2019
DOI: 10.3390/mi10110734
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Droplet Microfluidics-Enabled High-Throughput Screening for Protein Engineering

Abstract: Protein engineering—the process of developing useful or valuable proteins—has successfully created a wide range of proteins tailored to specific agricultural, industrial, and biomedical applications. Protein engineering may rely on rational techniques informed by structural models, phylogenic information, or computational methods or it may rely upon random techniques such as chemical mutation, DNA shuffling, error prone polymerase chain reaction (PCR), etc. The increasing capabilities of rational protein desig… Show more

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Cited by 52 publications
(29 citation statements)
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“…Droplet-based microfluidic devices have been developed and become essential tools for assaying many enzymes, as they display superior high-throughput capabilities with reduced assay volumes (Longwell et al 2017). In particular, droplet-based microfluidics has been effectively used to fabricate nano-to-picoliter-scale formats with controlled form and composition, based on an aqueous solution's emulsification immiscible non-polar solution-like oil (Weng and Spoonamore 2019). A significant advantage of dropletbased microfluidics is that droplets are compatible with various types of enzymes and assay formats.…”
Section: Tools and Methods For High-throughput Robotic Systemsmentioning
confidence: 99%
“…Droplet-based microfluidic devices have been developed and become essential tools for assaying many enzymes, as they display superior high-throughput capabilities with reduced assay volumes (Longwell et al 2017). In particular, droplet-based microfluidics has been effectively used to fabricate nano-to-picoliter-scale formats with controlled form and composition, based on an aqueous solution's emulsification immiscible non-polar solution-like oil (Weng and Spoonamore 2019). A significant advantage of dropletbased microfluidics is that droplets are compatible with various types of enzymes and assay formats.…”
Section: Tools and Methods For High-throughput Robotic Systemsmentioning
confidence: 99%
“…Yet, to fully exploit the potential of machine learning models in drug discovery, we envision a AI-driven experimental design and a closedfeedback loop to continuously learn from newly generated results. Microfluidic drug development systems [210,211] and lab robotics will play a key component to reach the high degree of automation and throughput to realize such an AIdriven approach. In order to make an impact on drug discovery, these applications will need to demonstrate their ability to arrive at a potential drug candidate faster and more efficiently than in current pipelines.…”
Section: Expert Opinionmentioning
confidence: 99%
“…In addition, assay miniaturization reduces the diffusion distance of the reagent molecules as opposed to the distances present in large volumes, resulting in higher antibody-antigen binding efficiency and shorter assay time [ 17 ]. Other advantages of miniaturized assays are reduced costs and lower levels of invasiveness, as less sample volumes need to be obtained [ 18 ].…”
Section: Assay Miniaturizationmentioning
confidence: 99%