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Yang X, Wang X, Li B, Chu J. A high-precision automated liquid pipetting device with an interchangeable tip. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2023; 94:094102. [PMID: 37728420 DOI: 10.1063/5.0139565] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 08/31/2023] [Indexed: 09/21/2023]
Abstract
Liquid handling is a necessary act to deal with liquid samples from scientific labs to industry. However, existing pipetting devices suffer from inaccuracy and low precision when dealing with submicroliter liquids, which significantly affect their applications in low-volume quantitation. In this article, we present an automated liquid pipetting device that can aspirate liquid from microplates and dispense nanoliter droplets with high precision. Liquid aspiration is realized by using a micropump and a solenoid valve, and on-demand nanoliter droplet printing is realized by using a low-cost and interchangeable pipette tip combined with a piezoelectric actuator. Based on the microfluidic printing technology, the volumetric coefficient of variation of the dispensed liquid is less than 2% below 1 µl. A demonstration of concentration dilution for quantitative analysis has been successfully performed using the automated liquid pipetting device, demonstrating its potential in low-volume liquid handling for a wide range of biomedical applications.
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Affiliation(s)
- Xin Yang
- Department of Precision Machinery and Precision Instrumentation, University of Science and Technology of China, Hefei 230027, Anhui, China
- Key Laboratory of Precision Scientific Instrumentation of Anhui Higher Education Institutes, University of Science and Technology of China, Hefei 230027, Anhui, China
| | - Xiaojie Wang
- Department of Precision Machinery and Precision Instrumentation, University of Science and Technology of China, Hefei 230027, Anhui, China
- Key Laboratory of Precision Scientific Instrumentation of Anhui Higher Education Institutes, University of Science and Technology of China, Hefei 230027, Anhui, China
| | - Baoqing Li
- Department of Precision Machinery and Precision Instrumentation, University of Science and Technology of China, Hefei 230027, Anhui, China
- Key Laboratory of Precision Scientific Instrumentation of Anhui Higher Education Institutes, University of Science and Technology of China, Hefei 230027, Anhui, China
| | - Jiaru Chu
- Department of Precision Machinery and Precision Instrumentation, University of Science and Technology of China, Hefei 230027, Anhui, China
- Key Laboratory of Precision Scientific Instrumentation of Anhui Higher Education Institutes, University of Science and Technology of China, Hefei 230027, Anhui, China
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Zhou C, Shim J, Fang Z, Meyer C, Gong T, Wong M, Tan C, Pan T. Microfluidic Printing-Based Method for the Multifactorial Study of Cell-Free Protein Networks. Anal Chem 2022; 94:11038-11046. [PMID: 35901235 PMCID: PMC9558566 DOI: 10.1021/acs.analchem.2c01851] [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] [Indexed: 11/28/2022]
Abstract
Protein networks can be assembled in vitro for basic biochemistry research, drug screening, and the creation of artificial cells. Two standard methodologies are used: manual pipetting and pipetting robots. Manual pipetting has limited throughput in the number of input reagents and the combination of reagents in a single sample. While pipetting robots are evident in improving pipetting efficiency and saving hands-on time, their liquid handling volume usually ranges from a few to hundreds of microliters. Microfluidic methods have been developed to minimize the reagent consumption and speed up screening but are challenging in multifactorial protein studies due to their reliance on complex structures and labeling dyes. Here, we engineered a new impact-printing-based methodology to generate printed microdroplet arrays containing water-in-oil droplets. The printed droplet volume was linearly proportional (R2 = 0.9999) to the single droplet number, and each single droplet volume was around 59.2 nL (coefficient of variation = 93.8%). Our new methodology enables the study of protein networks in both membrane-unbound and -bound states, without and with anchor lipids DGS-NTA(Ni), respectively. The methodology is demonstrated using a subnetwork of mitogen-activated protein kinase (MAPK). It takes less than 10 min to prepare 100 different droplet-based reactions, using <1 μL reaction volume at each reaction site. We validate the kinase (ATPase) activity of MEK1 (R4F)* and ERK2 WT individually and together under different concentrations, without and with the selective membrane attachment. Our new methodology provides a reagent-saving, efficient, and flexible way for protein network research and related applications.
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Affiliation(s)
- Chuqing Zhou
- Department of Biomedical Engineering, University of California, Davis, California, 95616, USA
| | - Jiyoung Shim
- Department of Biomedical Engineering, University of California, Davis, California, 95616, USA
| | - Zecong Fang
- Institute of Biomedical and Health Engineering, Shenzhen Institute of Advanced Technology, Chinese Academy of Science, Shenzhen, 518055, China
- Shenzhen Engineering Laboratory of Single-Molecule Detection and Instrument Development, Shenzhen, Guangdong, 518055, China
| | - Conary Meyer
- Department of Biomedical Engineering, University of California, Davis, California, 95616, USA
| | - Ting Gong
- Department of Biomedical Engineering, University of California, Davis, California, 95616, USA
| | - Matthew Wong
- Department of Biomedical Engineering, University of California, Davis, California, 95616, USA
| | - Cheemeng Tan
- Department of Biomedical Engineering, University of California, Davis, California, 95616, USA
| | - Tingrui Pan
- Institute of Biomedical and Health Engineering, Shenzhen Institute of Advanced Technology, Chinese Academy of Science, Shenzhen, 518055, China
- Shenzhen Engineering Laboratory of Single-Molecule Detection and Instrument Development, Shenzhen, Guangdong, 518055, China
- Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, 215123, China
- Department of Precision Machinery and Precision Instrumentation, University of Science and Technology of China, Hefei, 230026, China
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Coupling of Fused Deposition Modeling and Inkjet Printing to Produce Drug Loaded 3D Printed Tablets. Pharmaceutics 2022; 14:pharmaceutics14010159. [PMID: 35057054 PMCID: PMC8781861 DOI: 10.3390/pharmaceutics14010159] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 01/01/2022] [Accepted: 01/05/2022] [Indexed: 01/30/2023] Open
Abstract
In the current study, we have coupled Fused Deposition Modelling (FDM) for the fabrication of plain polyvinyl alcohol (PVA) tablets followed by dispensing of minoxidil ethanolic solutions using inkjet printing. The use of a drop-on-solid printing approach facilitates an accurate and reproducible process while it controls the deposition of the drug amounts. For the purpose of the study, the effect of the solvent was investigated and minoxidil ink solutions of ethanol 70% v/v (P70) or absolute ethanol (P100) were applied on the plain PVA tablets. Physicochemical characterization showed that solvent miscibility with the polymer substrate plays a key role and can lead to the formation of drug crystals on the surface or drug absorption in the polymer matrix. The produced minoxidil tablets showed sustained release profiles or initial bursts strongly affected by the solvent grade used for dispensing the required dose on drug loaded 3D printed tablets. This paradigm demonstrates that the coupling of FDM and inkjet printing technologies could be used for rapid development of personalized dosage forms.
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Meyer C, Zhou C, Fang Z, Longo ML, Pan T, Tan C. High-Throughput Experimentation Using Cell-Free Protein Synthesis Systems. Methods Mol Biol 2022; 2433:121-134. [PMID: 34985741 DOI: 10.1007/978-1-0716-1998-8_7] [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] [Indexed: 05/06/2023]
Abstract
Cell-free protein synthesis can enable the combinatorial screening of many different components and concentrations. However, manual pipetting methods are unfit to handle many cell-free reactions. Here, we describe a microfluidic method that can generate hundreds of unique submicroliter scale reactions. The method is coupled with a high yield cell-free system that can be applied for broad protein screening assays.
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Affiliation(s)
- Conary Meyer
- Department of Biomedical Engineering, University of California, Davis, CA, USA
| | - Chuqing Zhou
- Department of Biomedical Engineering, University of California, Davis, CA, USA
| | - Zecong Fang
- Department of Biomedical Engineering, University of California, Davis, CA, USA
- Institute of Biomedical and Health Engineering, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China
- Shenzhen Engineering Laboratory of Single-Molecule Detection and Instrument Development, Shenzhen, China
| | - Marjorie L Longo
- Department of Chemical Engineering, University of California, Davis, CA, USA
| | - Tingrui Pan
- Department of Biomedical Engineering, University of California, Davis, CA, USA
- Institute of Biomedical and Health Engineering, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China
- Shenzhen Engineering Laboratory of Single-Molecule Detection and Instrument Development, Shenzhen, China
- Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China
- Department of Precision Machinery and Precision Instrumentation, University of Science and Technology of China, Hefei, China
| | - Cheemeng Tan
- Department of Biomedical Engineering, University of California, Davis, CA, USA.
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Abstract
Enzyme-linked immunosorbent assays (ELISA), as one of the most used immunoassays, have been conducted ubiquitously in hospitals, research laboratories, etc. However, the conventional ELISA procedure is usually laborious, occupies bulky instruments, consumes lengthy operation time, and relies considerably on the skills of technicians, and such limitations call for innovations to develop a fully automated ELISA platform. In this paper, we have presented a system incorporating a robotic-microfluidic interface (RoMI) and a modular hybrid microfluidic chip that embeds a highly sensitive nanofibrous membrane, referred to as the Robotic ELISA, to achieve human-free sample-to-answer ELISA tests in a fully programmable and automated manner. It carries out multiple bioanalytical procedures to replace the manual steps involved in classic ELISA operations, including the pneumatically driven high-precision pipetting, efficient mixing and enrichment enabled by back-and-forth flows, washing, and integrated machine vision for colorimetric readout. The Robotic ELISA platform has achieved a low limit of detection of 0.1 ng/mL in the detection of a low sample volume (15 μL) of chloramphenicol within 20 min without human intervention, which is significantly faster than that of the conventional ELISA procedure. Benefiting from its modular design and automated operations, the Robotic ELISA platform has great potential to be deployed for a broad range of detections in various resource-limited settings or high-risk environments, where human involvement needs to be minimized while the testing timeliness, consistency, and sensitivity are all desired.
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Affiliation(s)
- Chuqing Zhou
- Micro-Nano Innovations (MiNI) Laboratory, Department of Biomedical Engineering, University of California, Davis, California, 95616, USA
| | - Zecong Fang
- Micro-Nano Innovations (MiNI) Laboratory, Department of Biomedical Engineering, University of California, Davis, California, 95616, USA
- Institute of Biomedical and Health Engineering, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, 518055, China
- Shenzhen Engineering Laboratory of Single-molecule Detection and Instrument Development, Shenzhen, 518055, China
| | - Cunyi Zhao
- Department of Biological and Agricultural Engineering, University of California, Davis, California, 95616, USA
| | - Xiyan Mai
- Micro-Nano Innovations (MiNI) Laboratory, Department of Biomedical Engineering, University of California, Davis, California, 95616, USA
| | - Ameer Y. Taha
- Department of Food Science and Technology, University of California, Davis, California, 95616, USA
| | - Gang Sun
- Department of Biological and Agricultural Engineering, University of California, Davis, California, 95616, USA
| | - Tingrui Pan
- Micro-Nano Innovations (MiNI) Laboratory, Department of Biomedical Engineering, University of California, Davis, California, 95616, USA
- Institute of Biomedical and Health Engineering, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, 518055, China
- Shenzhen Engineering Laboratory of Single-molecule Detection and Instrument Development, Shenzhen, 518055, China
- Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, 215123, China
- Department of Precision Machinery and Precision Instrumentation, University of Science and Technology of China, Hefei, 230026, China
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Shim J, Zhou C, Gong T, Iserlis DA, Linjawi HA, Wong M, Pan T, Tan C. Building protein networks in synthetic systems from the bottom-up. Biotechnol Adv 2021; 49:107753. [PMID: 33857631 PMCID: PMC9558565 DOI: 10.1016/j.biotechadv.2021.107753] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2020] [Revised: 03/18/2021] [Accepted: 04/06/2021] [Indexed: 01/01/2023]
Abstract
The recent development of synthetic biology has expanded the capability to design and construct protein networks outside of living cells from the bottom-up. The new capability has enabled us to assemble protein networks for the basic study of cellular pathways, expression of proteins outside cells, and building tissue materials. Furthermore, the integration of natural and synthetic protein networks has enabled new functions of synthetic or artificial cells. Here, we review the underlying technologies for assembling protein networks in liposomes, water-in-oil droplets, and biomaterials from the bottom-up. We cover the recent applications of protein networks in biological transduction pathways, energy self-supplying systems, cellular environmental sensors, and cell-free protein scaffolds. We also review new technologies for assembling protein networks, including multiprotein purification methods, high-throughput assay screen platforms, and controllable fusion of liposomes. Finally, we present existing challenges towards building protein networks that rival the complexity and dynamic response akin to natural systems. This review addresses the gap in our understanding of synthetic and natural protein networks. It presents a vision towards developing smart and resilient protein networks for various biomedical applications.
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Affiliation(s)
- Jiyoung Shim
- Department of Biomedical Engineering, University of California Davis, Davis, CA 95616, United States of America
| | - Chuqing Zhou
- Department of Biomedical Engineering, University of California Davis, Davis, CA 95616, United States of America
| | - Ting Gong
- Department of Biomedical Engineering, University of California Davis, Davis, CA 95616, United States of America
| | - Dasha Aleksandra Iserlis
- Department of Biomedical Engineering, University of California Davis, Davis, CA 95616, United States of America
| | - Hamad Abdullah Linjawi
- Department of Biomedical Engineering, University of California Davis, Davis, CA 95616, United States of America
| | - Matthew Wong
- Department of Biomedical Engineering, University of California Davis, Davis, CA 95616, United States of America
| | - Tingrui Pan
- Department of Biomedical Engineering, University of California Davis, Davis, CA 95616, United States of America; Suzhou Institute for Advanced Research, University of Science and Technology, Suzhou, China.
| | - Cheemeng Tan
- Department of Biomedical Engineering, University of California Davis, Davis, CA 95616, United States of America.
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Controllable fabrication of pico/femtoliter pipette sampling probes and visual sample volume determination. Talanta 2020; 218:121096. [DOI: 10.1016/j.talanta.2020.121096] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2020] [Revised: 04/25/2020] [Accepted: 04/27/2020] [Indexed: 12/11/2022]
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The Microfluidic Trainer: Design, Fabrication and Validation of a Tool for Testing and Improving Manual Skills. MICROMACHINES 2020; 11:mi11090872. [PMID: 32961810 PMCID: PMC7570042 DOI: 10.3390/mi11090872] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Revised: 09/17/2020] [Accepted: 09/17/2020] [Indexed: 11/16/2022]
Abstract
Microfluidic principles have been widely applied for more than 30 years to solve biological and micro-electromechanical problems. Despite the numerous advantages, microfluidic devices are difficult to manage as their handling comes with several technical challenges. We developed a new portable tool, the microfluidic trainer (MT), that assesses the operator handling skills and that may be used for maintaining or improving the ability to inject fluid in the inlet of microfluidic devices for in vitro cell culture applications. After several tests, we optimized the MT tester cell to reproduce the real technical challenges of a microfluidic device. In addition to an exercise path, we included an overfilling indicator and a correct infilling indicator at the inlet (control path). We manufactured the MT by engraving a 3 mm-high sheet of methacrylate with 60W CO2 laser plotter to create multiple capillary paths. We validated the device by enrolling 21 volunteers (median age 33) to fill both the MT and a commercial microfluidic device. The success rate obtained with MT significantly correlated with those of a commercial microfluidic culture plate, and its 30 min-continuous use for three times significantly improved the performance. Overall, our data demonstrate that MT is a valid assessment tool of individual performances in using microfluidic devices and may represent a low-cost solution to training, improve or warm up microfluidic handling skills.
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Droplet digital PCR enabled by microfluidic impact printing for absolute gene quantification. Talanta 2020; 211:120680. [DOI: 10.1016/j.talanta.2019.120680] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2019] [Revised: 12/20/2019] [Accepted: 12/24/2019] [Indexed: 01/01/2023]
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Hintermüller MA, Offenzeller C, Knoll M, Tröls A, Jakoby B. Parallel Droplet Deposition via a Superhydrophobic Plate with Integrated Heater and Temperature Sensors. MICROMACHINES 2020; 11:E354. [PMID: 32231168 PMCID: PMC7231214 DOI: 10.3390/mi11040354] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/03/2020] [Revised: 03/24/2020] [Accepted: 03/27/2020] [Indexed: 06/10/2023]
Abstract
A simple setup, which is suitable for parallel deposition of homogenous liquids with a precise volume (dosage), is presented. First, liquid is dispensed as an array of droplets onto a superhydrophobic dosage plate, featuring a 3 × 3 array of holes. The droplets rest on these holes and evaporate with time until they are small enough to pass through them to be used on the final target, where a precise amount of liquid is required. The system can be fabricated easily and operates in a highly parallel manner. The design of the superhydrophobic dosage plate can be adjusted, in terms of the hole positions and sizes, in order to meet different specifications. This makes the proposed system extremely flexible. The initial dispensed droplet mass is not significant, as the dosing takes place during the evaporation process, where the dosage is determined by the hole diameter. In order to speed up the evaporation process, microheaters are screen printed on the back side of the dosage plate. To characterize the temperature distribution caused by the microheaters, temperature sensors are screen printed on the top side of the dosage plate as well. Experimental data regarding the temperature sensors, the microheaters, and the performance of the setup are presented, and the improvement due to the heating of the dosage plate is assessed. A significant reduction of the total evaporation time due to the microheaters was observed. The improvement caused by the temperature increase was found to follow a power law. At a substrate temperature of 80 °C, the total evaporation time was reduced by about 79%.
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Affiliation(s)
- Marcus A. Hintermüller
- Institute for Microelectronics and Microsensors, Johannes Kepler University Linz, 4040 Linz, Austria; (C.O.); (M.K.); (A.T.); (B.J.)
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Wang J, Deng K, Zhou C, Fang Z, Meyer C, Deshpande KUA, Li Z, Mi X, Luo Q, Hammock BD, Tan C, Chen Y, Pan T. Microfluidic cap-to-dispense (μCD): a universal microfluidic-robotic interface for automated pipette-free high-precision liquid handling. LAB ON A CHIP 2019; 19:3405-3415. [PMID: 31501848 PMCID: PMC6785371 DOI: 10.1039/c9lc00622b] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
Microfluidic devices have been increasingly used for low-volume liquid handling operations. However, laboratory automation of such delicate devices has lagged behind due to the lack of world-to-chip (macro-to-micro) interfaces. In this paper, we have presented the first pipette-free robotic-microfluidic interface using a microfluidic-embedded container cap, referred to as a microfluidic cap-to-dispense (μCD), to achieve a seamless integration of liquid handling and robotic automation without any traditional pipetting steps. The μCD liquid handling platform offers a generic and modular way to connect the robotic device to standard liquid containers. It utilizes the high accuracy and high flexibility of the robotic system to recognize, capture and position; and then using microfluidic adaptive printing it can achieve high-precision on-demand volume distribution. With its modular connectivity, nanoliter processability, high adaptability, and multitask capacity, μCD shows great potential as a generic robotic-microfluidic interface for complete pipette-free liquid handling automation.
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Affiliation(s)
- Jingjing Wang
- Institute of Biomedical and Health Engineering, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, 518055, China.
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Castro JO, Ramesan SR, Dang HD, Rezk AR, Yeo LY. Acoustopipetting: Tunable Nanoliter Sample Dispensing Using Surface Acoustic Waves. Anal Chem 2019; 91:5621-5628. [DOI: 10.1021/acs.analchem.8b05319] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Affiliation(s)
- Jasmine O. Castro
- School of Engineering, RMIT University, Melbourne, Victoria 3001, Australia
| | - Shwathy R. Ramesan
- School of Engineering, RMIT University, Melbourne, Victoria 3001, Australia
| | - Huy D. Dang
- Invetech Pty. Ltd., Mount Waverley, Victoria 3149, Australia
| | - Amgad R. Rezk
- School of Engineering, RMIT University, Melbourne, Victoria 3001, Australia
| | - Leslie Y. Yeo
- School of Engineering, RMIT University, Melbourne, Victoria 3001, Australia
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Nguyen N, Thurgood P, Zhu JY, Pirogova E, Baratchi S, Khoshmanesh K. "Do-it-in-classroom" fabrication of microfluidic systems by replica moulding of pasta structures. BIOMICROFLUIDICS 2018; 12:044115. [PMID: 30174774 PMCID: PMC6102117 DOI: 10.1063/1.5042684] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2018] [Accepted: 07/30/2018] [Indexed: 05/03/2023]
Abstract
Here, we describe a novel method for fabrication of microfluidic structures in classroom environments. This method is based on replica moulding of pasta structures in polydimethylsiloxane. Placing pasta structures on a petroleum jelly base layer enables templating round-shaped structures with controllable cross-sectional profiles. The pasta structures can be easily deformed and combined to create more complex 3D microfluidic structures. Proof-of-concept experiments indicate the capability of this method for studying the mixing of neighbouring flows, generation of droplets, lateral migration of particles, as well as culturing, shear stress stimulation, and imaging of cells. Our "do-it-in-classroom" method bridges the gap between the classroom and the laboratory.
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Affiliation(s)
- Ngan Nguyen
- School of Engineering, RMIT University, Melbourne, Victoria 3000, Australia
| | - Peter Thurgood
- School of Engineering, RMIT University, Melbourne, Victoria 3000, Australia
| | - Jiu Yang Zhu
- School of Engineering, RMIT University, Melbourne, Victoria 3000, Australia
| | - Elena Pirogova
- School of Engineering, RMIT University, Melbourne, Victoria 3000, Australia
| | - Sara Baratchi
- School of Health and Biomedical Sciences, RMIT University, Bundoora, Victoria 3083, Australia
| | - Khashayar Khoshmanesh
- School of Engineering, RMIT University, Melbourne, Victoria 3000, Australia
- Author to whom correspondence should be addressed:
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