201627. [PMID: 37530080 PMCID: PMC10482006 DOI: 10.1242/dev.201627] [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: 01/17/2023] [Accepted: 07/21/2023] [Indexed: 08/03/2023]
Abstract
Teleost fish of the genus Danio are excellent models to study the genetic and cellular bases of pigment pattern variation in vertebrates. The two sister species Danio rerio and Danio aesculapii show divergent patterns of horizontal stripes and vertical bars that are partly caused by the divergence of the potassium channel gene kcnj13. Here, we show that kcnj13 is required only in melanophores for interactions with xanthophores and iridophores, which cause location-specific pigment cell shapes and thereby influence colour pattern and contrast in D. rerio. Cis-regulatory rather than protein coding changes underlie kcnj13 divergence between the two Danio species. Our results suggest that homotypic and heterotypic interactions between the pigment cells and their shapes diverged between species by quantitative changes in kcnj13 expression during pigment pattern diversification.
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Affiliation(s)
- Marco Podobnik
- Max Planck Institute for Biology, 72076 Tübingen, Germany
| | - Ajeet P. Singh
- Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, MA 02139, USA
| | - Zhenqiang Fu
- School of Marine Sciences, Sun Yat-sen University, Zhuhai 519082, China
| | - Christopher M. Dooley
- Department of Genetics, Max Planck Institute for Heart and Lung Research, 61231 Bad Nauheim, Germany
| | | | - Magdalena Firlej
- Friedrich Miescher Laboratory of the Max Planck Society, 72076 Tübingen, Germany
| | - Sarah J. Stednitz
- Department of Anatomy & Physiology, University of Melbourne, Victoria, 3010, Melbourne, Australia
| | - Hadeer Elhabashy
- Department of Protein Evolution, Max Planck Institute for Biology, 72076 Tübingen, Germany
- Institute for Bioinformatics and Medical Informatics, University of Tübingen, 72076 Tübingen, Germany
- Department of Computer Science, University of Tübingen, 72076 Tübingen, Germany
| | - Simone Weyand
- Department of Biochemistry, University of Cambridge, Cambridge, CB2 1QW, UK
| | - John R. Weir
- Friedrich Miescher Laboratory of the Max Planck Society, 72076 Tübingen, Germany
| | - Jianguo Lu
- School of Marine Sciences, Sun Yat-sen University, Zhuhai 519082, China
| | | | - Uwe Irion
- Max Planck Institute for Biology, 72076 Tübingen, Germany
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4
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Watanabe M. Fish-specific N-terminal domain sequence in Connexin 39.4 plays an important role in zebrafish stripe formation by regulating the opening and closing of gap junctions and hemichannels. Biochim Biophys Acta Gen Subj 2023; 1867:130342. [PMID: 36889448 DOI: 10.1016/j.bbagen.2023.130342] [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: 10/27/2022] [Revised: 02/27/2023] [Accepted: 03/01/2023] [Indexed: 03/08/2023]
Abstract
BACKGROUND Connexin 39.4 (Cx39.4) is involved in zebrafish (Danio rerio) skin patterning; when mutated, zebrafish exhibit a wavy stripe/labyrinth pattern instead of stripes. Cx39.4 is unique in that it has two additional serine/arginine (SR) residues, Ser2 and Arg3, at positions 2 and 3. Here, I investigated the role of these SR residues in Cx39.4 function. METHODS To examine the SR residues in Cx39.4, mutants of the SR residues were generated. Voltage-clamp recordings were performed using Xenopus oocytes to characterize the channel properties of the mutants. Transgenic zebrafish expressing each mutant were generated, and the effects of each mutation on fish skin patterning were evaluated. RESULTS The Cx39.4R3K mutant showed essentially the same properties as the wild-type (Cx39.4WT) in both electrophysiological analyses, leading to transgenic, complete phenotype rescue. Both the Cx39.4R3A mutant and deletion mutant of SR residues (Cx39.4delSR) showed a faster decay of gap junction activity and abnormal hemichannel activity, resulting in wide stripes and interstripes that indicate instability. Although the Cx39.4R3D mutant showed no channel activity in gap junctions or hemichannels, it caused unstable phenotypes in the transgene, namely a completely rescued phenotype in some individuals and loss of melanophores in others. CONCLUSIONS The SR residues in the NT domain of Cx39.4 are critical for the regulation of channel function, which appears to determine skin patterning. GENERAL SIGNIFICANCE These results elucidate the roles of the two SR residues unique to the NT domain of Cx39.4 in its channel function, which is important for zebrafish stripe pattern formation.
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Affiliation(s)
- Masakatsu Watanabe
- Graduate School of Frontier Biosciences, Osaka University, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan.
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5
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Kabangu M, Cecil R, Strohl L, Timoshevskaya N, Smith JJ, Voss SR. Leukocyte Tyrosine Kinase ( Ltk) Is the Mendelian Determinant of the Axolotl Melanoid Color Variant. Genes (Basel) 2023; 14:904. [PMID: 37107662 PMCID: PMC10137446 DOI: 10.3390/genes14040904] [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: 02/23/2023] [Revised: 04/02/2023] [Accepted: 04/10/2023] [Indexed: 04/29/2023] Open
Abstract
The great diversity of color patterns observed among amphibians is largely explained by the differentiation of relatively few pigment cell types during development. Mexican axolotls present a variety of color phenotypes that span the continuum from leucistic to highly melanistic. The melanoid axolotl is a Mendelian variant characterized by large numbers of melanophores, proportionally fewer xanthophores, and no iridophores. Early studies of melanoid were influential in developing the single-origin hypothesis of pigment cell development, wherein it has been proposed that all three pigment cell types derive from a common progenitor cell, with pigment metabolites playing potential roles in directing the development of organelles that define different pigment cell types. Specifically, these studies identified xanthine dehydrogenase (XDH) activity as a mechanism for the permissive differentiation of melanophores at the expense of xanthophores and iridophores. We used bulked segregant RNA-Seq to screen the axolotl genome for melanoid candidate genes and identify the associated locus. Dissimilar frequencies of single-nucleotide polymorphisms were identified between pooled RNA samples of wild-type and melanoid siblings for a region on chromosome 14q. This region contains gephyrin (Gphn), an enzyme that catalyzes the synthesis of the molybdenum cofactor that is required for XDH activity, and leukocyte tyrosine kinase (Ltk), a cell surface signaling receptor that is required for iridophore differentiation in zebrafish. Wild-type Ltk crispants present similar pigment phenotypes to melanoid, strongly implicating Ltk as the melanoid locus. In concert with recent findings in zebrafish, our results support the idea of direct fate specification of pigment cells and, more generally, the single-origin hypothesis of pigment cell development.
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Affiliation(s)
- Mirindi Kabangu
- Department of Neuroscience, Spinal Cord and Brain Injury Research Center, and Ambystoma Genetic Stock Center, University of Kentucky, Lexington, KY 40536, USA
- Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Raissa Cecil
- Department of Neuroscience, Spinal Cord and Brain Injury Research Center, and Ambystoma Genetic Stock Center, University of Kentucky, Lexington, KY 40536, USA
| | | | | | - Jeramiah J. Smith
- Department of Biology, University of Kentucky, Lexington, KY 40506, USA
| | - Stephen R. Voss
- Department of Neuroscience, Spinal Cord and Brain Injury Research Center, and Ambystoma Genetic Stock Center, University of Kentucky, Lexington, KY 40536, USA
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6
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Sheng J, Guan L, Sheng B, Geng S, Wu D, Hu B, Li Z, Le S, Hong Y. Analysis of pigment cell composition, pigment content, tyrosinase content and activity of three kinds of loaches Misgurnus anguillicaudatus from Poyang Lake. JOURNAL OF FISH BIOLOGY 2022; 100:366-377. [PMID: 34751443 DOI: 10.1111/jfb.14945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/04/2021] [Revised: 09/28/2021] [Accepted: 11/08/2021] [Indexed: 06/13/2023]
Abstract
Pigment cell composition, pigment content, tyrosinase content and activity analysis were investigated on three kinds of loaches Misgurnus anguillicaudatus: big blackspot loaches (BBL), small blackspot loaches (SBL) and non-blackspot loaches (NBL), from Poyang Lake. Results showed that there were three types of skin pigment cells, namely melanophores, xanthophores and iridophores. Melanophores in dorsum were more than those in abdomen. Melanophore cytosomes in BBL were larger than those in SBL and NBL, and melanosomes were the largest in stage four. The melanophores in dorsal skin of SBL or NBL were small cell bodies, spindle-like and in chain distribution. There was an extremely significant difference in melanin content in BBL between the dorsum and abdomen (P < 0.01). There were no significant differences in melanin abdominal content, lutein and carotenoid contents among three kinds of loaches (P > 0.05). In dorsal skin, tyrosinase content was the highest in BBL, and it was significantly lower in NBL than in BBL and SBL (P < 0.01). This study reveals the differences in pigment and tyrosinase content in three kinds of loaches and provides a theoretical basis for further study of the mechanism of black spot formation.
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Affiliation(s)
- Junqing Sheng
- School of Life Sciences, Nanchang University, Nanchang, China
- Key Lab of Aquatic Resources and Utilization of Jiangxi, Nanchang, China
| | - Le Guan
- School of Life Sciences, Nanchang University, Nanchang, China
- Key Lab of Aquatic Resources and Utilization of Jiangxi, Nanchang, China
| | - Bin Sheng
- School of Life Sciences, Nanchang University, Nanchang, China
- Key Lab of Aquatic Resources and Utilization of Jiangxi, Nanchang, China
| | - Shiyu Geng
- School of Life Sciences, Nanchang University, Nanchang, China
| | - Di Wu
- School of Life Sciences, Nanchang University, Nanchang, China
- Key Lab of Aquatic Resources and Utilization of Jiangxi, Nanchang, China
| | - Beijuan Hu
- School of Life Sciences, Nanchang University, Nanchang, China
- Key Lab of Aquatic Resources and Utilization of Jiangxi, Nanchang, China
| | - Zhixiong Li
- School of Life Sciences, Nanchang University, Nanchang, China
- Key Lab of Aquatic Resources and Utilization of Jiangxi, Nanchang, China
| | - Shunlong Le
- Jiayu Agriculture Development Company Limited, Fuzhou, China
| | - Yijiang Hong
- School of Life Sciences, Nanchang University, Nanchang, China
- Key Lab of Aquatic Resources and Utilization of Jiangxi, Nanchang, China
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7
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McCluskey BM, Liang Y, Lewis VM, Patterson LB, Parichy DM. Pigment pattern morphospace of Danio fishes: evolutionary diversification and mutational effects. Biol Open 2021; 10:271991. [PMID: 34463758 PMCID: PMC8487636 DOI: 10.1242/bio.058814] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Accepted: 08/13/2021] [Indexed: 11/29/2022] Open
Abstract
Molecular and cellular mechanisms underlying variation in adult form remain largely unknown. Adult pigment patterns of fishes in the genus Danio, which includes zebrafish, Danio rerio, consist of horizontal stripes, vertical bars, spots and uniform patterns, and provide an outstanding opportunity to identify causes of species level variation in a neural crest derived trait. Understanding pigment pattern variation requires quantitative approaches to assess phenotypes, yet such methods have been mostly lacking for pigment patterns. We introduce metrics derived from information theory that describe patterns and pattern variation in Danio fishes. We find that these metrics used singly and in multivariate combinations are suitable for distinguishing general pattern types, and can reveal even subtle phenotypic differences attributable to mutations. Our study provides new tools for analyzing pigment pattern in Danio and potentially other groups, and sets the stage for future analyses of pattern morphospace and its mechanistic underpinnings. Summary: A multidimensional morphospace for pigment patterns yields quantitative insights into the evolution and genetics of diverse pigment patterns across zebrafish and related species.
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Affiliation(s)
| | - Yipeng Liang
- Department of Biology, University of Virginia, Charlottesville, USA
| | - Victor M Lewis
- Department of Biology, University of Virginia, Charlottesville, USA
| | | | - David M Parichy
- Department of Biology, University of Virginia, Charlottesville, USA.,Biology Department, Rhode Island College, Providence, USA.,Department of Cell Biology, University of Virginia, Charlottesville, USA
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8
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Klatt Shaw D, Mokalled MH. Efficient CRISPR/Cas9 mutagenesis for neurobehavioral screening in adult zebrafish. G3-GENES GENOMES GENETICS 2021; 11:6179145. [PMID: 33742663 PMCID: PMC8496216 DOI: 10.1093/g3journal/jkab089] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Accepted: 03/07/2021] [Indexed: 12/22/2022]
Abstract
Adult zebrafish are widely used to interrogate mechanisms of disease development and tissue regeneration. Yet, the prospect of large-scale genetics in adult zebrafish has traditionally faced a host of biological and technical challenges, including inaccessibility of adult tissues to high-throughput phenotyping and the spatial and technical demands of adult husbandry. Here, we describe an experimental pipeline that combines high-efficiency CRISPR/Cas9 mutagenesis with functional phenotypic screening to identify genes required for spinal cord repair in adult zebrafish. Using CRISPR/Cas9 dual-guide ribonucleic proteins, we show selective and combinatorial mutagenesis of 17 genes at 28 target sites with efficiencies exceeding 85% in adult F0 “crispants”. We find that capillary electrophoresis is a reliable method to measure indel frequencies. Using a quantifiable behavioral assay, we identify seven single- or duplicate-gene crispants with reduced functional recovery after spinal cord injury. To rule out off-target effects, we generate germline mutations that recapitulate the crispant regeneration phenotypes. This study provides a platform that combines high-efficiency somatic mutagenesis with a functional phenotypic readout to perform medium- to large-scale genetic studies in adult zebrafish.
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Affiliation(s)
- Dana Klatt Shaw
- Department of Developmental Biology, Washington University School of Medicine, Saint Louis, MO 63110, USA.,Center of Regenerative Medicine, Washington University School of Medicine, Saint Louis, MO 63110, USA
| | - Mayssa H Mokalled
- Department of Developmental Biology, Washington University School of Medicine, Saint Louis, MO 63110, USA.,Center of Regenerative Medicine, Washington University School of Medicine, Saint Louis, MO 63110, USA
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9
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Podobnik M, Frohnhöfer HG, Dooley CM, Eskova A, Nüsslein-Volhard C, Irion U. Evolution of the potassium channel gene Kcnj13 underlies colour pattern diversification in Danio fish. Nat Commun 2020; 11:6230. [PMID: 33277491 PMCID: PMC7718271 DOI: 10.1038/s41467-020-20021-6] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Accepted: 11/06/2020] [Indexed: 12/20/2022] Open
Abstract
The genetic basis of morphological variation provides a major topic in evolutionary developmental biology. Fish of the genus Danio display colour patterns ranging from horizontal stripes, to vertical bars or spots. Stripe formation in zebrafish, Danio rerio, is a self-organizing process based on cell-contact mediated interactions between three types of chromatophores with a leading role of iridophores. Here we investigate genes known to regulate chromatophore interactions in zebrafish that might have evolved to produce a pattern of vertical bars in its sibling species, Danio aesculapii. Mutant D. aesculapii indicate a lower complexity in chromatophore interactions and a minor role of iridophores in patterning. Reciprocal hemizygosity tests identify the potassium channel gene obelix/Kcnj13 as evolved between the two species. Complementation tests suggest evolutionary change through divergence in Kcnj13 function in two additional Danio species. Thus, our results point towards repeated and independent evolution of this gene during colour pattern diversification.
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Affiliation(s)
- Marco Podobnik
- Max Planck Institute for Developmental Biology, Max-Planck-Ring 5, 72076, Tübingen, Germany
| | - Hans Georg Frohnhöfer
- Max Planck Institute for Developmental Biology, Max-Planck-Ring 5, 72076, Tübingen, Germany
| | - Christopher M Dooley
- Max Planck Institute for Developmental Biology, Max-Planck-Ring 5, 72076, Tübingen, Germany
- Max Planck Institute for Heart and Lung Research, Ludwigstrasse 43, 61231, Bad Nauheim, Germany
| | - Anastasia Eskova
- Max Planck Institute for Developmental Biology, Max-Planck-Ring 5, 72076, Tübingen, Germany
- IBM Research and Development, Schönaicher Straße 220, 71032, Böblingen, Germany
| | | | - Uwe Irion
- Max Planck Institute for Developmental Biology, Max-Planck-Ring 5, 72076, Tübingen, Germany.
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10
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Lebedeva L, Zhumabayeva B, Gebauer T, Kisselev I, Aitasheva Z. Zebrafish ( Danio rerio) as a Model for Understanding the Process of Caudal Fin Regeneration. Zebrafish 2020; 17:359-372. [PMID: 33259770 DOI: 10.1089/zeb.2020.1926] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
After its introduction for scientific investigation in the 1950s, the cypriniform zebrafish, Danio rerio, has become a valuable model for the study of regenerative processes and mechanisms. Zebrafish exhibit epimorphic regeneration, in which a nondifferentiated cell mass formed after amputation is able to fully regenerate lost tissue such as limbs, heart muscle, brain, retina, and spinal cord. The process of limb regeneration in zebrafish comprises several stages characterized by the activation of specific signaling pathways and gene expression. We review current research on key factors in limb regeneration using zebrafish as a model.
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Affiliation(s)
- Lina Lebedeva
- Department of Molecular Biology and Genetics, Faculty of Biology and Biotechnology, al-Farabi Kazakh National University, Almaty, The Republic of Kazakhstan
| | - Beibitgul Zhumabayeva
- Department of Molecular Biology and Genetics, Faculty of Biology and Biotechnology, al-Farabi Kazakh National University, Almaty, The Republic of Kazakhstan
| | - Tatyana Gebauer
- South Bohemian Research Center of Aquaculture and Biodiversity of Hydrocenoses, Institute of Aquaculture and Protection of Waters, Faculty of Fisheries and Protection of Waters, University of South Bohemia in Ceske Budejovice, České Budějovice, Czech Republic
| | - Ilya Kisselev
- Institute of General Genetics and Cytology, Almaty, The Republic of Kazakhstan
| | - Zaure Aitasheva
- Department of Molecular Biology and Genetics, Faculty of Biology and Biotechnology, al-Farabi Kazakh National University, Almaty, The Republic of Kazakhstan
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11
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de Vito G, Ricci P, Turrini L, Gavryusev V, Müllenbroich C, Tiso N, Vanzi F, Silvestri L, Pavone FS. Effects of excitation light polarization on fluorescence emission in two-photon light-sheet microscopy. BIOMEDICAL OPTICS EXPRESS 2020; 11:4651-4665. [PMID: 32923069 PMCID: PMC7449752 DOI: 10.1364/boe.396388] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/29/2020] [Revised: 06/20/2020] [Accepted: 07/07/2020] [Indexed: 05/05/2023]
Abstract
Light-sheet microscopy (LSM) is a powerful imaging technique that uses a planar illumination oriented orthogonally to the detection axis. Two-photon (2P) LSM is a variant of LSM that exploits the 2P absorption effect for sample excitation. The light polarization state plays a significant, and often overlooked, role in 2P absorption processes. The scope of this work is to test whether using different polarization states for excitation light can affect the detected signal levels in 2P LSM imaging of typical biological samples with a spatially unordered dye population. Supported by a theoretical model, we compared the fluorescence signals obtained using different polarization states with various fluorophores (fluorescein, EGFP and GCaMP6s) and different samples (liquid solution and fixed or living zebrafish larvae). In all conditions, in agreement with our theoretical expectations, linear polarization oriented parallel to the detection plane provided the largest signal levels, while perpendicularly-oriented polarization gave low fluorescence signal with the biological samples, but a large signal for the fluorescein solution. Finally, circular polarization generally provided lower signal levels. These results highlight the importance of controlling the light polarization state in 2P LSM of biological samples. Furthermore, this characterization represents a useful guide to choose the best light polarization state when maximization of signal levels is needed, e.g. in high-speed 2P LSM.
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Affiliation(s)
- Giuseppe de Vito
- University of Florence, Department of Neuroscience, Psychology, Drug Research and Child Health, Viale Pieraccini 6, Florence, FI 50139, Italy
- European Laboratory for Non-Linear Spectroscopy, Via Nello Carrara 1, Sesto Fiorentino, FI 50019, Italy
| | - Pietro Ricci
- European Laboratory for Non-Linear Spectroscopy, Via Nello Carrara 1, Sesto Fiorentino, FI 50019, Italy
| | - Lapo Turrini
- European Laboratory for Non-Linear Spectroscopy, Via Nello Carrara 1, Sesto Fiorentino, FI 50019, Italy
- University of Florence, Department of Physics and Astronomy, Via Sansone 1, Sesto Fiorentino, FI 50019, Italy
| | - Vladislav Gavryusev
- European Laboratory for Non-Linear Spectroscopy, Via Nello Carrara 1, Sesto Fiorentino, FI 50019, Italy
- University of Florence, Department of Physics and Astronomy, Via Sansone 1, Sesto Fiorentino, FI 50019, Italy
| | - Caroline Müllenbroich
- European Laboratory for Non-Linear Spectroscopy, Via Nello Carrara 1, Sesto Fiorentino, FI 50019, Italy
- School of Physics and Astronomy, Kelvin Building, University of Glasgow, Glasgow, G12 8QQ, UK
- National Institute of Optics, National Research Council, Via Nello Carrara 1, Sesto Fiorentino, FI 50019, Italy
| | - Natascia Tiso
- University of Padova, Department of Biology, Via Ugo Bassi 58/B, Padua, PD 35131, Italy
| | - Francesco Vanzi
- European Laboratory for Non-Linear Spectroscopy, Via Nello Carrara 1, Sesto Fiorentino, FI 50019, Italy
- University of Florence, Department of Biology, Via Madonna del Piano 6, Sesto Fiorentino, FI 50019, Italy
| | - Ludovico Silvestri
- European Laboratory for Non-Linear Spectroscopy, Via Nello Carrara 1, Sesto Fiorentino, FI 50019, Italy
- University of Florence, Department of Physics and Astronomy, Via Sansone 1, Sesto Fiorentino, FI 50019, Italy
- National Institute of Optics, National Research Council, Via Nello Carrara 1, Sesto Fiorentino, FI 50019, Italy
| | - Francesco Saverio Pavone
- European Laboratory for Non-Linear Spectroscopy, Via Nello Carrara 1, Sesto Fiorentino, FI 50019, Italy
- University of Florence, Department of Physics and Astronomy, Via Sansone 1, Sesto Fiorentino, FI 50019, Italy
- National Institute of Optics, National Research Council, Via Nello Carrara 1, Sesto Fiorentino, FI 50019, Italy
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12
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Owen JP, Kelsh RN, Yates CA. A quantitative modelling approach to zebrafish pigment pattern formation. eLife 2020; 9:52998. [PMID: 32716296 PMCID: PMC7384860 DOI: 10.7554/elife.52998] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2019] [Accepted: 06/21/2020] [Indexed: 12/14/2022] Open
Abstract
Pattern formation is a key aspect of development. Adult zebrafish exhibit a striking striped pattern generated through the self-organisation of three different chromatophores. Numerous investigations have revealed a multitude of individual cell-cell interactions important for this self-organisation, but it has remained unclear whether these known biological rules were sufficient to explain pattern formation. To test this, we present an individual-based mathematical model incorporating all the important cell-types and known interactions. The model qualitatively and quantitatively reproduces wild type and mutant pigment pattern development. We use it to resolve a number of outstanding biological uncertainties, including the roles of domain growth and the initial iridophore stripe, and to generate hypotheses about the functions of leopard. We conclude that our rule-set is sufficient to recapitulate wild-type and mutant patterns. Our work now leads the way for further in silico exploration of the developmental and evolutionary implications of this pigment patterning system.
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Affiliation(s)
- Jennifer P Owen
- Department of Biology and Biochemistry and Department of Mathematical Sciences, University of Bath, Claverton Down, Bath, United Kingdom
| | - Robert N Kelsh
- Department of Biology and Biochemistry and Department of Mathematical Sciences, University of Bath, Claverton Down, Bath, United Kingdom
| | - Christian A Yates
- Department of Biology and Biochemistry and Department of Mathematical Sciences, University of Bath, Claverton Down, Bath, United Kingdom
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13
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Volkening A. Linking genotype, cell behavior, and phenotype: multidisciplinary perspectives with a basis in zebrafish patterns. Curr Opin Genet Dev 2020; 63:78-85. [PMID: 32604031 DOI: 10.1016/j.gde.2020.05.010] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2020] [Revised: 04/30/2020] [Accepted: 05/06/2020] [Indexed: 12/15/2022]
Abstract
Zebrafish are characterized by dark and light stripes, but mutants display a rich variety of altered patterns. These patterns arise from the interactions of brightly colored pigment cells, making zebrafish a self-organization problem. The diversity of patterns present in zebrafish and other emerging fish models provides an excellent system for elucidating how genes, cell behavior, and visible animal characteristics are related. With the goal of highlighting how experimental and mathematical approaches can be used to link these scales, I overview current descriptions of zebrafish patterning, describe advances in the understanding of the mechanisms underlying cell communication, and discuss new work that moves beyond zebrafish to explore patterning in evolutionary relatives.
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Affiliation(s)
- Alexandria Volkening
- NSF-Simons Center for Quantitative Biology, Northwestern University, Evanston, IL 60208, USA; Department of Engineering Sciences and Applied Mathematics, Evanston, IL 60208, USA.
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14
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Abstract
Self-organized pattern behavior is ubiquitous throughout nature, from fish schooling to collective cell dynamics during organism development. Qualitatively these patterns display impressive consistency, yet variability inevitably exists within pattern-forming systems on both microscopic and macroscopic scales. Quantifying variability and measuring pattern features can inform the underlying agent interactions and allow for predictive analyses. Nevertheless, current methods for analyzing patterns that arise from collective behavior capture only macroscopic features or rely on either manual inspection or smoothing algorithms that lose the underlying agent-based nature of the data. Here we introduce methods based on topological data analysis and interpretable machine learning for quantifying both agent-level features and global pattern attributes on a large scale. Because the zebrafish is a model organism for skin pattern formation, we focus specifically on analyzing its skin patterns as a means of illustrating our approach. Using a recent agent-based model, we simulate thousands of wild-type and mutant zebrafish patterns and apply our methodology to better understand pattern variability in zebrafish. Our methodology is able to quantify the differential impact of stochasticity in cell interactions on wild-type and mutant patterns, and we use our methods to predict stripe and spot statistics as a function of varying cellular communication. Our work provides an approach to automatically quantifying biological patterns and analyzing agent-based dynamics so that we can now answer critical questions in pattern formation at a much larger scale.
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Affiliation(s)
- Melissa R McGuirl
- Division of Applied Mathematics, Brown University, Providence, RI 02912;
| | - Alexandria Volkening
- NSF-Simons Center for Quantitative Biology, Northwestern University, Evanston, IL 60208
| | - Björn Sandstede
- Division of Applied Mathematics, Brown University, Providence, RI 02912
- Data Science Initiative, Brown University, Providence, RI 02912
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15
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Schweisguth F, Corson F. Self-Organization in Pattern Formation. Dev Cell 2020; 49:659-677. [PMID: 31163171 DOI: 10.1016/j.devcel.2019.05.019] [Citation(s) in RCA: 61] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2018] [Revised: 02/16/2019] [Accepted: 05/07/2019] [Indexed: 12/19/2022]
Abstract
Self-organization is pervasive in development, from symmetry breaking in the early embryo to tissue patterning and morphogenesis. For a few model systems, the underlying molecular and cellular processes are now sufficiently characterized that mathematical models can be confronted with experiments, to explore the dynamics of pattern formation. Here, we review selected systems, ranging from cyanobacteria to mammals, where different forms of cell-cell communication, acting alone or together with positional cues, drive the patterning of cell fates, highlighting the insights that even very simple models can provide as well as the challenges on the path to a predictive understanding of development.
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Affiliation(s)
- François Schweisguth
- Institut Pasteur, Department of Developmental and Stem Cell Biology F-75015 Paris, France; CNRS, UMR 3738 F-75015 Paris, France.
| | - Francis Corson
- Laboratoire de Physique de l'Ecole Normale Supérieure, CNRS, Sorbonne Université, Université Paris Diderot 75005 Paris, France.
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16
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Eskova A, Frohnhöfer HG, Nüsslein-Volhard C, Irion U. Galanin Signaling in the Brain Regulates Color Pattern Formation in Zebrafish. Curr Biol 2020; 30:298-303.e3. [PMID: 31902721 PMCID: PMC6971688 DOI: 10.1016/j.cub.2019.11.033] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2019] [Revised: 10/02/2019] [Accepted: 11/11/2019] [Indexed: 12/29/2022]
Abstract
Color patterns are prominent features of many animals and are of high evolutionary relevance. In basal vertebrates, color patterns are composed of specialized pigment cells that arrange in multilayered mosaics in the skin. Zebrafish (Danio rerio), the preeminent model system for vertebrate color pattern formation, allows genetic screens as powerful approaches to identify novel functions in a complex biological system. Adult zebrafish display a series of blue and golden horizontal stripes, composed of black melanophores, silvery or blue iridophores, and yellow xanthophores. This stereotyped pattern is generated by self-organization involving direct cell contacts between all three types of pigment cells mediated by integral membrane proteins [1, 2, 3, 4, 5]. Here, we show that neuropeptide signaling impairs the striped pattern in a global manner. Mutations in the genes coding either for galanin receptor 1A (npm/galr1A) or for its ligand galanin (galn) result in fewer stripes, a pale appearance, and the mixing of cell types, thus resembling mutants with thyroid hypertrophy [6]. Zebrafish chimeras obtained by transplantations of npm/galr1A mutant blastula cells indicate that mutant pigment cells of all three types can contribute to a normal striped pattern in the appropriate host. However, loss of galr1A expression in a specific region of the brain is sufficient to cause the mutant phenotype in an otherwise wild-type fish. Increased thyroid hormone levels in mutant fish suggest that galanin signaling through Galr1A in the pituitary is an upstream regulator of the thyroid hormone pathway, which in turn promotes precise interactions of pigment cells during color pattern formation. Zebrafish stripes are generated by three types of self-organizing pigment cells Galanin signaling through Galr1A impairs zebrafish stripe formation globally Galr1A function in a specific brain region is required for pigment cell interactions Galanin signaling functions to downregulate thyroid hormone levels
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Affiliation(s)
- Anastasia Eskova
- Max-Planck-Institute for Developmental Biology, Department ECNV, Max-Planck-Ring 5, 72076 Tübingen, Germany
| | - Hans Georg Frohnhöfer
- Max-Planck-Institute for Developmental Biology, Department ECNV, Max-Planck-Ring 5, 72076 Tübingen, Germany
| | | | - Uwe Irion
- Max-Planck-Institute for Developmental Biology, Department ECNV, Max-Planck-Ring 5, 72076 Tübingen, Germany.
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17
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Draut H, Liebenstein T, Begemann G. New Insights into the Control of Cell Fate Choices and Differentiation by Retinoic Acid in Cranial, Axial and Caudal Structures. Biomolecules 2019; 9:E860. [PMID: 31835881 PMCID: PMC6995509 DOI: 10.3390/biom9120860] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2019] [Revised: 12/06/2019] [Accepted: 12/09/2019] [Indexed: 12/13/2022] Open
Abstract
Retinoic acid (RA) signaling is an important regulator of chordate development. RA binds to nuclear RA receptors that control the transcriptional activity of target genes. Controlled local degradation of RA by enzymes of the Cyp26a gene family contributes to the establishment of transient RA signaling gradients that control patterning, cell fate decisions and differentiation. Several steps in the lineage leading to the induction and differentiation of neuromesodermal progenitors and bone-producing osteogenic cells are controlled by RA. Changes to RA signaling activity have effects on the formation of the bones of the skull, the vertebrae and the development of teeth and regeneration of fin rays in fish. This review focuses on recent advances in these areas, with predominant emphasis on zebrafish, and highlights previously unknown roles for RA signaling in developmental processes.
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18
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Patterson LB, Parichy DM. Zebrafish Pigment Pattern Formation: Insights into the Development and Evolution of Adult Form. Annu Rev Genet 2019; 53:505-530. [DOI: 10.1146/annurev-genet-112618-043741] [Citation(s) in RCA: 66] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Vertebrate pigment patterns are diverse and fascinating adult traits that allow animals to recognize conspecifics, attract mates, and avoid predators. Pigment patterns in fish are among the most amenable traits for studying the cellular basis of adult form, as the cells that produce diverse patterns are readily visible in the skin during development. The genetic basis of pigment pattern development has been most studied in the zebrafish, Danio rerio. Zebrafish adults have alternating dark and light horizontal stripes, resulting from the precise arrangement of three main classes of pigment cells: black melanophores, yellow xanthophores, and iridescent iridophores. The coordination of adult pigment cell lineage specification and differentiation with specific cellular interactions and morphogenetic behaviors is necessary for stripe development. Besides providing a nice example of pattern formation responsible for an adult trait of zebrafish, stripe-forming mechanisms also provide a conceptual framework for posing testable hypotheses about pattern diversification more broadly. Here, we summarize what is known about lineages and molecular interactions required for pattern formation in zebrafish, we review some of what is known about pattern diversification in Danio, and we speculate on how patterns in more distant teleosts may have evolved to produce a stunningly diverse array of patterns in nature.
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Affiliation(s)
| | - David M. Parichy
- Department of Biology and Department of Cell Biology, University of Virginia, Charlottesville, Virginia 22903, USA
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19
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Rocha M, Singh N, Ahsan K, Beiriger A, Prince VE. Neural crest development: insights from the zebrafish. Dev Dyn 2019; 249:88-111. [PMID: 31591788 DOI: 10.1002/dvdy.122] [Citation(s) in RCA: 51] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2019] [Revised: 09/21/2019] [Accepted: 09/22/2019] [Indexed: 12/12/2022] Open
Abstract
Our understanding of the neural crest, a key vertebrate innovation, is built upon studies of multiple model organisms. Early research on neural crest cells (NCCs) was dominated by analyses of accessible amphibian and avian embryos, with mouse genetics providing complementary insights in more recent years. The zebrafish model is a relative newcomer to the field, yet it offers unparalleled advantages for the study of NCCs. Specifically, zebrafish provide powerful genetic and transgenic tools, coupled with rapidly developing transparent embryos that are ideal for high-resolution real-time imaging of the dynamic process of neural crest development. While the broad principles of neural crest development are largely conserved across vertebrate species, there are critical differences in anatomy, morphogenesis, and genetics that must be considered before information from one model is extrapolated to another. Here, our goal is to provide the reader with a helpful primer specific to neural crest development in the zebrafish model. We focus largely on the earliest events-specification, delamination, and migration-discussing what is known about zebrafish NCC development and how it differs from NCC development in non-teleost species, as well as highlighting current gaps in knowledge.
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Affiliation(s)
- Manuel Rocha
- Committee on Development, Regeneration and Stem Cell Biology, The University of Chicago, Chicago, Illinois
| | - Noor Singh
- Department of Organismal Biology and Anatomy, The University of Chicago, Chicago, Illinois
| | - Kamil Ahsan
- Committee on Development, Regeneration and Stem Cell Biology, The University of Chicago, Chicago, Illinois
| | - Anastasia Beiriger
- Committee on Development, Regeneration and Stem Cell Biology, The University of Chicago, Chicago, Illinois
| | - Victoria E Prince
- Committee on Development, Regeneration and Stem Cell Biology, The University of Chicago, Chicago, Illinois.,Department of Organismal Biology and Anatomy, The University of Chicago, Chicago, Illinois
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20
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Hendrick LA, Carter GA, Hilbrands EH, Heubel BP, Schilling TF, Le Pabic P. Bar, stripe and spot development in sand-dwelling cichlids from Lake Malawi. EvoDevo 2019; 10:18. [PMID: 31417669 PMCID: PMC6691528 DOI: 10.1186/s13227-019-0132-7] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2019] [Accepted: 07/27/2019] [Indexed: 01/19/2023] Open
Abstract
Background Melanic patterns such as horizontal stripes, vertical bars and spots are common among teleost fishes and often serve roles in camouflage or mimicry. Extensive research in the zebrafish model has shown that the development of horizontal stripes depends on complex cellular interactions between melanophores, xanthophores and iridophores. Little is known about the development of horizontal stripes in other teleosts, and even less is known about bar or spot development. Here, we compare chromatophore composition and development of stripes, bars and spots in two cichlid species of sand-dwellers from Lake Malawi—Copadichromis azureus and Dimidiochromis compressiceps. Results (1) In D. compressiceps, stripes are made of dense melanophores underlaid by xanthophores and overlaid by iridophores. Melanophores and xanthophores are either loose or absent in interstripes, and iridophores are dense. In C. azureus, spots and bars are composed of a chromatophore arrangement similar to that of stripes but are separated by interbars where density of melanophores and xanthophores is only slightly lower than in stripes and iridophore density appears slightly greater. (2) Stripe, bar and spot chromatophores appear in the skin at metamorphosis. Stripe melanophores directly differentiate along horizontal myosepta into the adult pattern. In contrast, bar number and position are dynamic throughout development. As body length increases, new bars appear between old ones or by splitting of old ones through new melanophore appearance, not migration. Xanthophore and iridophore distributions follow melanophore patterns. (3) Metamorphic pigmentation arises in cichlids in a fashion similar to that described in zebrafish: melanophore progenitors derived from the medial route of neural crest migration migrate from the vicinity of the neural tube to the skin during metamorphosis. Conclusion The three pigment cell types forming stripes, bars and spots arise in the skin at metamorphosis. Stripes develop by differentiation of melanophores along horizontal myosepta, while bars do not develop along patent anatomical boundaries and increase in number in relation with body size. We propose that metamorphic melanophore differentiation and migratory arrest upon arrival to the skin lead to stripe formation, while bar formation must be supported by extensive migration of undifferentiated melanophores in the skin.
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Affiliation(s)
- Laura A Hendrick
- 1Department of Biology and Marine Biology, University of North Carolina Wilmington, 5216 Randall Drive, Wilmington, NC 28403 USA
| | - Grace A Carter
- 1Department of Biology and Marine Biology, University of North Carolina Wilmington, 5216 Randall Drive, Wilmington, NC 28403 USA
| | - Erin H Hilbrands
- 1Department of Biology and Marine Biology, University of North Carolina Wilmington, 5216 Randall Drive, Wilmington, NC 28403 USA
| | - Brian P Heubel
- 1Department of Biology and Marine Biology, University of North Carolina Wilmington, 5216 Randall Drive, Wilmington, NC 28403 USA
| | - Thomas F Schilling
- 2Department of Developmental and Cell Biology, University of California, Irvine, 4109 Natural Sciences II, Irvine, CA 92697-2300 USA
| | - Pierre Le Pabic
- 1Department of Biology and Marine Biology, University of North Carolina Wilmington, 5216 Randall Drive, Wilmington, NC 28403 USA
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21
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Djurdjevič I, Furmanek T, Miyazawa S, Sušnik Bajec S. Comparative transcriptome analysis of trout skin pigment cells. BMC Genomics 2019; 20:359. [PMID: 31072301 PMCID: PMC6509846 DOI: 10.1186/s12864-019-5714-1] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2019] [Accepted: 04/18/2019] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Enormous variability in skin colour and patterning is a characteristic of teleost fish, including Salmonidae fishes, which present themselves as a suitable model for studying mechanisms of pigment patterning. In order to screen for candidate genes potentially involved in the specific skin pigment pattern in marble trout (labyrinthine skin pattern) and brown trout (spotted skin pattern), we conducted comparative transcriptome analysis between differently pigmented dermis sections of the adult skin of the two species. RESULTS Differentially expressed genes (DEGs) possibly associated with skin pigment pattern were identified. The expression profile of 27 DEGs was further tested with quantitative real-time PCR on a larger number of samples. Expression of a subset of ten of these genes was analysed in hybrid (marble x brown) trout individuals and compared with the complexity of their skin pigment pattern. A correlation between the phenotype and the expression profile assessed for hybrid individuals was detected for four (gja5, clcn2, cdkn1a and tjp1) of the ten candidate genes tested. The potential role of these genes in skin pigment pattern maintenance is discussed. CONCLUSIONS Our results indicate that the maintenance of different pigment patterns in trout is dependent upon specific communication-involving gap junctions, tight junctions and ion channels-between chromatophores present in differentially pigmented skin regions.
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Affiliation(s)
- Ida Djurdjevič
- Department of Animal Science, Biotechnical Faculty, University of Ljubljana, Groblje 3, SI-1230 Domžale, Slovenia
| | | | - Seita Miyazawa
- Graduate School of Frontier Biosciences, Osaka University, Osaka, Japan
| | - Simona Sušnik Bajec
- Department of Animal Science, Biotechnical Faculty, University of Ljubljana, Groblje 3, SI-1230 Domžale, Slovenia
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22
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Usui Y, Aramaki T, Kondo S, Watanabe M. The minimal gap-junction network among melanophores and xanthophores required for stripe-pattern formation in zebrafish. Development 2019; 146:dev.181065. [DOI: 10.1242/dev.181065] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2019] [Accepted: 10/24/2019] [Indexed: 12/16/2022]
Abstract
Connexin39.4 (Cx39.4) and Connexin41.8 (Cx41.8), two gap-junction proteins expressed in both melanophores and xanthophores, are critical for the intercellular communication among pigment cells that is necessary for generating the stripe pigment pattern of zebrafish. We previously characterized the gap-junction properties of Cx39.4 and Cx41.8, but how these proteins contribute to stripe formation remains unclear; this is because distinct types of connexins potentially form heteromeric gap junctions, which precludes accurate elucidation of individual connexin functions in vivo. Here, by arranging Cx39.4 and Cx41.8 expression in pigment cells, we identified the simplest gap-junction network required for stripe generation: Cx39.4 expression in melanophores is required but expression in xanthophores is not necessary for stripe patterning, whereas Cx41.8 expression in xanthophores is sufficient for the patterning, and Cx41.8 expression in melanophores might stabilize the stripes. Moreover, patch-clamp recordings revealed that Cx39.4 gap junctions exhibit spermidine-dependent rectification property. Our results suggest that Cx39.4 facilitates the critical cell-cell interactions between melanophores and xanthophores that mediate a unidirectional activation-signal transfer from xanthophores to melanophores, which is essential for melanophore survival.
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Affiliation(s)
- Yuu Usui
- Graduate School of Frontier Biosciences, Osaka University, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Toshihiro Aramaki
- Graduate School of Frontier Biosciences, Osaka University, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Shigeru Kondo
- Graduate School of Frontier Biosciences, Osaka University, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan
- CREST, Japan Science and Technology Agency, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Masakatsu Watanabe
- Graduate School of Frontier Biosciences, Osaka University, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan
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23
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Volkening A, Sandstede B. Iridophores as a source of robustness in zebrafish stripes and variability in Danio patterns. Nat Commun 2018; 9:3231. [PMID: 30104716 PMCID: PMC6089994 DOI: 10.1038/s41467-018-05629-z] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2017] [Accepted: 07/13/2018] [Indexed: 11/11/2022] Open
Abstract
Zebrafish (Danio rerio) feature black and yellow stripes, while related Danios display different patterns. All these patterns form due to the interactions of pigment cells, which self-organize on the fish skin. Until recently, research focused on two cell types (melanophores and xanthophores), but newer work has uncovered the leading role of a third type, iridophores: by carefully orchestrated transitions in form, iridophores instruct the other cells, but little is known about what drives their form changes. Here we address this question from a mathematical perspective: we develop a model (based on known interactions between the original two cell types) that allows us to assess potential iridophore behavior. We identify a set of mechanisms governing iridophore form that is consistent across a range of empirical data. Our model also suggests that the complex cues iridophores receive may act as a key source of redundancy, enabling both robust patterning and variability within Danio.
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Affiliation(s)
- Alexandria Volkening
- Division of Applied Mathematics, Brown University, 182 George Street, Providence, RI, 02912, USA.
- Mathematical Biosciences Institute, Ohio State University, 1735 Neil Avenue, Columbus, OH, 43210, USA.
| | - Björn Sandstede
- Division of Applied Mathematics, Brown University, 182 George Street, Providence, RI, 02912, USA
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24
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Sawada R, Aramaki T, Kondo S. Flexibility of pigment cell behavior permits the robustness of skin pattern formation. Genes Cells 2018; 23:537-545. [PMID: 29797484 DOI: 10.1111/gtc.12596] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2018] [Accepted: 04/24/2018] [Indexed: 12/16/2022]
Abstract
The striped pigmentation pattern of zebrafish is determined by the interaction between pigment cells with different colors. Recent studies show the behaviors of pigment cells are substantially different according to the environment. Interestingly, the resulting patterns are almost identical, suggesting a robustness of the patterning mechanism. To know how this robustness originates, we investigated the behavior of melanophores in various environments including different developmental stages, different body positions, and different genetic backgrounds. Normally, when embryonic melanophores are excluded from the yellow stripe region in the body trunk, two different cellular behaviors are observed. Melanophores migrate to join the black stripe or disappear (die) in the position. In environments where melanophore migration was restricted, we observed that most melanophores disappeared in their position, resulting in the complete exclusion of melanophores from the yellow stripe. In environments where melanophore cell death was restricted, most melanophores migrated to join the black stripes, also resulting in complete exclusion. When both migration and cell death were restricted, melanophores remained alive in the yellow stripes. These results show that migration and cell death complement each other to achieve the exclusion of melanophores. This flexibility may be the basis of the mechanistic robustness of skin pattern formation.
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Affiliation(s)
- Risa Sawada
- Graduate School of Frontier Biosciences, Osaka University, Suita, Japan
| | - Toshihiro Aramaki
- Graduate School of Frontier Biosciences, Osaka University, Suita, Japan
| | - Shigeru Kondo
- Graduate School of Frontier Biosciences, Osaka University, Suita, Japan
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25
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The Colorful Sex Chromosomes of Teleost Fish. Genes (Basel) 2018; 9:genes9050233. [PMID: 29751562 PMCID: PMC5977173 DOI: 10.3390/genes9050233] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2018] [Revised: 04/24/2018] [Accepted: 04/24/2018] [Indexed: 12/14/2022] Open
Abstract
Teleost fish provide some of the most intriguing examples of sexually dimorphic coloration, which is often advantageous for only one of the sexes. Mapping studies demonstrated that the genetic loci underlying such color patterns are frequently in tight linkage to the sex-determining locus of a species, ensuring sex-specific expression of the corresponding trait. Several genes affecting color synthesis and pigment cell development have been previously described, but the color loci on the sex chromosomes have mostly remained elusive as yet. Here, we summarize the current knowledge about the genetics of such color loci in teleosts, mainly from studies on poeciliids and cichlids. Further studies on these color loci will certainly provide important insights into the evolution of sex chromosomes.
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26
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Tian X, Pang X, Wang L, Li M, Dong C, Ma X, Wang L, Song D, Feng J, Xu P, Li X. Dynamic regulation of mRNA and miRNA associated with the developmental stages of skin pigmentation in Japanese ornamental carp. Gene 2018; 666:32-43. [PMID: 29684491 DOI: 10.1016/j.gene.2018.04.054] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2017] [Revised: 03/24/2018] [Accepted: 04/18/2018] [Indexed: 12/22/2022]
Abstract
The Japanese ornamental carp (Cyprinus carpio var. Koi) is famous for multifarious colors and patterns, making it commonly culture and trade across the world. Although functional genes and inheritance of color traits have been commonly studied, seldom attentions were focused on the genetic regulation during the developmental process of pigmentation. To better understand the mechanism of skin color development, we observed the morphogenesis of pigment cells during the post-embryonic stages and analysed the temporal expression pattern of mRNAs/miRNAs profiles in four distinct developmental stages. 59 and 103 differentially expressed genes/miRNAs (DEGs/DEMs) associated with pigmentation and skin were identified, including pax7, mitf, tyr, tyrp1, etc., and the highest DEGs were detected at 11 days post hatching (dph). In addition, the functional characteristics of mRNAs/miRNAs associated with pteridine and carotenoid pathway were also examined. Furthermore, 65 miRNA-mRNA interaction pairs related to pigmentation, pteridines and carotenoids metabolism were detected between different stages. Interestingly, the largest pairs appeared in the transition from 11 dph to 48 dph, which had the similar trend with DEGs further manifesting the importance of 11 dph. This study produced a comprehensive programme of DEGs/DEMs during color development, which will provide resources to understand the regulation mechanism in color formation. The understanding of genetic basis in color formation might promote the production and breeding of the Koi carp.
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Affiliation(s)
- Xue Tian
- College of Fisheries, Henan Normal University, Xinxiang, 453007, PR China
| | - Xiaolei Pang
- College of Fisheries, Henan Normal University, Xinxiang, 453007, PR China
| | - Liangyan Wang
- College of Fisheries, Henan Normal University, Xinxiang, 453007, PR China
| | - Mengrong Li
- College of Fisheries, Henan Normal University, Xinxiang, 453007, PR China
| | - Chuanju Dong
- College of Fisheries, Henan Normal University, Xinxiang, 453007, PR China
| | - Xiao Ma
- College of Fisheries, Henan Normal University, Xinxiang, 453007, PR China
| | - Lei Wang
- College of Fisheries, Henan Normal University, Xinxiang, 453007, PR China
| | - Dongying Song
- College of Fisheries, Henan Normal University, Xinxiang, 453007, PR China
| | - Jianxin Feng
- Henan Academy of Fishery Science, Zhengzhou, 410100, PR China
| | - Peng Xu
- College of Ocean and Earth Sciences, Xiamen University, Xiamen, 361005, PR China
| | - Xuejun Li
- College of Fisheries, Henan Normal University, Xinxiang, 453007, PR China.
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27
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Cal L, Suarez-Bregua P, Cerdá-Reverter JM, Braasch I, Rotllant J. Fish pigmentation and the melanocortin system. Comp Biochem Physiol A Mol Integr Physiol 2017; 211:26-33. [DOI: 10.1016/j.cbpa.2017.06.001] [Citation(s) in RCA: 73] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2017] [Revised: 05/26/2017] [Accepted: 06/01/2017] [Indexed: 01/10/2023]
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28
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Funt N, Palmer BA, Weiner S, Addadi L. Koi Fish-Scale Iridophore Cells Orient Guanine Crystals to Maximize Light Reflection. Chempluschem 2017; 82:914-923. [PMID: 31961575 DOI: 10.1002/cplu.201700151] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2017] [Revised: 05/19/2017] [Indexed: 11/06/2022]
Abstract
Fish-scale iridophore cells deposit guanine crystals and assemble them into multilayer reflectors to produce silvery reflectance. The crystal orientation controls the reflective properties of the fish scales, but little is known about the degree of orientation of the guanine crystals and whether this orientation is pre-determined at the level of an individual cell. Koi fish-scale-attached iridophores, iridophores on regenerated scales, and cultured iridophores were examined by using light microscopy and synchrotron micro-X-ray diffraction. More than 95 % of the thin {100} guanine crystal plates in the iridophores of the mature and regenerated scales are oriented parallel to the scale surface and perpendicular to the direction of the incoming light. More than 70 % of the crystals in cultured iridophore cells are also in this orientation. The crystals are elongated and within each cell on the mature scale and in the cultured cells the long morphological axes are well aligned with the long axis of the iridophore. In contrast to the cultured iridophores, in the mature scale the iridophore cells are co-aligned with each other. Cultured iridophores are flexible and motile, and azimuthal crystal orientations vary as the cells move. We conclude that iridophore cells function as independent units and that the control over crystal orientation is pre-determined at the individual cell level in the direction that is essential for function, namely, exposing the large reflecting crystal surface to light.
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Affiliation(s)
- Nir Funt
- Department of Structural Biology, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Benjamin A Palmer
- Department of Structural Biology, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Steve Weiner
- Department of Structural Biology, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Lia Addadi
- Department of Structural Biology, Weizmann Institute of Science, Rehovot, 7610001, Israel
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29
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Eskova A, Chauvigné F, Maischein HM, Ammelburg M, Cerdà J, Nüsslein-Volhard C, Irion U. Gain-of-function mutations in Aqp3a influence zebrafish pigment pattern formation through the tissue environment. Development 2017; 144:2059-2069. [PMID: 28506994 PMCID: PMC5482984 DOI: 10.1242/dev.143495] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2016] [Accepted: 04/24/2017] [Indexed: 01/26/2023]
Abstract
The development of the pigmentation pattern in zebrafish is a tightly regulated process that depends on both the self-organizing properties of pigment cells and extrinsic cues from other tissues. Many of the known mutations that alter the pattern act cell-autonomously in pigment cells, and our knowledge about external regulators is limited. Here, we describe novel zebrafish mau mutants, which encompass several dominant missense mutations in Aquaporin 3a (Aqp3a) that lead to broken stripes and short fins. A loss-of-function aqp3a allele, generated by CRISPR-Cas9, has no phenotypic consequences, demonstrating that Aqp3a is dispensable for normal development. Strikingly, the pigment cells from dominant mau mutants are capable of forming a wild-type pattern when developing in a wild-type environment, but the surrounding tissues in the mutants influence pigment cell behaviour and interfere with the patterning process. The mutated amino acid residues in the dominant alleles line the pore surface of Aqp3a and influence pore permeability. These results demonstrate an important effect of the tissue environment on pigment cell behaviour and, thereby, on pattern formation. Summary: Dominant mutations in the water channel Aquaporin 3a cause defective pigment patterning in zebrafish, due at least in part to an effect of the mutant tissue environment on the pigment cells.
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Affiliation(s)
- Anastasia Eskova
- Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany
| | - Francois Chauvigné
- IRTA-Institut de Ciències del Mar, Consejo Superior de Investigaciones Científicas (CSIC), 08003 Barcelona, Spain
| | | | - Moritz Ammelburg
- Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany
| | - Joan Cerdà
- IRTA-Institut de Ciències del Mar, Consejo Superior de Investigaciones Científicas (CSIC), 08003 Barcelona, Spain
| | | | - Uwe Irion
- Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany
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30
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Nüsslein-Volhard C, Singh AP. How fish color their skin: A paradigm for development and evolution of adult patterns: Multipotency, plasticity, and cell competition regulate proliferation and spreading of pigment cells in Zebrafish coloration. Bioessays 2017; 39. [PMID: 28176337 DOI: 10.1002/bies.201600231] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Pigment cells in zebrafish - melanophores, iridophores, and xanthophores - originate from neural crest-derived stem cells associated with the dorsal root ganglia of the peripheral nervous system. Clonal analysis indicates that these progenitors remain multipotent and plastic beyond embryogenesis well into metamorphosis, when the adult color pattern develops. Pigment cells share a lineage with neuronal cells of the peripheral nervous system; progenitors propagate along the spinal nerves. The proliferation of pigment cells is regulated by competitive interactions among cells of the same type. An even spacing involves collective migration and contact inhibition of locomotion of the three cell types distributed in superimposed monolayers in the skin. This mode of coloring the skin is probably common to fish, whereas different patterns emerge by species specific cell interactions among the different pigment cell types. These interactions are mediated by channels involved in direct cell contact between the pigment cells, as well as unknown cues provided by the tissue environment.
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31
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Roberts RB, Moore EC, Kocher TD. An allelic series at pax7a is associated with colour polymorphism diversity in Lake Malawi cichlid fish. Mol Ecol 2017; 26:2625-2639. [PMID: 28027432 DOI: 10.1111/mec.13975] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2016] [Revised: 11/04/2016] [Accepted: 11/18/2016] [Indexed: 01/01/2023]
Abstract
Despite long-standing interest in the evolution and maintenance of discrete phenotypic polymorphisms, the molecular genetic basis of such polymorphism in the wild is largely unknown. Female sex-associated blotched colour polymorphisms found in cichlids of Lake Malawi, East Africa, represent a highly successful polymorphic phenotype, found and maintained in four genera across the geographic expanse of the lake. Previously, we identified an association with an allelic variant of the paired-box transcription factor gene pax7a and blotched colour morphs in Lake Malawi cichlid fishes. Although a diverse range of blotched phenotypes are present in Lake Malawi cichlid species, they all appeared to result from an allele of pax7a that produces increased levels of transcript. Here, we examine the developmental and genetic basis of variation among blotched morphs. First, we confirm that pax7a-associated blotch morphs result primarily from modulation of melanophore development and survival. From laboratory crosses and natural population studies, we identify at least three alleles of pax7a associated with discrete subtypes of blotched morphs, in addition to the ancestral pax7a allele. Genotypes at pax7a support initial evolution of a novel pax7a allele to produce the blotched class of morphs, followed by subsequent evolution of that pax7a blotched allele to produce additional alleles associated with discrete colour morphs. Variant alleles of pax7a produce different levels of pax7a transcript, correlating with pigmentation phenotype at the cellular level. This naturally selected allelic series should serve as a case study for understanding the molecular genetic control of pax7a expression and the evolution of sex-associated alleles.
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Affiliation(s)
- Reade B Roberts
- Department of Biological Sciences, North Carolina State University, 3510 Thomas Hall, Raleigh, NC, 27695, USA
| | - Emily C Moore
- Keck Center for Behavioral Biology, North Carolina State University, 3510 Thomas Hall, Raleigh, NC, 27695, USA
| | - Thomas D Kocher
- Department of Biology, University of Maryland, 1210 Biology-Psychology Building, College Park, MD, 20742, USA
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32
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Kelsh RN, Sosa KC, Owen JP, Yates CA. Zebrafish adult pigment stem cells are multipotent and form pigment cells by a progressive fate restriction process: Clonal analysis identifies shared origin of all pigment cell types. Bioessays 2016; 39. [PMID: 28009049 DOI: 10.1002/bies.201600234] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
Skin pigment pattern formation is a paradigmatic example of pattern formation. In zebrafish, the adult body stripes are generated by coordinated rearrangement of three distinct pigment cell-types, black melanocytes, shiny iridophores and yellow xanthophores. A stem cell origin of melanocytes and iridophores has been proposed although the potency of those stem cells has remained unclear. Xanthophores, however, seemed to originate predominantly from proliferation of embryonic xanthophores. Now, data from Singh et al. shows that all three cell-types derive from shared stem cells, and that these cells generate peripheral neural cell-types too. Furthermore, clonal compositions are best explained by a progressive fate restriction model generating the individual cell-types. The numbers of adult pigment stem cells associated with the dorsal root ganglia remain low, but progenitor numbers increase significantly during larval development up to metamorphosis, likely via production of partially restricted progenitors on the spinal nerves.
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Affiliation(s)
- Robert N Kelsh
- Department of Biology and Biochemistry, University of Bath, Claverton Down, Bath, UK
| | - Karen C Sosa
- Department of Biology and Biochemistry, University of Bath, Claverton Down, Bath, UK
| | - Jennifer P Owen
- Department of Mathematical Sciences and Department of Biology and Biochemistry, University of Bath, Claverton Down, Bath, UK
| | - Christian A Yates
- Department of Mathematical Sciences, University of Bath, Claverton Down, Bath, UK
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33
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Kuriyama T, Hasegawa M. Embryonic developmental process governing the conspicuousness of body stripes and blue tail coloration in the lizardPlestiodon latiscutatus. Evol Dev 2016; 19:29-39. [DOI: 10.1111/ede.12214] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Takeo Kuriyama
- Institute of Natural and Environmental Sciences; University of Hyogo; Sawano 940, Aogaki-cho, Tanba-shi Hyogo 669-3842 Japan
- Wildlife Management Research Center; Hyogo; Sawano 940, Aogaki-cho, Tanba-shi Hyogo 669-3842 Japan
| | - Masami Hasegawa
- Faculty of Science; Department of Biology; Toho University; Miyama 2-2-1, Funabashi-shi Chiba 274-8510 Japan
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34
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Mahalwar P, Singh AP, Fadeev A, Nüsslein-Volhard C, Irion U. Heterotypic interactions regulate cell shape and density during color pattern formation in zebrafish. Biol Open 2016; 5:1680-1690. [PMID: 27742608 PMCID: PMC5155543 DOI: 10.1242/bio.022251] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
The conspicuous striped coloration of zebrafish is produced by cell-cell interactions among three different types of chromatophores: black melanophores, orange/yellow xanthophores and silvery/blue iridophores. During color pattern formation xanthophores undergo dramatic cell shape transitions and acquire different densities, leading to compact and orange xanthophores at high density in the light stripes, and stellate, faintly pigmented xanthophores at low density in the dark stripes. Here, we investigate the mechanistic basis of these cell behaviors in vivo, and show that local, heterotypic interactions with dense iridophores regulate xanthophore cell shape transition and density. Genetic analysis reveals a cell-autonomous requirement of gap junctions composed of Cx41.8 and Cx39.4 in xanthophores for their iridophore-dependent cell shape transition and increase in density in light-stripe regions. Initial melanophore-xanthophore interactions are independent of these gap junctions; however, subsequently they are also required to induce the acquisition of stellate shapes in xanthophores of the dark stripes. In summary, we conclude that, whereas homotypic interactions regulate xanthophore coverage in the skin, their cell shape transitions and density is regulated by gap junction-mediated, heterotypic interactions with iridophores and melanophores. Summary: The conspicuous pigmentation pattern of zebrafish is produced by three kinds of interacting pigment cells. Here we address the cellular consequences of these interactions in wild-type fish and mutants with altered pigment patterns.
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Affiliation(s)
- Prateek Mahalwar
- Max Planck Institute for Developmental Biology, Spemannstrasse 35, Tübingen 72076, Germany
| | - Ajeet Pratap Singh
- Max Planck Institute for Developmental Biology, Spemannstrasse 35, Tübingen 72076, Germany
| | - Andrey Fadeev
- Max Planck Institute for Developmental Biology, Spemannstrasse 35, Tübingen 72076, Germany
| | | | - Uwe Irion
- Max Planck Institute for Developmental Biology, Spemannstrasse 35, Tübingen 72076, Germany
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35
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Singh AP, Dinwiddie A, Mahalwar P, Schach U, Linker C, Irion U, Nüsslein-Volhard C. Pigment Cell Progenitors in Zebrafish Remain Multipotent through Metamorphosis. Dev Cell 2016; 38:316-30. [DOI: 10.1016/j.devcel.2016.06.020] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2016] [Revised: 05/24/2016] [Accepted: 06/15/2016] [Indexed: 12/21/2022]
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36
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Frohnhöfer HG, Geiger-Rudolph S, Pattky M, Meixner M, Huhn C, Maischein HM, Geisler R, Gehring I, Maderspacher F, Nüsslein-Volhard C, Irion U. Spermidine, but not spermine, is essential for pigment pattern formation in zebrafish. Biol Open 2016; 5:736-44. [PMID: 27215328 PMCID: PMC4920196 DOI: 10.1242/bio.018721] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
Polyamines are small poly-cations essential for all cellular life. The main polyamines present in metazoans are putrescine, spermidine and spermine. Their exact functions are still largely unclear; however, they are involved in a wide variety of processes affecting cell growth, proliferation, apoptosis and aging. Here we identify idefix, a mutation in the zebrafish gene encoding the enzyme spermidine synthase, leading to a severe reduction in spermidine levels as shown by capillary electrophoresis-mass spectrometry. We show that spermidine, but not spermine, is essential for early development, organogenesis and colour pattern formation. Whereas in other vertebrates spermidine deficiency leads to very early embryonic lethality, maternally provided spermidine synthase in zebrafish is sufficient to rescue the early developmental defects. This allows us to uncouple them from events occurring later during colour patterning. Factors involved in the cellular interactions essential for colour patterning, likely targets for spermidine, are the gap junction components Cx41.8, Cx39.4, and Kir7.1, an inwardly rectifying potassium channel, all known to be regulated by polyamines. Thus, zebrafish provide a vertebrate model to study the in vivo effects of polyamines. Summary: We show that the polyamine spermidine, but not spermine, in addition to more general functions during early development, also specifically regulates colour pattern formation in adult zebrafish.
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Affiliation(s)
- Hans Georg Frohnhöfer
- Max-Planck-Institut für Entwicklungsbiologie, Abteilung 3, Spemannstrasse 35, Tübingen 72076, Germany
| | - Silke Geiger-Rudolph
- Max-Planck-Institut für Entwicklungsbiologie, Abteilung 3, Spemannstrasse 35, Tübingen 72076, Germany
| | - Martin Pattky
- Institut für Physikalische und Theoretische Chemie, Eberhard Karls Universität Tübingen, Auf der Morgenstelle 18, Tübingen 72076, Germany
| | - Martin Meixner
- Institut für Physikalische und Theoretische Chemie, Eberhard Karls Universität Tübingen, Auf der Morgenstelle 18, Tübingen 72076, Germany
| | - Carolin Huhn
- Institut für Physikalische und Theoretische Chemie, Eberhard Karls Universität Tübingen, Auf der Morgenstelle 18, Tübingen 72076, Germany
| | - Hans-Martin Maischein
- Max-Planck-Institut für Entwicklungsbiologie, Abteilung 3, Spemannstrasse 35, Tübingen 72076, Germany
| | - Robert Geisler
- Max-Planck-Institut für Entwicklungsbiologie, Abteilung 3, Spemannstrasse 35, Tübingen 72076, Germany
| | - Ines Gehring
- Max-Planck-Institut für Entwicklungsbiologie, Abteilung 3, Spemannstrasse 35, Tübingen 72076, Germany
| | - Florian Maderspacher
- Max-Planck-Institut für Entwicklungsbiologie, Abteilung 3, Spemannstrasse 35, Tübingen 72076, Germany
| | | | - Uwe Irion
- Max-Planck-Institut für Entwicklungsbiologie, Abteilung 3, Spemannstrasse 35, Tübingen 72076, Germany
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37
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Walderich B, Singh AP, Mahalwar P, Nüsslein-Volhard C. Homotypic cell competition regulates proliferation and tiling of zebrafish pigment cells during colour pattern formation. Nat Commun 2016; 7:11462. [PMID: 27118125 PMCID: PMC4853480 DOI: 10.1038/ncomms11462] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2015] [Accepted: 03/30/2016] [Indexed: 01/19/2023] Open
Abstract
The adult striped pattern of zebrafish is composed of melanophores, iridophores and xanthophores arranged in superimposed layers in the skin. Previous studies have revealed that the assembly of pigment cells into stripes involves heterotypic interactions between all three chromatophore types. Here we investigate the role of homotypic interactions between cells of the same chromatophore type. Introduction of labelled progenitors into mutants lacking the corresponding cell type allowed us to define the impact of competitive interactions via long-term in vivo imaging. In the absence of endogenous cells, transplanted iridophores and xanthophores show an increased rate of proliferation and spread as a coherent net into vacant space. By contrast, melanophores have a limited capacity to spread in the skin even in the absence of competing endogenous cells. Our study reveals a key role for homotypic competitive interactions in determining number, direction of migration and individual spacing of cells within chromatophore populations.
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Affiliation(s)
- Brigitte Walderich
- Max Planck Institute for Developmental Biology, Spemannstrasse 35, 72076 Tübingen, Germany
| | - Ajeet Pratap Singh
- Max Planck Institute for Developmental Biology, Spemannstrasse 35, 72076 Tübingen, Germany
| | - Prateek Mahalwar
- Max Planck Institute for Developmental Biology, Spemannstrasse 35, 72076 Tübingen, Germany
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38
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Fadeev A, Krauss J, Singh AP, Nüsslein-Volhard C. Zebrafish Leucocyte tyrosine kinase controls iridophore establishment, proliferation and survival. Pigment Cell Melanoma Res 2016; 29:284-96. [DOI: 10.1111/pcmr.12454] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2015] [Accepted: 01/19/2016] [Indexed: 01/11/2023]
Affiliation(s)
- Andrey Fadeev
- Max-Planck-Institut für Entwicklungsbiologie; Tübingen Germany
| | - Jana Krauss
- Max-Planck-Institut für Entwicklungsbiologie; Tübingen Germany
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39
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Nord H, Dennhag N, Muck J, von Hofsten J. Pax7 is required for establishment of the xanthophore lineage in zebrafish embryos. Mol Biol Cell 2016; 27:1853-62. [PMID: 27053658 PMCID: PMC4884075 DOI: 10.1091/mbc.e15-12-0821] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2015] [Accepted: 04/01/2016] [Indexed: 11/11/2022] Open
Abstract
A conceptually novel role for Pax7 is found in zebrafish pigment formation. Absence of Pax7 leads to an expansion of the embryonic and larval melanophore lineage and a depletion of xanthophores, suggesting a model in which Pax7 is involved in early chromatophore specification processes. The pigment pattern of many animal species is a result of the arrangement of different types of pigment-producing chromatophores. The zebrafish has three different types of chromatophores: black melanophores, yellow xanthophores, and shimmering iridophores arranged in a characteristic pattern of golden and blue horizontal stripes. In the zebrafish embryo, chromatophores derive from the neural crest cells. Using pax7a and pax7b zebrafish mutants, we identified a previously unknown requirement for Pax7 in xanthophore lineage formation. The absence of Pax7 results in a severe reduction of xanthophore precursor cells and a complete depletion of differentiated xanthophores in embryos as well as in adult zebrafish. In contrast, the melanophore lineage is increased in pax7a/pax7b double-mutant embryos and larvae, whereas juvenile and adult pax7a/pax7b double-mutant zebrafish display a severe decrease in melanophores and a pigment pattern disorganization indicative of a xanthophore- deficient phenotype. In summary, we propose a novel role for Pax7 in the early specification of chromatophore precursor cells.
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Affiliation(s)
- Hanna Nord
- Umeå Centre for Molecular Medicine, Umeå University, 90187 Umeå, Sweden
| | - Nils Dennhag
- Umeå Centre for Molecular Medicine, Umeå University, 90187 Umeå, Sweden
| | - Joscha Muck
- Umeå Centre for Molecular Medicine, Umeå University, 90187 Umeå, Sweden Max Planck Institute for Biology of Ageing, 50931 Cologne, Germany
| | - Jonas von Hofsten
- Umeå Centre for Molecular Medicine, Umeå University, 90187 Umeå, Sweden Department for Integrative Medical Biology, Umeå University, 90187 Umeå, Sweden
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40
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Jeradi S, Hammerschmidt M. Retinoic acid-induced premature osteoblast-to-preosteocyte transitioning has multiple effects on calvarial development. Development 2016; 143:1205-16. [PMID: 26903503 DOI: 10.1242/dev.129189] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2015] [Accepted: 02/17/2016] [Indexed: 12/25/2022]
Abstract
We have previously shown that, in human and zebrafish, hypomorphic mutations of the gene encoding the retinoic acid (RA)-metabolizing enzyme Cyp26b1 result in coronal craniosynostosis, caused by an RA-induced premature transitioning of suture osteoblasts to preosteocytes, inducing ectopic mineralization of the suture's osteoid matrix. In addition, we showed that human CYP26B1 null patients have more severe and seemingly opposite skull defects, characterized by smaller and fragmented calvaria, but the cellular basis of these defects remained largely unclear. Here, by treating juvenile zebrafish with exogenous RA or a chemical Cyp26 inhibitor in the presence or absence of osteogenic cells or bone-resorbing osteoclasts, we demonstrate that both reduced calvarial size and calvarial fragmentation are also caused by RA-induced premature osteoblast-to-preosteocyte transitioning. During calvarial growth, the resulting osteoblast deprival leads to decreased osteoid production and thereby smaller and thinner calvaria, whereas calvarial fragmentation is caused by increased osteoclast stimulation through the gained preosteocytes. Together, our data demonstrate that RA-induced osteoblast-to-preosteocyte transitioning has multiple effects on developing bone in Cyp26b1 mutants, ranging from gain to loss of bone, depending on the allelic strength, the developmental stage and the cellular context.
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Affiliation(s)
- Shirine Jeradi
- Institute of Developmental Biology, University of Cologne, 50674 Cologne, Germany
| | - Matthias Hammerschmidt
- Institute of Developmental Biology, University of Cologne, 50674 Cologne, Germany Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, 50931 Cologne, Germany Center for Molecular Medicine Cologne (CMMC), University of Cologne, 50931 Cologne, Germany
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41
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Watanabe M, Sawada R, Aramaki T, Skerrett IM, Kondo S. The Physiological Characterization of Connexin41.8 and Connexin39.4, Which Are Involved in the Striped Pattern Formation of Zebrafish. J Biol Chem 2016; 291:1053-63. [PMID: 26598520 PMCID: PMC4714190 DOI: 10.1074/jbc.m115.673129] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2015] [Revised: 11/02/2015] [Indexed: 11/06/2022] Open
Abstract
The zebrafish has a striped skin pattern on its body, and Connexin41.8 (Cx41.8) and Cx39.4 are involved in striped pattern formation. Mutations in these connexins change the striped pattern to a spot or labyrinth pattern. In this study, we characterized Cx41.8 and Cx39.4 after expression in Xenopus oocytes. In addition, we analyzed Cx41.8 mutants Cx41.8I203F and Cx41.8M7, which caused spot or labyrinth skin patterns, respectively, in transgenic zebrafish. In the electrophysiological analysis, the gap junctions formed by Cx41.8 and Cx39.4 showed distinct sensitivity to transjunctional voltage. Analysis of non-junctional (hemichannel) currents revealed a large voltage-dependent current in Cx39.4-expressing oocytes that was absent in cells expressing Cx41.8. Junctional currents induced by both Cx41.8 and Cx39.4 were reduced by co-expression of Cx41.8I203F and abolished by co-expression of Cx41.8M7. In the transgenic experiment, Cx41.8I203F partially rescued the Cx41.8 null mutant phenotype, whereas Cx41.8M7 failed to rescue the null mutant, and it elicited a more severe phenotype than the Cx41.8 null mutant, as evidenced by a smaller spot pattern. Our results provide evidence that gap junctions formed by Cx41.8 play an important role in stripe/spot patterning and suggest that mutations in Cx41.8 can effect patterning by way of reduced function (I203F) and dominant negative effects (M7). Our results suggest that functional differences in Cx41.8 and Cx39.4 relate to spot or labyrinth mutant phenotypes and also provide evidence that these two connexins interact in vivo and in vitro.
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Affiliation(s)
- Masakatsu Watanabe
- From the Graduate School of Frontier Biosciences, Osaka University, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan,
| | - Risa Sawada
- From the Graduate School of Frontier Biosciences, Osaka University, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Toshihiro Aramaki
- From the Graduate School of Frontier Biosciences, Osaka University, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - I Martha Skerrett
- the Biology Department, Buffalo State College, Buffalo, New York, 14222, and
| | - Shigeru Kondo
- From the Graduate School of Frontier Biosciences, Osaka University, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan, CREST, Japan Science and Technology Agency, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan
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42
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Irion U, Singh AP, Nüsslein-Volhard C. The Developmental Genetics of Vertebrate Color Pattern Formation. Curr Top Dev Biol 2016; 117:141-69. [DOI: 10.1016/bs.ctdb.2015.12.012] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
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43
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Sköld HN, Aspengren S, Cheney KL, Wallin M. Fish Chromatophores—From Molecular Motors to Animal Behavior. INTERNATIONAL REVIEW OF CELL AND MOLECULAR BIOLOGY 2016; 321:171-219. [DOI: 10.1016/bs.ircmb.2015.09.005] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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44
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Eom DS, Bain EJ, Patterson LB, Grout ME, Parichy DM. Long-distance communication by specialized cellular projections during pigment pattern development and evolution. eLife 2015; 4. [PMID: 26701906 PMCID: PMC4764569 DOI: 10.7554/elife.12401] [Citation(s) in RCA: 90] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2015] [Accepted: 12/23/2015] [Indexed: 02/06/2023] Open
Abstract
Changes in gene activity are essential for evolutionary diversification. Yet, elucidating the cellular behaviors that underlie modifications to adult form remains a profound challenge. We use neural crest-derived adult pigmentation of zebrafish and pearl danio to uncover cellular bases for alternative pattern states. We show that stripes in zebrafish require a novel class of thin, fast cellular projection to promote Delta-Notch signaling over long distances from cells of the xanthophore lineage to melanophores. Projections depended on microfilaments and microtubules, exhibited meandering trajectories, and stabilized on target cells to which they delivered membraneous vesicles. By contrast, the uniformly patterned pearl danio lacked such projections, concomitant with Colony stimulating factor 1-dependent changes in xanthophore differentiation that likely curtail signaling available to melanophores. Our study reveals a novel mechanism of cellular communication, roles for differentiation state heterogeneity in pigment cell interactions, and an unanticipated morphogenetic behavior contributing to a striking difference in adult form. DOI:http://dx.doi.org/10.7554/eLife.12401.001 Animals have very different patterns of skin pigmentation, and these patterns can be important for survival and reproduction. Zebrafish, for example, have horizontal dark and light stripes along their bodies, while a closely related fish called the pearl danio has an almost uniform pattern. The dark stripes of the zebrafish contain cells called melanophores, while the lighter regions contain two other types of cells known as xanthophores and iridophores. These pigment cell types interact with each other to create stripes. The iridophores establish the lighter stripes and specify the position and orientation of the dark stripes. They also produce a protein called Csf1, which allows the xanthophores to mature. As the stripes form, melanophores present in lighter stripes move into nearby dark stripes. Pearl danios also contain these three types of pigment cells, but these cells remain intermingled giving the fish their uniform color. Eom et al. have now used microscopy to image pigment cells in zebrafish and pearl danio to uncover how interactions between these cells differ in species with different pigment patterns. The technique involved tagging pigment cells with fluorescent markers and using time-lapse imaging to track them during the formation of the adult pigmentation pattern. The experiments show that stripes form in zebrafish because the cells that make the xanthophores form long, thin projections that extend to neighboring melanophores. These so-called ‘airinemes’ deliver materials to melanophores and help to clear the melanophores from interstripe regions, partly by activating a cell communication pathway called Delta-Notch signaling. These cell projections are mostly absent from the cells that make xanthophores in the pearl danio due to differences in when Csf1 is produced. This alters the timing of when the xanthophores develop, leading to the loss of long-distance airineme signaling. Eom et al.’s findings identify a new way in which cells can communicate and an unanticipated cell behavior that contributes to a striking difference in the pigmentation patterns of zebrafish and pearl danio. Future studies should further our understanding of these unique projections and reveal whether they are produced by other types of cells. DOI:http://dx.doi.org/10.7554/eLife.12401.002
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Affiliation(s)
- Dae Seok Eom
- Department of Biology, University of Washington, Seattle, United States
| | - Emily J Bain
- Department of Biology, University of Washington, Seattle, United States
| | | | - Megan E Grout
- Department of Biology, University of Washington, Seattle, United States
| | - David M Parichy
- Department of Biology, University of Washington, Seattle, United States.,Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, United States
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45
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Volkening A, Sandstede B. Modelling stripe formation in zebrafish: an agent-based approach. J R Soc Interface 2015; 12:20150812. [PMID: 26538560 PMCID: PMC4685853 DOI: 10.1098/rsif.2015.0812] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2015] [Accepted: 10/13/2015] [Indexed: 11/12/2022] Open
Abstract
Zebrafish have distinctive black stripes and yellow interstripes that form owing to the interaction of different pigment cells. We present a two-population agent-based model for the development and regeneration of these stripes and interstripes informed by recent experimental results. Our model describes stripe pattern formation, laser ablation and mutations. We find that fish growth shortens the necessary scale for long-range interactions and that iridophores, a third type of pigment cell, help align stripes and interstripes.
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Affiliation(s)
| | - Björn Sandstede
- Division of Applied Mathematics, Brown University, Providence, RI 02912, USA
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46
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Abstract
Colour patterns are prominent features of many animals and have important functions in communication, such as camouflage, kin recognition and mate choice. As targets for natural as well as sexual selection, they are of high evolutionary significance. The molecular mechanisms underlying colour pattern formation in vertebrates are not well understood. Progress in transgenic tools, in vivo imaging and the availability of a large collection of mutants make the zebrafish (Danio rerio) an attractive model to study vertebrate colouration. Zebrafish display golden and blue horizontal stripes that form during metamorphosis as mosaics of yellow xanthophores, silvery or blue iridophores and black melanophores in the hypodermis. Lineage tracing revealed the origin of the adult pigment cells and their individual cellular behaviours during the formation of the striped pattern. Mutant analysis indicated that interactions between all three pigment cell types are required for the formation of the pattern, and a number of cell surface molecules and signalling systems have been identified as mediators of these interactions. The understanding of the mechanisms that underlie colour pattern formation is an important step towards deciphering the genetic basis of variation in evolution.
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Knappe S, Zammit PS, Knight RD. A population of Pax7-expressing muscle progenitor cells show differential responses to muscle injury dependent on developmental stage and injury extent. Front Aging Neurosci 2015; 7:161. [PMID: 26379543 PMCID: PMC4548158 DOI: 10.3389/fnagi.2015.00161] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2015] [Accepted: 08/06/2015] [Indexed: 02/03/2023] Open
Abstract
Skeletal muscle regeneration in vertebrates occurs by the activation of quiescent progenitor cells that express pax7 to repair and replace damaged myofibers. We have developed a mechanical injury paradigm in zebrafish to determine whether developmental stage and injury size affect the regeneration dynamics of skeletal muscle. We found that both small focal injuries, and large injuries affecting the entire myotome, lead to expression of myf5 and myogenin, which was prolonged in older larvae, indicating a slower process of regeneration. We characterized the endogenous behavior of a population of muscle-resident Pax7-expressing cells using a pax7a:eGFP transgenic line and found that GFP+ cell migration in the myotome dramatically declined between 5 and 7 days post-fertilization (dpf). Following a small single myotome injury, GFP+ cells responded by extending processes, before migrating to the injured myofibers. Furthermore, these cells responded more rapidly to injury in 4 dpf larvae compared to 7 dpf. Interestingly, we did not see GFP+ myofibers after repair of small injuries, indicating that pax7a-expressing cells did not contribute to myofiber formation in this injury context. On the contrary, numerous GFP+ myofibers could be observed after an extensive single myotome injury. Both injury models were accompanied by an increased number of proliferating GFP+ cells, which was more pronounced in larvae injured at 4 dpf than 7 dpf. This indicates intriguing developmental differences, at these early ages. Our data also suggests an interesting disparity in the role that pax7a-expressing muscle progenitor cells play during skeletal muscle regeneration, which may reflect the extent of muscle damage.
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Affiliation(s)
- Stefanie Knappe
- Department of Craniofacial Development and Stem Cell Biology, Dental Institute, King's College London London, UK
| | - Peter S Zammit
- Randall Division of Cell and Molecular Biophysics, Faculty of Life Sciences and Medicine, King's College London London, UK
| | - Robert D Knight
- Department of Craniofacial Development and Stem Cell Biology, Dental Institute, King's College London London, UK
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Singh AP, Frohnhöfer HG, Irion U, Nüsslein-Volhard C. Fish pigmentation. Response to Comment on "Local reorganization of xanthophores fine-tunes and colors the striped pattern of zebrafish". Science 2015; 348:297. [PMID: 25883351 DOI: 10.1126/science.aaa2804] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
Watanabe and Kondo question our conclusion that the current Turing-type model of color patterning in zebrafish requires modification. In addition to xanthophores and melanophores, iridophores are essential for stripe formation in the body, although not in the fins. A model of predictive value should accommodate the in vivo dynamics and interactions of all three chromatophore types in body stripe formation.
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Affiliation(s)
| | | | - Uwe Irion
- Max-Planck-Institut für Entwicklungsbiologie, Tübingen, Germany
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Watanabe M, Kondo S. Fish pigmentation. Comment on "Local reorganization of xanthophores fine-tunes and colors the striped pattern of zebrafish". Science 2015; 348:297. [PMID: 25883350 DOI: 10.1126/science.1261947] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
Mahalwar et al. (Reports, 12 September 2014, p. 1362) observed the onset of pigment pattern formation in zebrafish. They concluded that their data do not support our Turing mechanism-based model and presented an essentially different mechanism. Here, we clarify their misunderstanding that may have caused their conclusion and explain past experimental data that do not support their proposed mechanism.
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Affiliation(s)
- Masakatsu Watanabe
- Graduate School of Frontier Biosciences, Osaka University, 1-3 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Shigeru Kondo
- Graduate School of Frontier Biosciences, Osaka University, 1-3 Yamadaoka, Suita, Osaka, 565-0871, Japan.
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Painter KJ, Bloomfield JM, Sherratt JA, Gerisch A. A Nonlocal Model for Contact Attraction and Repulsion in Heterogeneous Cell Populations. Bull Math Biol 2015; 77:1132-65. [DOI: 10.1007/s11538-015-0080-x] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2014] [Accepted: 04/01/2015] [Indexed: 01/31/2023]
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