1
|
Khalili A, van Wijngaarden E, Zoidl GR, Rezai P. Simultaneous screening of zebrafish larvae cardiac and respiratory functions: a microfluidic multi-phenotypic approach. INTEGRATIVE BIOLOGY : QUANTITATIVE BIOSCIENCES FROM NANO TO MACRO 2022; 14:162-170. [PMID: 36416255 DOI: 10.1093/intbio/zyac015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 09/16/2022] [Accepted: 10/06/2022] [Indexed: 11/24/2022]
Abstract
Multi-phenotypic screening of multiple zebrafish larvae plays an important role in enhancing the quality and speed of biological assays. Many microfluidic platforms have been presented for zebrafish phenotypic assays, but multi-organ screening of multiple larvae, from different needed orientations, in a single device that can enable rapid and large-sample testing is yet to be achieved. Here, we propose a multi-phenotypic quadruple-fish microfluidic chip for simultaneous monitoring of heart activity and fin movement of 5-7-day postfertilization zebrafish larvae trapped in the chip. In each experiment, fin movements of four larvae were quantified in the dorsal view in terms of fin beat frequency (FBF). Positioning of four optical prisms next to the traps provided the lateral views of the four larvae and enabled heart rate (HR) monitoring. The device's functionality in chemical testing was validated by assessing the impacts of ethanol on heart and fin activities. Larvae treated with 3% ethanol displayed a significant drop of 13.2 and 35.8% in HR and FBF, respectively. Subsequent tests with cadmium chloride highlighted the novel application of our device for screening the effect of heavy metals on cardiac and respiratory function at the same time. Exposure to 5 $\mu$g/l cadmium chloride revealed a significant increase of 8.2% and 39.2% in HR and FBF, respectively. The device can be employed to monitor multi-phenotypic behavioral responses of zebrafish larvae induced by chemical stimuli in various chemical screening assays, in applications such as ecotoxicology and drug discovery.
Collapse
Affiliation(s)
- Arezoo Khalili
- Department of Mechanical Engineering, York University, Toronto, ON, Canada
| | | | - Georg R Zoidl
- Department of Biology, York University, Toronto, ON, Canada
| | - Pouya Rezai
- Department of Mechanical Engineering, York University, Toronto, ON, Canada
| |
Collapse
|
2
|
Yang G, Wang L, Qin X, Chen X, Liang Y, Jin X, Chen C, Zhang W, Pan W, Li H. Heterogeneities of zebrafish vasculature development studied by a high throughput light-sheet flow imaging system. BIOMEDICAL OPTICS EXPRESS 2022; 13:5344-5357. [PMID: 36425637 PMCID: PMC9664872 DOI: 10.1364/boe.470058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Revised: 08/17/2022] [Accepted: 08/30/2022] [Indexed: 06/16/2023]
Abstract
Zebrafish is one of the ideal model animals to study the structural and functional heterogeneities in development. However, the lack of high throughput 3D imaging techniques has limited studies to only a few samples, despite zebrafish spawning tens of embryos at once. Here, we report a light-sheet flow imaging system (LS-FIS) based on light-sheet illumination and a continuous flow imager. LS-FIS enables whole-larva 3D imaging of tens of samples within half an hour. The high throughput 3D imaging capability of LS-FIS was demonstrated with the developmental study of the zebrafish vasculature from 3 to 9 days post-fertilization. Statistical analysis shows significant variances in trunk vessel development but less in hyaloid vessel development.
Collapse
Affiliation(s)
- Guang Yang
- School of Biomedical Engineering (Suzhou), Division of Life Sciences and Medicine, University of Science and Technology of China, Suzhou 215163, China
- Jiangsu Key Laboratory of Medical Optics,
Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou 215163, China
| | - Linbo Wang
- School of Biomedical Engineering (Suzhou), Division of Life Sciences and Medicine, University of Science and Technology of China, Suzhou 215163, China
- Jiangsu Key Laboratory of Medical Optics,
Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou 215163, China
| | - Xiaofei Qin
- Jiangsu Key Laboratory of Medical Optics,
Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou 215163, China
| | - Xiaohu Chen
- Jiangsu Key Laboratory of Medical Optics,
Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou 215163, China
| | - Yong Liang
- School of Biomedical Engineering (Suzhou), Division of Life Sciences and Medicine, University of Science and Technology of China, Suzhou 215163, China
- Jiangsu Key Laboratory of Medical Optics,
Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou 215163, China
| | - Xin Jin
- Jiangsu Key Laboratory of Medical Optics,
Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou 215163, China
| | - Chong Chen
- School of Biomedical Engineering (Suzhou), Division of Life Sciences and Medicine, University of Science and Technology of China, Suzhou 215163, China
- Jiangsu Key Laboratory of Medical Optics,
Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou 215163, China
| | - Wenjuan Zhang
- Shanghai Institute of Nutrition and Health, Chinese Academy of Sciences, Shanghai 200031, China
| | - Weijun Pan
- Shanghai Institute of Nutrition and Health, Chinese Academy of Sciences, Shanghai 200031, China
| | - Hui Li
- Jiangsu Key Laboratory of Medical Optics,
Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou 215163, China
| |
Collapse
|
3
|
Otterstrom JJ, Lubin A, Payne EM, Paran Y. Technologies bringing young Zebrafish from a niche field to the limelight. SLAS Technol 2022; 27:109-120. [PMID: 35058207 DOI: 10.1016/j.slast.2021.12.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
Fundamental life science and pharmaceutical research are continually striving to provide physiologically relevant context for their biological studies. Zebrafish present an opportunity for high-content screening (HCS) to bring a true in vivo model system to screening studies. Zebrafish embryos and young larvae are an economical, human-relevant model organism that are amenable to both genetic engineering and modification, and direct inspection via microscopy. The use of these organisms entails unique challenges that new technologies are overcoming, including artificial intelligence (AI). In this perspective article, we describe the state-of-the-art in terms of automated sample handling, imaging, and data analysis with zebrafish during early developmental stages. We highlight advances in orienting the embryos, including the use of robots, microfluidics, and creative multi-well plate solutions. Analyzing the micrographs in a fast, reliable fashion that maintains the anatomical context of the fluorescently labeled cells is a crucial step. Existing software solutions range from AI-driven commercial solutions to bespoke analysis algorithms. Deep learning appears to be a critical tool that researchers are only beginning to apply, but already facilitates many automated steps in the experimental workflow. Currently, such work has permitted the cellular quantification of multiple cell types in vivo, including stem cell responses to stress and drugs, neuronal myelination and macrophage behavior during inflammation and infection. We evaluate pro and cons of proprietary versus open-source methodologies for combining technologies into fully automated workflows of zebrafish studies. Zebrafish are poised to charge into HCS with ever-greater presence, bringing a new level of physiological context.
Collapse
Affiliation(s)
| | - Alexandra Lubin
- Research Department of Hematology, Cancer Institute, University College London, London, UK
| | - Elspeth M Payne
- Research Department of Hematology, Cancer Institute, University College London, London, UK
| | | |
Collapse
|
4
|
Khalili A, van Wijngaarden E, Zoidl GR, Rezai P. Dopaminergic signaling regulates zebrafish larvae's response to electricity. Biotechnol J 2022; 17:e2100561. [PMID: 35332995 DOI: 10.1002/biot.202100561] [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: 10/14/2021] [Revised: 02/27/2022] [Accepted: 03/19/2022] [Indexed: 11/12/2022]
Abstract
Electrical stimulation of brain or muscle activities has gained attention for studying the molecular and cellular mechanisms involved in electric-induced responses. We recently showed zebrafish's response to electricity. Here, we hypothesized that this response is affected by the dopaminergic signaling pathways. The effects of multiple dopamine agonists and antagonists on the electric response of 6 days-postfertilization zebrafish larvae were investigated using a microfluidic device with enhanced control of experimentation and throughput. All dopamine antagonists decreased locomotor activities, while dopamine agonists did not induce similar behaviors. The D2-selective dopamine agonist quinpirole enhanced the movement. Exposure to nonselective and D1-selective dopamine agonists apomorphine and SKF-81297 caused no significant change in the electric response. Exposing larvae that were pretreated with nonselective and D2-selective dopamine antagonists butaclamol and haloperidol to apomorphine and quinpirole, respectively, restored the electric locomotion. These results reveal a correlation between electric response and dopamine signaling pathway. Furthermore, they demonstrate that electric-induced zebrafish larvae locomotion can be conditioned by modulating dopamine receptor functions. Our electrofluidic assay has profound application potential for fundamental electric-induced response research and brain disorder studies especially those related to the dopamine imbalance and as a chemical screening method when investigating biological pathways and behaviors. This article is protected by copyright. All rights reserved.
Collapse
Affiliation(s)
- Arezoo Khalili
- Department of Mechanical Engineering, York University, Toronto, ON, Canada
| | | | - Georg R Zoidl
- Department of Biology, York University, Toronto, ON, Canada
| | - Pouya Rezai
- Department of Mechanical Engineering, York University, Toronto, ON, Canada
| |
Collapse
|
5
|
Khalili A, van Wijngaarden E, Youssef K, Zoidl GR, Rezai P. Microfluidic devices for behavioral screening of multiple Zebrafish Larvae: Design investigation process. Biotechnol J 2021; 17:e2100076. [PMID: 34480402 DOI: 10.1002/biot.202100076] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2021] [Revised: 08/25/2021] [Accepted: 08/30/2021] [Indexed: 11/11/2022]
Abstract
Microfluidic devices have been introduced for phenotypic screening of zebrafish larvae in both fundamental and pre-clinical research. One of the remaining challenges for the broad use of microfluidic devices is their limited throughput, especially in behavioural assays. Previously, we introduced the tail locomotion of a semi-mobile zebrafish larva evoked on-demand with electric signal in a microfluidic device. Here, we report the lessons learned for increasing the number of specimens from one to four larvae in this device. Multiple parameters including loading and testing time per fish and loading and orientation efficiencies were refined to optimize the performance of modified designs. Simulations of the flow and electric field within the final device provided insight into the flow behavior and functionality of traps when compared to previous single-larva devices. Outcomes led to a new design which decreased the testing time per larva by approximately 60%. Further, loading and orientation efficiencies increased by more than 80%. Critical behavioural parameters such as response duration and tail beat frequency were similar in both single and quadruple-fish devices. The developed microfluidic device has significant advantages for greater throughput and efficiency when behavioral phenotyping is required in various applications, including chemical testing in toxicology and gene screening. This article is protected by copyright. All rights reserved.
Collapse
Affiliation(s)
- Arezoo Khalili
- Department of Mechanical Engineering, York University, Toronto, Ontario, Canada
| | | | - Khaled Youssef
- Department of Mechanical Engineering, York University, Toronto, Ontario, Canada
| | - Georg R Zoidl
- Department of Biology, York University, Toronto, Ontario, Canada
| | - Pouya Rezai
- Department of Mechanical Engineering, York University, Toronto, Ontario, Canada
| |
Collapse
|
6
|
Subendran S, Wang YC, Lu YH, Chen CY. The evaluation of zebrafish cardiovascular and behavioral functions through microfluidics. Sci Rep 2021; 11:13801. [PMID: 34226579 PMCID: PMC8257654 DOI: 10.1038/s41598-021-93078-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Accepted: 06/11/2021] [Indexed: 02/06/2023] Open
Abstract
This study proposed a new experimental approach for the vascular and phenotype evaluation of the non-anesthetized zebrafish with representative imaging orientations for heart, pectoral fin beating, and vasculature views by means of the designed microfluidic device through inducing the optomotor response and hydrodynamic pressure control. In order to provide the visual cues for better positioning of zebrafish, computer-animated moving grids were generated by an in-house control interface which was powered by the larval optomotor response, in conjunction with the pressure suction control. The presented platform provided a comprehensive evaluation of internal circulation and the linked external behaviors of zebrafish in response to the cardiovascular parameter changes. The insights from these imaging sections was extended to identify the linkage between the cardiac parameters and behavioral endpoints. In addition, selected chemicals such as ethanol and caffeine were employed for the treatment of zebrafish. The obtained findings can be applicable for future investigation in behavioral drug screening serving as the forefront in psychopharmacological and cognition research.
Collapse
Affiliation(s)
- Satishkumar Subendran
- Department of Mechanical Engineering, National Cheng Kung University, No. 1 University Road, Tainan, 701, Taiwan
| | - Yi-Chieh Wang
- Department of Mechanical Engineering, National Cheng Kung University, No. 1 University Road, Tainan, 701, Taiwan
| | - Yueh-Hsun Lu
- Department of Radiology, Shuang-Ho Hospital, Taipei Medical University, New Taipei City, 235, Taiwan
- Department of Radiology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, 110, Taiwan
- Department of Radiology, National Yang-Ming University School of Medicine, Taipei, 112, Taiwan
| | - Chia-Yuan Chen
- Department of Mechanical Engineering, National Cheng Kung University, No. 1 University Road, Tainan, 701, Taiwan.
| |
Collapse
|
7
|
Zabihihesari A, Khalili A, Hilliker AJ, Rezai P. Open access tool and microfluidic devices for phenotypic quantification of heart function of intact fruit fly and zebrafish larvae. Comput Biol Med 2021; 132:104314. [PMID: 33774273 DOI: 10.1016/j.compbiomed.2021.104314] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2020] [Revised: 02/27/2021] [Accepted: 03/03/2021] [Indexed: 12/19/2022]
Abstract
In this paper, the heartbeat parameters of small model organisms, i.e. Drosophila melanogaster (fruit fly) and Danio rerio (zebrafish), were quantified in-vivo in intact larvae using microfluidics and a novel MATLAB-based software. Among different developmental stages of flies and zebrafish, the larval stage is privileged due to biological maturity, optical accessibility, and the myogenic nature of the heart. Conventional methods for parametric quantification of heart activities are complex and mostly done on dissected, irreversibly immobilized, or anesthetized larvae. Microfluidics has helped with reversible immobilization without the need for anesthesia, but heart monitoring is still done manually due to challenges associated with the movement of floating organs and cardiac interruptions. In our MATLAB software applied to videos recorded in microfluidic-based whole-organism assays, we have used image segmentation to automatically detect the heart and extract the heartbeat signal based on pixel intensity variations of the most contractile region of the heart tube. The smoothness priors approach (SPA) was applied to remove the undesired low-frequency noises caused by environmental light changes or heart movement. Heart rate and arrhythmicity were automatically measured from the detrended heartbeat signal while other parameters including end-diastolic and end-systolic diameters, shortening distance, shortening time, fractional shortening, and shortening velocity were quantified for the first time in intact larvae, using M-mode images under bright field microscopy. The software was able to detect more than 94% of the heartbeats and the cardiac arrests in intact Drosophila larvae. Our user-friendly software enables in-vivo quantification of D. melanogaster and D. rerio larval heart functions in microfluidic devices, with the potential to be applied to other biological models and used for automatic screening of drugs and alleles that affect their heart.
Collapse
Affiliation(s)
| | - Arezoo Khalili
- Department of Mechanical Engineering, York University, Toronto, ON, Canada
| | | | - Pouya Rezai
- Department of Mechanical Engineering, York University, Toronto, ON, Canada.
| |
Collapse
|
8
|
Sharma BM, Yim SJ, Nikam A, Ahn GN, Kim DP. One-flow upscaling neutralization of an organophosphonate-derived pesticide/nerve agent simulant to value-added chemicals in a novel Teflon microreactor platform. REACT CHEM ENG 2021. [DOI: 10.1039/d1re00147g] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Synthesizing value-added products from chemical warfare agents is a concept well beyond the usual notion of simply neutralizing the agents.
Collapse
Affiliation(s)
- Brijesh M. Sharma
- Center of Intelligent Microprocess of Pharmaceutical Synthesis
- Department of Chemical Engineering
- Pohang University of Science and Technology (POSTECH)
- Pohang
- Korea
| | - Se-Jun Yim
- Center of Intelligent Microprocess of Pharmaceutical Synthesis
- Department of Chemical Engineering
- Pohang University of Science and Technology (POSTECH)
- Pohang
- Korea
| | - Arun Nikam
- Center of Intelligent Microprocess of Pharmaceutical Synthesis
- Department of Chemical Engineering
- Pohang University of Science and Technology (POSTECH)
- Pohang
- Korea
| | - Gwang-Noh Ahn
- Center of Intelligent Microprocess of Pharmaceutical Synthesis
- Department of Chemical Engineering
- Pohang University of Science and Technology (POSTECH)
- Pohang
- Korea
| | - Dong-Pyo Kim
- Center of Intelligent Microprocess of Pharmaceutical Synthesis
- Department of Chemical Engineering
- Pohang University of Science and Technology (POSTECH)
- Pohang
- Korea
| |
Collapse
|
9
|
Khalili A, Peimani AR, Safarian N, Youssef K, Zoidl G, Rezai P. Phenotypic chemical and mutant screening of zebrafish larvae using an on-demand response to electric stimulation. Integr Biol (Camb) 2020; 11:373-383. [PMID: 31851358 DOI: 10.1093/intbio/zyz031] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2019] [Revised: 09/25/2019] [Accepted: 10/01/2019] [Indexed: 12/20/2022]
Abstract
Behavioral responses of zebrafish larvae to environmental cues are important functional readouts that should be evoked on-demand and studied phenotypically in behavioral, genetical and developmental investigations. Very recently, it was shown that zebrafish larvae execute a voluntary and oriented movement toward the positive electrode of an electric field along a microchannel. Phenotypic characterization of this response was not feasible due to larva's rapid movement along the channel. To overcome this challenge, a microfluidic device was introduced to partially immobilize the larva's head while leaving its mid-body and tail unrestrained in a chamber to image motor behaviors in response to electric stimulation, hence achieving quantitative phenotyping of the electrically evoked movement in zebrafish larvae. The effect of electric current on the tail-beat frequency and response duration of 5-7 days postfertilization zebrafish larvae was studied. Investigations were also performed on zebrafish exposed to neurotoxin 6-hydroxydopamine and larvae carrying a pannexin1a (panx1a) gene knockout, as a proof of principle applications to demonstrate on-demand movement behavior screening in chemical and mutant assays. We demonstrated for the first time that 6-hydroxydopamine leads to electric response impairment, levodopa treatment rescues the response and panx1a is involved in the electrically evoked movement of zebrafish larvae. We envision that our technique is broadly applicable as a screening tool to quantitatively examine zebrafish larvae's movements in response to physical and chemical stimulations in investigations of Parkinson's and other neurodegenerative diseases, and as a tool to combine recent advances in genome engineering of model organisms to uncover the biology of electric response.
Collapse
Affiliation(s)
- Arezoo Khalili
- Department of Mechanical Engineering, York University, Toronto, ON, Canada
| | - Amir Reza Peimani
- Department of Mechanical Engineering, York University, Toronto, ON, Canada
| | | | - Khaled Youssef
- Department of Mechanical Engineering, York University, Toronto, ON, Canada
| | - Georg Zoidl
- Department of Biology, York University, Toronto, ON, Canada
| | - Pouya Rezai
- Department of Mechanical Engineering, York University, Toronto, ON, Canada
| |
Collapse
|
10
|
Khalili A, Rezai P. Microfluidic devices for embryonic and larval zebrafish studies. Brief Funct Genomics 2019; 18:419-432. [DOI: 10.1093/bfgp/elz006] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2018] [Revised: 02/09/2019] [Accepted: 03/14/2019] [Indexed: 12/16/2022] Open
Abstract
Abstract
Zebrafish or Danio rerio is an established model organism for studying the genetic, neuronal and behavioral bases of diseases and for toxicology and drug screening. The embryonic and larval stages of zebrafish have been used extensively in fundamental and applied research due to advantages offered such as body transparency, small size, low cost of cultivation and high genetic homology with humans. However, the manual experimental methods used for handling and investigating this organism are limited due to their low throughput, labor intensiveness and inaccuracy in delivering external stimuli to the zebrafish while quantifying various neuronal and behavioral responses. Microfluidic and lab-on-a-chip devices have emerged as ideal technologies to overcome these challenges. In this review paper, the current microfluidic approaches for investigation of behavior and neurobiology of zebrafish at embryonic and larval stages will be reviewed. Our focus will be to provide an overview of the microfluidic methods used to manipulate (deliver and orient), immobilize and expose or inject zebrafish embryos or larvae, followed by quantification of their responses in terms of neuron activities and movement. We will also provide our opinion in terms of the direction that the field of zebrafish microfluidics is heading toward in the area of biomedical engineering.
Collapse
Affiliation(s)
- Arezoo Khalili
- Department of Mechanical Engineering, York University, Toronto, ON, Canada
| | - Pouya Rezai
- Department of Mechanical Engineering, York University, Toronto, ON, Canada
| |
Collapse
|
11
|
Lin X, Duan X, Jacobs C, Ullmann J, Chan CY, Chen S, Cheng SH, Zhao WN, Poduri A, Wang X, Haggarty SJ, Shi P. High-throughput brain activity mapping and machine learning as a foundation for systems neuropharmacology. Nat Commun 2018; 9:5142. [PMID: 30510233 PMCID: PMC6277389 DOI: 10.1038/s41467-018-07289-5] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2018] [Accepted: 10/23/2018] [Indexed: 12/19/2022] Open
Abstract
Technologies for mapping the spatial and temporal patterns of neural activity have advanced our understanding of brain function in both health and disease. An important application of these technologies is the discovery of next-generation neurotherapeutics for neurological and psychiatric disorders. Here, we describe an in vivo drug screening strategy that combines high-throughput technology to generate large-scale brain activity maps (BAMs) with machine learning for predictive analysis. This platform enables evaluation of compounds’ mechanisms of action and potential therapeutic uses based on information-rich BAMs derived from drug-treated zebrafish larvae. From a screen of clinically used drugs, we found intrinsically coherent drug clusters that are associated with known therapeutic categories. Using BAM-based clusters as a functional classifier, we identify anti-seizure-like drug leads from non-clinical compounds and validate their therapeutic effects in the pentylenetetrazole zebrafish seizure model. Collectively, this study provides a framework to advance the field of systems neuropharmacology. A major goal in neuropharmacology is to develop new tools to effectively test the therapeutic potential of pharmacological agents to treat neurological and psychiatric conditions. Here, authors present an in vivo drug screening system that generates large-scale brain activity maps to be used with machine learning to predict the therapeutic potential of clinically relevant drug leads.
Collapse
Affiliation(s)
- Xudong Lin
- Department of Biomedical Engineering, City University of Hong Kong, 999077, Kowloon, Hong Kong SAR, China
| | - Xin Duan
- Department of Biomedical Science, City University of Hong Kong, 999077, Kowloon, Hong Kong SAR, China
| | - Claire Jacobs
- Chemical Neurobiology Laboratory, Center for Genomic Medicine, Massachusetts General Hospital, Department of Neurology, Harvard Medical School, Boston, MA, 02114, USA
| | - Jeremy Ullmann
- Epilepsy Genetics Program and F.M. Kirby Neurobiology Center, Boston Children's Hospital, Department of Neurology, Harvard Medical School, Boston, MA, 02115, USA
| | - Chung-Yuen Chan
- Department of Biomedical Engineering, City University of Hong Kong, 999077, Kowloon, Hong Kong SAR, China
| | - Siya Chen
- Department of Biomedical Engineering, City University of Hong Kong, 999077, Kowloon, Hong Kong SAR, China
| | - Shuk-Han Cheng
- Department of Biomedical Science, City University of Hong Kong, 999077, Kowloon, Hong Kong SAR, China
| | - Wen-Ning Zhao
- Chemical Neurobiology Laboratory, Center for Genomic Medicine, Massachusetts General Hospital, Department of Neurology, Harvard Medical School, Boston, MA, 02114, USA
| | - Annapurna Poduri
- Epilepsy Genetics Program and F.M. Kirby Neurobiology Center, Boston Children's Hospital, Department of Neurology, Harvard Medical School, Boston, MA, 02115, USA
| | - Xin Wang
- Department of Biomedical Science, City University of Hong Kong, 999077, Kowloon, Hong Kong SAR, China. .,Shenzhen Research Institute, City University of Hong Kong, 518057, Shenzhen, China.
| | - Stephen J Haggarty
- Chemical Neurobiology Laboratory, Center for Genomic Medicine, Massachusetts General Hospital, Department of Neurology, Harvard Medical School, Boston, MA, 02114, USA.
| | - Peng Shi
- Department of Biomedical Engineering, City University of Hong Kong, 999077, Kowloon, Hong Kong SAR, China. .,Shenzhen Research Institute, City University of Hong Kong, 518057, Shenzhen, China.
| |
Collapse
|
12
|
Peimani AR, Zoidl G, Rezai P. A microfluidic device to study electrotaxis and dopaminergic system of zebrafish larvae. BIOMICROFLUIDICS 2018; 12:014113. [PMID: 29464011 PMCID: PMC5803004 DOI: 10.1063/1.5016381] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/18/2017] [Accepted: 01/25/2018] [Indexed: 06/08/2023]
Abstract
The zebrafish is a lower vertebrate model organism offering multiple applications for both fundamental and biomedical research into the nervous system from genes to behaviour. Investigation of zebrafish larvae's movement in response to various stimuli, which involves the dopaminergic system, is of interest in the field of sensory-motor integration. Nevertheless, the conventional methods of movement screening in Petri dishes and multi-well plates are mostly qualitative, uncontrollable, and inaccurate in terms of stimulus delivery and response analysis. We recently presented a microfluidic device built as a versatile platform for fluid flow stimulation and high speed time-lapse imaging of rheotaxis behaviour of zebrafish larvae. Here, we describe for the first time that this microfluidic device can also be used to test zebrafish larvae's sense of the electric field and electrotaxis in a systemic manner. We further show that electrotaxis is correlated with the dopamine signalling pathway in a time of day dependent manner and by selectively involving the D2-like dopamine receptors. The primary outcomes of this research opens avenues to study the molecular and physiological basis of electrotaxis, the effects of known agonist and antagonist compounds on the dopaminergic system, and the screen of novel pharmacological tools in the context of neurodegenerative disorders. We propose that this microfluidic device has broad application potential, including the investigation of complex stimuli, biological pathways, behaviors, and brain disorders.
Collapse
Affiliation(s)
- Amir Reza Peimani
- Department of Mechanical Engineering, York University, Toronto, Ontario M3J 1P3, Canada
| | - Georg Zoidl
- Department of Biology, York University, Toronto, Ontario M3J 1P3, Canada
| | - Pouya Rezai
- Department of Mechanical Engineering, York University, Toronto, Ontario M3J 1P3, Canada
| |
Collapse
|
13
|
Miniaturized Sensors and Actuators for Biological Studies on Small Model Organisms of Disease. ENERGY, ENVIRONMENT, AND SUSTAINABILITY 2018. [DOI: 10.1007/978-981-10-7751-7_9] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
|
14
|
Li W, Xu Z, Xu B, Chan CY, Lin X, Wang Y, Chen G, Wang Z, Yuan Q, Zhu G, Sun H, Wu W, Shi P. Investigation of the Subcellular Neurotoxicity of Amyloid-β Using a Device Integrating Microfluidic Perfusion and Chemotactic Guidance. Adv Healthc Mater 2017; 6. [PMID: 28121396 DOI: 10.1002/adhm.201600895] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2016] [Revised: 11/28/2016] [Indexed: 11/10/2022]
Abstract
Alzheimer's disease (AD) is a neurodegenerative disorder with the histopathological hallmark of extracellular accumulation of amyloid-β (Aβ) peptide in brain senile plaques. Though many studies have shown the neural toxicity from various forms of Aβ peptides, the subcellular mechanisms of Aβ peptide are still not well understood, partially due to the technical challenges of isolating axons or dendrites from the cell body for localized investigation. In this study, the subcellular toxicity and localization of Aβ peptides are investigated by utilizing a microfluidic compartmentalized device, which combines physical restriction and chemotactic guidance to enable the isolation of axons and dendrites for localized pharmacological studies. It is found that Aβ peptides induced neuronal death is mostly resulted from Aβ treatment at cell body or axonal processes, but not at dendritic neurites. Simply applying Aβ to axons alone induces significant hyperactive spiking activity. Dynamic transport of Aβ aggregates is only observed between axon terminal and cell body. In addition to differential cellular uptake, more Aβ-peptide secretion is detected significantly from axons than from dendritic side. These results clearly demonstrate the existence of a localized mechanism in Aβ-induced neurotoxicity, and can potentially benefit the development of new therapeutic strategies for AD.
Collapse
Affiliation(s)
- Wei Li
- Department of Mechanical and Biomedical Engineering; City University of Hong Kong; 83 Tat Chee Ave Kowloon Hong Kong SAR 999077 China
| | - Zhen Xu
- Department of Mechanical and Biomedical Engineering; City University of Hong Kong; 83 Tat Chee Ave Kowloon Hong Kong SAR 999077 China
| | - Bingzhe Xu
- Department of Mechanical and Biomedical Engineering; City University of Hong Kong; 83 Tat Chee Ave Kowloon Hong Kong SAR 999077 China
| | - Chung Yuen Chan
- Department of Mechanical and Biomedical Engineering; City University of Hong Kong; 83 Tat Chee Ave Kowloon Hong Kong SAR 999077 China
| | - Xudong Lin
- Department of Mechanical and Biomedical Engineering; City University of Hong Kong; 83 Tat Chee Ave Kowloon Hong Kong SAR 999077 China
| | - Ying Wang
- Department of Mechanical and Biomedical Engineering; City University of Hong Kong; 83 Tat Chee Ave Kowloon Hong Kong SAR 999077 China
| | - Ganchao Chen
- Department of Biology and Chemistry; City University of Hong Kong; 83 Tat Chee Ave Kowloon Hong Kong SAR 999077 China
| | - Zhigang Wang
- Department of Biology and Chemistry; City University of Hong Kong; 83 Tat Chee Ave Kowloon Hong Kong SAR 999077 China
| | - Qiuju Yuan
- School of Chinese Medicine; Faculty of Science; The Chinese University of Hong Kong; Shatin, Hong Kong SAR 999077 China
| | - Guangyu Zhu
- Department of Biology and Chemistry; City University of Hong Kong; 83 Tat Chee Ave Kowloon Hong Kong SAR 999077 China
| | - Hongyan Sun
- Department of Biology and Chemistry; City University of Hong Kong; 83 Tat Chee Ave Kowloon Hong Kong SAR 999077 China
| | - Wutian Wu
- Department of Anatomy; The University of Hong Kong; 21 Sassoon Road Hong Kong SAR 999077 China
| | - Peng Shi
- Department of Mechanical and Biomedical Engineering; City University of Hong Kong; 83 Tat Chee Ave Kowloon Hong Kong SAR 999077 China
- Shenzhen Research Institute; City University of Hong Kong; Shenzhen 518057 P. R. China
| |
Collapse
|
15
|
Lin X, Li VWT, Chen S, Chan CY, Cheng SH, Shi P. Autonomous system for cross-organ investigation of ethanol-induced acute response in behaving larval zebrafish. BIOMICROFLUIDICS 2016; 10:024123. [PMID: 27158291 PMCID: PMC4833730 DOI: 10.1063/1.4946013] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/06/2016] [Accepted: 03/30/2016] [Indexed: 06/05/2023]
Abstract
Ethanol is widely consumed and has been associated with various diseases in different organs. It is therefore important to study ethanol-induced responses in living organisms with the capability to address specific organs in an integrative manner. Here, we developed an autonomous system based on a series of microfluidic chips for cross-organ investigation of ethanol-induced acute response in behaving larval zebrafish. This system enabled high-throughput, gel-free, and anesthetic-free manipulation of larvae, and thus allowed real-time observation of behavioral responses, and associated physiological changes at cellular resolution within specific organs in response to acute ethanol stimuli, which would otherwise be impossible by using traditional methods for larva immobilization and orientation. Specifically, three types of chips ("motion," "lateral," and "dorsal"), based on a simple hydrodynamic design, were used to perform analysis in animal behavior, cardiac, and brain physiology, respectively. We found that ethanol affected larval zebrafish in a dose-dependent manner. The motor function of different body parts was significantly modulated by ethanol treatment, especially at a high dose of 3%. These behavioral changes were temporally associated with a slow-down of heart-beating and a stereotyped activation of certain brain regions. As we demonstrated in this proof-of-concept study, this versatile Fish-on-Chip platform could potentially be adopted for systematic cross-organ investigations involving chemical or genetic manipulations in zebrafish model.
Collapse
Affiliation(s)
- Xudong Lin
- Department of Mechanical and Biomedical Engineering, City University of Hong Kong, 83 Tat Chee Ave., Kowloon 999077, Hong Kong, China
| | - Vincent W T Li
- Department of Biomedical Science, City University of Hong Kong, 83 Tat Chee Ave., Kowloon 999077, Hong Kong, China
| | - Siya Chen
- Department of Mechanical and Biomedical Engineering, City University of Hong Kong, 83 Tat Chee Ave., Kowloon 999077, Hong Kong, China
| | - Chung-Yuen Chan
- Department of Mechanical and Biomedical Engineering, City University of Hong Kong, 83 Tat Chee Ave., Kowloon 999077, Hong Kong, China
| | | | | |
Collapse
|