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Song J, Pu Q, Chen C, Liu X, Zhang X, Wang Z, Yan J, Wang X, Wang H, Qian Q. Neurological Outcomes of Joint Exposure to Polystyrene Micro/Nanospheres and Silver Nanoparticles in Zebrafish. ENVIRONMENTAL HEALTH PERSPECTIVES 2025; 133:57007. [PMID: 40138633 PMCID: PMC12068508 DOI: 10.1289/ehp14873] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/23/2024] [Revised: 03/04/2025] [Accepted: 03/20/2025] [Indexed: 03/29/2025]
Abstract
BACKGROUND Micro/nanoplastics and silver nanoparticles (AgNPs) are emerging environmental contaminants widely detected in aquatic environments. However, previous research has primarily focused on the interactions between micro/nanoplastics and organic substances or heavy metals, whereas the interactions and combined toxic effects of micro/nanoplastics with AgNPs remain unclear. OBJECTIVE Our study aimed to investigate the effects and mechanisms of coexposure to AgNPs and polystyrene micro/nanospheres (PS M/NPs) on the nervous system, comparing the toxicity of AgNPs alone and in combination with PS M/NPs in larval zebrafish. METHODS We investigated the dynamics of AgNPs' (5 nm ) adsorption onto PS M/NPs (5 μ m / 100 nm ) using inductively coupled plasma-mass spectrometry. Zebrafish larvae were coexposed to PS M/NPs (200 μ g / L ) and AgNPs (10 μ g / L ) from 6 h post fertilization (hpf) to 72 hpf to ∼ 120 hpf to evaluate neuroinflammatory effects from multiple perspectives, including developmental abnormalities, oxidative stress, neurobehavioral differences, vascular development, immune responses, differences in gene expression, and differences upon neuroinflammation inhibitor addition. RESULTS Adsorption experiments showed PS M/NPs could stably adsorb AgNPs, with higher adsorption in smaller particles. Zebrafish larvae exposed to combined PS M/NPs and AgNPs demonstrated neurodevelopmental abnormalities, including developmental malformations, lower levels of locomotor activity, delayed response, and abnormal neuronal development. In addition, exposed zebrafish also exhibited disrupted neurodevelopmental markers, including vascular and apoptotic indicators, and oxidative stress and neuroimmune responses. Quantitative real-time polymerase chain reaction analysis showed differences in gene expression within neurotoxic pathways in PS M/NPs and AgNPs-exposed zebrafish, focusing on key genes in immunity, apoptosis, vascular, and neural development. Furthermore, these neurotoxic effects induced by combined exposure were alleviated following the introduction of the neuroinflammation inhibitor curcumin. DISCUSSION Our findings demonstrate that polystyrene nanospheres (PSNPs) intensified AgNPs-induced neurotoxicity in larval zebrafish, whereas polystyrene microspheres (PSMPs) had a lesser effect, indicating distinct gene regulation roles when combined with AgNPs. These findings enhance the assessment of environmental risks in settings with coexisting nanomaterials and microplastics, offering important insights for evaluating combined exposure risks. https://doi.org/10.1289/EHP14873.
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Affiliation(s)
- Jie Song
- National and Local Joint Engineering Laboratory of Municipal Sewage Resource Utilization Technology, School of Environmental Science and Engineering, Suzhou University of Science and Technology, Suzhou, China
| | - Qian Pu
- National and Local Joint Engineering Laboratory of Municipal Sewage Resource Utilization Technology, School of Environmental Science and Engineering, Suzhou University of Science and Technology, Suzhou, China
| | - Chen Chen
- National and Local Joint Engineering Laboratory of Municipal Sewage Resource Utilization Technology, School of Environmental Science and Engineering, Suzhou University of Science and Technology, Suzhou, China
| | - Xingcheng Liu
- National and Local Joint Engineering Laboratory of Municipal Sewage Resource Utilization Technology, School of Environmental Science and Engineering, Suzhou University of Science and Technology, Suzhou, China
| | - Xinlei Zhang
- National and Local Joint Engineering Laboratory of Municipal Sewage Resource Utilization Technology, School of Environmental Science and Engineering, Suzhou University of Science and Technology, Suzhou, China
| | - Zejun Wang
- National and Local Joint Engineering Laboratory of Municipal Sewage Resource Utilization Technology, School of Environmental Science and Engineering, Suzhou University of Science and Technology, Suzhou, China
| | - Jin Yan
- National and Local Joint Engineering Laboratory of Municipal Sewage Resource Utilization Technology, School of Environmental Science and Engineering, Suzhou University of Science and Technology, Suzhou, China
| | - Xuedong Wang
- National and Local Joint Engineering Laboratory of Municipal Sewage Resource Utilization Technology, School of Environmental Science and Engineering, Suzhou University of Science and Technology, Suzhou, China
| | - Huili Wang
- National and Local Joint Engineering Laboratory of Municipal Sewage Resource Utilization Technology, School of Environmental Science and Engineering, Suzhou University of Science and Technology, Suzhou, China
| | - Qiuhui Qian
- National and Local Joint Engineering Laboratory of Municipal Sewage Resource Utilization Technology, School of Environmental Science and Engineering, Suzhou University of Science and Technology, Suzhou, China
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Qin YX. Mechanobiology in cellular, molecular, and tissue adaptation. MECHANOBIOLOGY IN MEDICINE 2023; 1:100022. [PMID: 40395638 PMCID: PMC12082144 DOI: 10.1016/j.mbm.2023.100022] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Accepted: 08/17/2023] [Indexed: 05/22/2025]
Abstract
The use of mechanical biology and biomechanical signal transduction is a novel approach to attenuate biological tissue degeneration, whereas the understanding of specific cellular responses is critical to delineate the underlying mechanism. Dynamic mechanical signals with optimized loading signals, i.e., intensity and frequency, have been shown to have the potential to regulate adaptation and regeneration. Mechanotransduction pathways are of great interest in elucidating how mechanical signals produce such observed effects, including reduced tissue mass loss, increased healing and formation, and cell differentiation. While mechanobiology in the adaptation of cells and tissues is observed and recorded in the literature, its application in disease mechanism and treatment is under development. We would congratulate the opening of the Mechanobiology in Medicine journal, which provides an effective platform for advanced research in basic mechanotransduction and its translation in disease diagnosis, therapeutics, and beyond. This review aims to develop a cellular and molecular understanding of the mechanotransduction processes in tissue regeneration, which may provide new insights into disease mechanisms and the promotion of healing. Particular attention is allotted to the responses of mechanical loading, including potential cellular and molecular pathways, such as mechanotransduction associated with mechanotransduction pathways (e.g., Piezo ion channels and Wnt signaling), immune-response, neuron development, tissue adaptation and repair, and stem cell differentiation. Altogether, these discussed data highlight the complex yet highly coordinated mechanotransduction process in tissue regeneration.
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Affiliation(s)
- Yi-Xian Qin
- Stony Brook University, Stony Brook, NY, USA
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Wang J, Wang D, Hu G, Yang L, Liu Z, Yan D, Serikuly N, Alpyshov E, Demin KA, Strekalova T, Gil Barcellos LJ, Barcellos HHA, Amstislavskaya TG, de Abreu MS, Kalueff AV. The role of auditory and vibration stimuli in zebrafish neurobehavioral models. Behav Processes 2021; 193:104505. [PMID: 34547376 DOI: 10.1016/j.beproc.2021.104505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Revised: 09/09/2021] [Accepted: 09/14/2021] [Indexed: 11/16/2022]
Abstract
Strongly affecting human and animal physiology, sounds and vibration are critical environmental factors whose complex role in behavioral and brain functions necessitates further clinical and experimental studies. Zebrafish are a promising model organism for neuroscience research, including probing the contribution of auditory and vibration stimuli to neurobehavioral processes. Here, we summarize mounting evidence on the role of sound and vibration in zebrafish behavior and brain function, and outline future directions of translational research in this field. With the growing environmental exposure to noise and vibration, we call for more active use of zebrafish models for probing neurobehavioral and bioenvironmental consequences of acute and long-term exposure to sounds and vibration in complex biological systems.
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Affiliation(s)
- Jingtao Wang
- School of Pharmacy, Southwest University, Chongqing, China
| | - Dongmei Wang
- School of Pharmacy, Southwest University, Chongqing, China
| | - Guojun Hu
- School of Pharmacy, Southwest University, Chongqing, China
| | - LongEn Yang
- School of Pharmacy, Southwest University, Chongqing, China
| | - ZiYuan Liu
- School of Pharmacy, Southwest University, Chongqing, China
| | - Dongni Yan
- School of Pharmacy, Southwest University, Chongqing, China
| | - Nazar Serikuly
- School of Pharmacy, Southwest University, Chongqing, China
| | - Erik Alpyshov
- School of Pharmacy, Southwest University, Chongqing, China
| | - Konstantin A Demin
- St. Petersburg State University, St. Petersburg, Russia; Neurobiology Program, Sirius University, Sochi, Russia
| | - Tatiana Strekalova
- I.M. Sechenov First Moscow State Medical University, Moscow, Russia; Maastricht University, Maastricht, The Netherlands; Research Institute of General Pathology and Pathophysiology, Moscow, Russia
| | - Leonardo J Gil Barcellos
- Graduate Programs in Bio-experimentation and Environmental Sciences, University of Passo Fundo, Passo Fundo, Brazil; Graduate Program in Pharmacology, Federal University of Santa Maria, Santa Maria, Brazil
| | | | | | - Murilo S de Abreu
- Bioscience Institute, University of Passo Fundo, Passo Fundo, Brazil; Laboratory of Cell and Molecular Biology and Neurobiology, Moscow Institute of Physics and Technology, Moscow, Russia.
| | - Allan V Kalueff
- School of Pharmacy, Southwest University, Chongqing, China; Ural Federal University, Ekaterinburg, Russia.
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Pullaguri N, Grover P, Abhishek S, Rajakumara E, Bhargava Y, Bhargava A. Triclosan affects motor function in zebrafish larva by inhibiting ache and syn2a genes. CHEMOSPHERE 2021; 266:128930. [PMID: 33223207 DOI: 10.1016/j.chemosphere.2020.128930] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Revised: 10/31/2020] [Accepted: 11/08/2020] [Indexed: 06/11/2023]
Abstract
The widespread use of triclosan in personal care products as an antimicrobial agent is leading to its alarming tissue-bioaccumulation including human brain. However, knowledge of its potential effects on the vertebrate nervous system is still limited. Here, we hypothesized that sublethal triclosan concentrations are potent enough to alter motor neuron structure and function in zebrafish embryos exposed for prolonged duration. In this study, zebrafish embryos were used as vertebrate-animal model. Prolonged exposure (up to 4 days) of 0.6 mg/L (LC50, 96 h) and 0.3 mg/L (<LC50, Sublethal) triclosan produced aberrations in motor neuron innervations in skeletal muscles and reduced touch-evoked escape response in zebrafish larvae. This suggests motor dysfunction in treated embryos. To further explore the mechanisms of triclosan induced neurotoxicity, we determined the enzyme activity of acetylcholinesterase (AChE) and the expression of acetylcholinesterase (ache), myelin basic protein (mbp) and synapsin IIa (syn2a) genes which play an important role in the neural development and synaptic transmission. The ache and syn2a genes were down-regulated in triclosan treated larvae without any significant changes in mbp gene expression. At functional level, we observed a decrease in the AChE activity. Furthermore, docking results showed that triclosan can form a stable interaction with binding pocket of AChE and perhaps it can compete with natural acetylcholine for direct binding to AChE thereby inhibiting it and affecting cholinergic transmission. Therefore, triclosan can be regarded as a neurotoxic agent even at sublethal concentrations. Overall, the growing toxicological evidence against triclosan including ours suggest caution in its widespread use.
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Affiliation(s)
- Narasimha Pullaguri
- Department of Biotechnology, Indian Institute of Technology Hyderabad (IITH), Kandi, Sangareddy, Telangana, 502285, India
| | - Poonam Grover
- Department of Biotechnology, Indian Institute of Technology Hyderabad (IITH), Kandi, Sangareddy, Telangana, 502285, India
| | - Suman Abhishek
- Macromolecular Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology Hyderabad (IITH), Kandi, Sangareddy, Telangana, 502285, India
| | - Eerappa Rajakumara
- Macromolecular Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology Hyderabad (IITH), Kandi, Sangareddy, Telangana, 502285, India
| | - Yogesh Bhargava
- Molecular Engineering and Imaging Lab, School of Biological Sciences, Dr Harisingh Gour Central University, Sagar, MP, 470003, India
| | - Anamika Bhargava
- Department of Biotechnology, Indian Institute of Technology Hyderabad (IITH), Kandi, Sangareddy, Telangana, 502285, India.
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Recording Channelrhodopsin-Evoked Field Potentials and Startle Responses from Larval Zebrafish. Methods Mol Biol 2021; 2191:201-220. [PMID: 32865747 DOI: 10.1007/978-1-0716-0830-2_13] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Zebrafish are an excellent model organism to study many aspects of vertebrate sensory encoding and behavior. Their escape responses begin with a C-shaped body bend followed by several swimming bouts away from the potentially threatening stimulus. This highly stereotyped motor behavior provides a model for studying startle reflexes and the neural circuitry underlying multisensory encoding and locomotion. Channelrhodopsin (ChR2) can be expressed in the lateral line and ear hair cells of zebrafish and can be excited in vivo to elicit these rapid forms of escape. Here we review our methods for studying transgenic ChR2-expressing zebrafish larvae, including screening for positive expression of ChR2 and recording field potentials and high-speed videos of optically evoked escape responses. We also highlight important features of the acquired data and provide a brief review of other zebrafish research that utilizes or has the potential to benefit from ChR2 and optogenetics.
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Kermen F, Darnet L, Wiest C, Palumbo F, Bechert J, Uslu O, Yaksi E. Stimulus-specific behavioral responses of zebrafish to a large range of odors exhibit individual variability. BMC Biol 2020; 18:66. [PMID: 32539727 PMCID: PMC7296676 DOI: 10.1186/s12915-020-00801-8] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2019] [Accepted: 05/22/2020] [Indexed: 02/02/2023] Open
Abstract
BACKGROUND Odor-driven behaviors such as feeding, mating, and predator avoidance are crucial for animal survival. The neural pathways processing these behaviors have been well characterized in a number of species, and involve the activity of diverse brain regions following stimulation of the olfactory bulb by specific odors. However, while the zebrafish olfactory circuitry is well understood, a comprehensive characterization linking odor-driven behaviors to specific odors is needed to better relate olfactory computations to animal responses. RESULTS Here, we used a medium-throughput setup to measure the swimming trajectories of 10 zebrafish in response to 17 ecologically relevant odors. By selecting appropriate locomotor metrics, we constructed ethograms systematically describing odor-induced changes in the swimming trajectory. We found that adult zebrafish reacted to most odorants using different behavioral programs and that a combination of a few relevant behavioral metrics enabled us to capture most of the variance in these innate odor responses. We observed that individual components of natural food and alarm odors do not elicit the full behavioral response. Finally, we show that zebrafish blood elicits prominent defensive behaviors similar to those evoked by skin extract and activates spatially overlapping olfactory bulb domains. CONCLUSION Altogether, our results highlight a prominent intra- and inter-individual variability in zebrafish odor-driven behaviors and identify a small set of waterborne odors that elicit robust responses. Our behavioral setup and our results will be useful resources for future studies interested in characterizing innate olfactory behaviors in aquatic animals.
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Affiliation(s)
- Florence Kermen
- Kavli Institute for Systems Neuroscience and Centre for Neural Computation, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, 7030, Trondheim, Norway.
- Neuro-Electronics Research Flanders, Imec Campus, Kapeldreef 75, 3001, Leuven, Belgium.
- Department of Biology, Faculty of Natural Sciences, Norwegian University of Science and Technology, 7491, Trondheim, Norway.
- KU Leuven, 3000, Leuven, Belgium.
| | - Lea Darnet
- Neuro-Electronics Research Flanders, Imec Campus, Kapeldreef 75, 3001, Leuven, Belgium
- KU Leuven, 3000, Leuven, Belgium
| | - Christoph Wiest
- Kavli Institute for Systems Neuroscience and Centre for Neural Computation, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, 7030, Trondheim, Norway
- Medical Research Council Brain Network Dynamics Unit, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, UK
| | - Fabrizio Palumbo
- Kavli Institute for Systems Neuroscience and Centre for Neural Computation, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, 7030, Trondheim, Norway
| | - Jack Bechert
- Neuro-Electronics Research Flanders, Imec Campus, Kapeldreef 75, 3001, Leuven, Belgium
- KU Leuven, 3000, Leuven, Belgium
| | - Ozge Uslu
- Neuro-Electronics Research Flanders, Imec Campus, Kapeldreef 75, 3001, Leuven, Belgium
- KU Leuven, 3000, Leuven, Belgium
| | - Emre Yaksi
- Kavli Institute for Systems Neuroscience and Centre for Neural Computation, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, 7030, Trondheim, Norway.
- Neuro-Electronics Research Flanders, Imec Campus, Kapeldreef 75, 3001, Leuven, Belgium.
- KU Leuven, 3000, Leuven, Belgium.
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7
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Han E, Ho Oh K, Park S, Chan Rah Y, Park HC, Koun S, Choi J. Analysis of behavioral changes in zebrafish (Danio rerio) larvae caused by aminoglycoside-induced damage to the lateral line and muscles. Neurotoxicology 2020; 78:134-142. [PMID: 32169463 DOI: 10.1016/j.neuro.2020.03.005] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2019] [Revised: 02/29/2020] [Accepted: 03/09/2020] [Indexed: 12/13/2022]
Abstract
Zebrafish behavior is influenced by the lateral line hair cells and muscles. Drug-induced behavioral changes can serve as indicators in the evaluation of drug toxicity. The aminoglycoside family of antibiotics comprise a number of agents, including neomycin (NM) and gentamicin (GM). We hypothesized that NM and GM exert different effects on zebrafish larvae through their action on the lateral line and muscle fibers, inducing different swimming behavioral patterns such as locomotor behavior and the startle response. In this study, 125 μM NM and 5, 10, 20 μM GM induced hair cell damage in the anterior and posterior lateral lines of zebrafish larvae. However, unlike GM, 125 μM NM also caused muscle damage. Locomotor behavior was decreased in the 125 μM NM-exposed group compared to the group exposed to GM. Furthermore, 125 μM NM exposure induced significantly different patterns of various indices of startle behavior compared with the GM exposure groups. Additionally, the larvae exhibited different startle responses depending on the concentration of GM. These results suggest that GM may be the drug-of-choice for analyzing behavioral changes in zebrafish caused by damage to the lateral line alone. Our study highlights the importance of confirming muscle damage in behavioral analyses using zebrafish.
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Affiliation(s)
- Eunjung Han
- Department of Otorhinolaryngology - Head and Neck Surgery, Korea University Ansan Hospital, Korea University, College of Medicine, Seoul, Republic of Korea; Laboratory of Neurodevelopmental Genetics, Graduate School of Medicine, Korea University, Seoul, Republic of Korea
| | - Kyoung Ho Oh
- Department of Otorhinolaryngology - Head and Neck Surgery, Korea University Ansan Hospital, Korea University, College of Medicine, Seoul, Republic of Korea; Korea University Zebrafish Translational Medical Research Center, Ansan, Republic of Korea
| | - Saemi Park
- Department of Otorhinolaryngology - Head and Neck Surgery, Korea University Ansan Hospital, Korea University, College of Medicine, Seoul, Republic of Korea
| | - Yoon Chan Rah
- Department of Otorhinolaryngology - Head and Neck Surgery, Korea University Ansan Hospital, Korea University, College of Medicine, Seoul, Republic of Korea
| | - Hae-Chul Park
- Laboratory of Neurodevelopmental Genetics, Graduate School of Medicine, Korea University, Seoul, Republic of Korea; Korea University Zebrafish Translational Medical Research Center, Ansan, Republic of Korea
| | - Soonil Koun
- Biomedical Research Center, Korea University Ansan Hospital, Ansan, Republic of Korea; Korea University Zebrafish Translational Medical Research Center, Ansan, Republic of Korea.
| | - June Choi
- Department of Otorhinolaryngology - Head and Neck Surgery, Korea University Ansan Hospital, Korea University, College of Medicine, Seoul, Republic of Korea; Korea University Zebrafish Translational Medical Research Center, Ansan, Republic of Korea.
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8
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Alcohol exposure during embryonic development: An opportunity to conduct systematic developmental time course analyses in zebrafish. Neurosci Biobehav Rev 2019; 98:185-193. [PMID: 30641117 DOI: 10.1016/j.neubiorev.2019.01.012] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Revised: 01/09/2019] [Accepted: 01/11/2019] [Indexed: 12/16/2022]
Abstract
Ethanol affects numerous neurobiological processes depending upon the developmental stage at which it reaches the vertebrate embryo. Exposure time dependency may explain the variable severity and manifestation of life-long symptoms observed in fetal alcohol spectrum disorder (FASD) patients. Characterization of behavioural deficits will help us understand developmental stage-dependency and its underlying biological mechanisms. Here we highlight pioneering studies that model FASD using zebrafish, including those that demonstrated developmental stage-dependency of alcohol effects on some behaviours. We also succinctly review the more expansive mammalian literature, briefly discuss potential developmental stage dependent biological mechanisms alcohol alters, and review some of the disadvantages of mammalian systems versus the zebrafish. We stress that the temporal control of alcohol administration in the externally developing zebrafish gives unprecedented precision and is a major advantage of this species over other model organisms employed so far. We also emphasize that the zebrafish is well suited for high throughput screening and will allow systematic exploration of embryonic-stage dependent alcohol effects via mutagenesis and drug screens.
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Alsalman M, Colvert B, Kanso E. Training bioinspired sensors to classify flows. BIOINSPIRATION & BIOMIMETICS 2018; 14:016009. [PMID: 30479313 DOI: 10.1088/1748-3190/aaef1d] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
We consider the inverse problem of classifying flow patterns from local sensory measurements. This problem is inspired by the ability of various aquatic organisms to respond to ambient flow signals, and is relevant for translating these abilities to underwater robotic vehicles. In Colvert, Alsalman and Kanso, B&B (2018), we trained neural networks to classify vortical flows by relying on a single flow sensor that measures a 'time history' of the local vorticity. Here, we systematically investigate the effects of distinct types of sensors on the accuracy of flow classification. We consider four types of sensors-vorticity, flow velocities parallel and transverse to the direction of flow propagation, and flow speed-and show that the networks trained using transverse velocity outperform other networks, even when subjected to aggressive data corruption. We then train the network to classify flow patterns instantaneously, using a spatially-distributed array of sensors and a single 'one time' sensory measurement. The network, based on a handful of spatially-distributed sensors, exhibits remarkable accuracy in flow classification. These results lay the groundwork for developing learning algorithms for the dynamic deployment of sensory arrays in unsteady flows.
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Affiliation(s)
- Mohamad Alsalman
- Aerospace and Mechanical Engineering, University of Southern California, Los Angeles, CA 90089, United States of America
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10
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Sykes DJ, Suriyampola PS, Martins EP. Recent experience impacts social behavior in a novel context by adult zebrafish (Danio rerio). PLoS One 2018; 13:e0204994. [PMID: 30335773 PMCID: PMC6193632 DOI: 10.1371/journal.pone.0204994] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2017] [Accepted: 09/18/2018] [Indexed: 12/12/2022] Open
Abstract
Many animals exhibit behavioral plasticity as they move between habitats seasonally, reside in fluctuating environments, or respond to human-induced environmental change. We know that physical environment during early development can have a lasting impact on behavior, and on the neural mechanisms that shape behavior. In adults, social context can have similar persistent effects on behavior and the brain. Here, we asked whether physical context impacts adult social behavior in a novel environment. We placed groups of adult zebrafish (Danio rerio) in two different physical contexts. After two weeks, we measured group behavior in a novel context, and found that zebrafish with recent experience in a more-complex physical environment charged each other more often and tended to form tighter shoals than did fish that had been housed in less-complex environments. These differences were present regardless of the novel context in which we assayed behavior, and were not easily explained by differences in activity level. Our results demonstrate the impact of recent experiences on adult behavior, and highlight the importance of physical as well as social history in predicting animal behavior in novel situations.
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Affiliation(s)
- Delawrence J. Sykes
- Department of Biology, Indiana University, Bloomington, Indiana, United States of America
- Molecular and Integrative Physiology, University of Michigan, Ann Arbor, Michigan, United States of America
- * E-mail:
| | - Piyumika S. Suriyampola
- Department of Biology, Indiana University, Bloomington, Indiana, United States of America
- School of Life Sciences, Arizona State University, Tempe, Arizona, United States of America
| | - Emília P. Martins
- School of Life Sciences, Arizona State University, Tempe, Arizona, United States of America
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Wang F, Fang M, Hinton DE, Chernick M, Jia S, Zhang Y, Xie L, Dong W, Dong W. Increased coiling frequency linked to apoptosis in the brain and altered thyroid signaling in zebrafish embryos (Danio rerio) exposed to the PBDE metabolite 6-OH-BDE-47. CHEMOSPHERE 2018; 198:342-350. [PMID: 29421749 PMCID: PMC7006228 DOI: 10.1016/j.chemosphere.2018.01.081] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Revised: 01/13/2018] [Accepted: 01/16/2018] [Indexed: 05/04/2023]
Abstract
Polybrominated diphenyl ethers (PBDEs) are a group of brominated flame retardants that are ubiquitously detected in the environment and associated with adverse health outcomes. 6-OH-BDE-47 is a metabolite of the flame retardant, 2,2',4,4'-Tetrabromodiphenyl ether (BDE-47), and there is increasing concern regarding its developmental neurotoxicity and endocrine disrupting properties. In this study, we report that early life exposure in zebrafish (Danio rerio) embryos to 6-OH-BDE-47 (50 and 100 nM) resulted in higher coiling frequency and significantly increased apoptotic cells in the brain. These effects were partially rescued by overexpression of thyroid hormone receptor β (THRβ) mRNA. Moreover, exposure to 100 nM 6-OH-BDE-47 significantly reduced the number of hypothalamic 5-hydroxytryptamine (5-HT, serotonin)-immunoreactive (5-HT-ir) neurons and the mRNA expression of tryptophan hydroxylase 2 (TPH2). These results indicate that 6-OH-BDE-47 affected thyroid hormone regulation through THRβ and negatively impacted the nervous system, in turn, affecting coiling behavior. Correlations of these endpoints suggest that coiling frequency could be used as an indicator of neurotoxicity in embryos.
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Affiliation(s)
- Feng Wang
- Inner Mongolia Key Laboratory of Toxicant Monitoring and Toxicology, Collage of Animal Science and Technology, Inner Mongolia University for Nationalities, Tongliao, Inner Mongolia, 028000, China
| | - Mingliang Fang
- School of Civil and Environmental Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore, 639798, Singapore
| | - David E Hinton
- Nicholas School of the Environment, Duke University, Durham, NC, 27708, United States
| | - Melissa Chernick
- Nicholas School of the Environment, Duke University, Durham, NC, 27708, United States
| | - Shenglan Jia
- School of Civil and Environmental Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore, 639798, Singapore
| | - Yingdan Zhang
- School of Civil and Environmental Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore, 639798, Singapore
| | - Lingtian Xie
- The Environmental Research Institute, MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou, Guangdong, 510006, China
| | - Wenjing Dong
- Inner Mongolia Key Laboratory of Toxicant Monitoring and Toxicology, Collage of Animal Science and Technology, Inner Mongolia University for Nationalities, Tongliao, Inner Mongolia, 028000, China
| | - Wu Dong
- Inner Mongolia Key Laboratory of Toxicant Monitoring and Toxicology, Collage of Animal Science and Technology, Inner Mongolia University for Nationalities, Tongliao, Inner Mongolia, 028000, China; Nicholas School of the Environment, Duke University, Durham, NC, 27708, United States.
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