High‐Throughput Absorbance‐Activated Droplet Sorting for Engineering Aldehyde Dehydrogenases
Recent decades have seen a dramatic increase in the commercial use of biocatalysts, transitioning from energy‐intensive traditional chemistries to more sustainable methods. Current enzyme engineering techniques, such as directed evolution, require the generation and testing of large mutant libraries...
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Veröffentlicht in: | Angewandte Chemie 2024-12, Vol.136 (49), p.n/a |
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creator | Jain, Ankit Teshima, Mariko Buryska, Tomas Romeis, Dennis Haslbeck, Magdalena Döring, Manuel Sieber, Volker Stavrakis, Stavros Mello, Andrew |
description | Recent decades have seen a dramatic increase in the commercial use of biocatalysts, transitioning from energy‐intensive traditional chemistries to more sustainable methods. Current enzyme engineering techniques, such as directed evolution, require the generation and testing of large mutant libraries to identify optimized variants. Unfortunately, conventional screening methods are unable to screen such large libraries in a robust and timely manner. Droplet‐based microfluidic systems have emerged as a powerful high‐throughput tool for library screening at kilohertz rates. Unfortunately, almost all reported systems are based on fluorescence detection, restricting their use to a limited number of enzyme types that naturally convert fluorogenic substrates or require the use of surrogate substrates. To expand the range of enzymes amenable to evolution using droplet‐based microfluidic systems, we present an absorbance‐activated droplet sorter that allows droplet sorting at kilohertz rates without the need for optical monitoring of the microfluidic system. To demonstrate the utility of the sorter, we rapidly screen a 105‐member aldehyde dehydrogenase library towards D‐glyceraldehyde using a NADH mediated coupled assay that generates WST‐1 formazan as the colorimetric product. We successfully identify a variant with a 51 % improvement in catalytic efficiency and a significant increase in overall activity across a broad substrate spectrum.
An absorbance‐activated droplet sorting platform was developed for library screening. Absorbance in picoliter droplets is measured using a lithographic mask, with sorted droplets identified by impedance detection. This method allows sensitive detection and sorting at kHz rates. The efficiency of the platform is demonstrated by screening a 105‐member aldehyde dehydrogenase library, yielding a variant with a 51 % improvement in catalytic efficiency. |
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An absorbance‐activated droplet sorting platform was developed for library screening. Absorbance in picoliter droplets is measured using a lithographic mask, with sorted droplets identified by impedance detection. This method allows sensitive detection and sorting at kHz rates. The efficiency of the platform is demonstrated by screening a 105‐member aldehyde dehydrogenase library, yielding a variant with a 51 % improvement in catalytic efficiency.</description><identifier>ISSN: 0044-8249</identifier><identifier>EISSN: 1521-3757</identifier><identifier>DOI: 10.1002/ange.202409610</identifier><language>eng</language><publisher>Weinheim: Wiley Subscription Services, Inc</publisher><subject>Absorbance ; Aldehyde dehydrogenase ; Aldehydes ; Biocatalysts ; Colorimetry ; Directed evolution ; Droplets ; Enzymes ; Glyceraldehyde ; Microfluidics ; Nicotinamide adenine dinucleotide ; Screening</subject><ispartof>Angewandte Chemie, 2024-12, Vol.136 (49), p.n/a</ispartof><rights>2024 The Author(s). Angewandte Chemie published by Wiley-VCH GmbH</rights><rights>2024. This article is published under http://creativecommons.org/licenses/by-nc/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c1170-1c160b3d84e8ec4f8994d9b40c942fd9e9879d8722556e2c8fcf54d5fae111d53</cites><orcidid>0000-0002-0888-5953</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1002%2Fange.202409610$$EPDF$$P50$$Gwiley$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1002%2Fange.202409610$$EHTML$$P50$$Gwiley$$Hfree_for_read</linktohtml><link.rule.ids>314,780,784,1416,27922,27923,45572,45573</link.rule.ids></links><search><creatorcontrib>Jain, Ankit</creatorcontrib><creatorcontrib>Teshima, Mariko</creatorcontrib><creatorcontrib>Buryska, Tomas</creatorcontrib><creatorcontrib>Romeis, Dennis</creatorcontrib><creatorcontrib>Haslbeck, Magdalena</creatorcontrib><creatorcontrib>Döring, Manuel</creatorcontrib><creatorcontrib>Sieber, Volker</creatorcontrib><creatorcontrib>Stavrakis, Stavros</creatorcontrib><creatorcontrib>Mello, Andrew</creatorcontrib><title>High‐Throughput Absorbance‐Activated Droplet Sorting for Engineering Aldehyde Dehydrogenases</title><title>Angewandte Chemie</title><description>Recent decades have seen a dramatic increase in the commercial use of biocatalysts, transitioning from energy‐intensive traditional chemistries to more sustainable methods. Current enzyme engineering techniques, such as directed evolution, require the generation and testing of large mutant libraries to identify optimized variants. Unfortunately, conventional screening methods are unable to screen such large libraries in a robust and timely manner. Droplet‐based microfluidic systems have emerged as a powerful high‐throughput tool for library screening at kilohertz rates. Unfortunately, almost all reported systems are based on fluorescence detection, restricting their use to a limited number of enzyme types that naturally convert fluorogenic substrates or require the use of surrogate substrates. To expand the range of enzymes amenable to evolution using droplet‐based microfluidic systems, we present an absorbance‐activated droplet sorter that allows droplet sorting at kilohertz rates without the need for optical monitoring of the microfluidic system. To demonstrate the utility of the sorter, we rapidly screen a 105‐member aldehyde dehydrogenase library towards D‐glyceraldehyde using a NADH mediated coupled assay that generates WST‐1 formazan as the colorimetric product. We successfully identify a variant with a 51 % improvement in catalytic efficiency and a significant increase in overall activity across a broad substrate spectrum.
An absorbance‐activated droplet sorting platform was developed for library screening. Absorbance in picoliter droplets is measured using a lithographic mask, with sorted droplets identified by impedance detection. This method allows sensitive detection and sorting at kHz rates. The efficiency of the platform is demonstrated by screening a 105‐member aldehyde dehydrogenase library, yielding a variant with a 51 % improvement in catalytic efficiency.</description><subject>Absorbance</subject><subject>Aldehyde dehydrogenase</subject><subject>Aldehydes</subject><subject>Biocatalysts</subject><subject>Colorimetry</subject><subject>Directed evolution</subject><subject>Droplets</subject><subject>Enzymes</subject><subject>Glyceraldehyde</subject><subject>Microfluidics</subject><subject>Nicotinamide adenine dinucleotide</subject><subject>Screening</subject><issn>0044-8249</issn><issn>1521-3757</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>24P</sourceid><sourceid>WIN</sourceid><recordid>eNqFkL1OwzAURi0EEqWwMkdiTrEdO7HHqJQWqYKBMpvEvvmpQhzsFNSNR-AZeRISFcHI9OlenXOv9CF0SfCMYEyvs7aEGcWUYRkTfIQmhFMSRglPjtEEY8ZCQZk8RWfebzHGMU3kBD2v6rL6-vjcVM7uyqrb9UGae-vyrNUw7FPd129ZDya4cbZroA8erevrtgwK64JFW9YtgBvntDFQ7Q0EN2M4W0KbefDn6KTIGg8XPzlFT7eLzXwVrh-Wd_N0HWpCEhwSTWKcR0YwEKBZIaRkRuYMa8loYSRIkUgjEko5j4FqUeiCM8OLDAghhkdTdHW42zn7ugPfq63duXZ4qSISUSY4xdFAzQ6UdtZ7B4XqXP2Sub0iWI0tqrFF9dviIMiD8F43sP-HVun9cvHnfgMto3k9</recordid><startdate>20241202</startdate><enddate>20241202</enddate><creator>Jain, Ankit</creator><creator>Teshima, Mariko</creator><creator>Buryska, Tomas</creator><creator>Romeis, Dennis</creator><creator>Haslbeck, Magdalena</creator><creator>Döring, Manuel</creator><creator>Sieber, Volker</creator><creator>Stavrakis, Stavros</creator><creator>Mello, Andrew</creator><general>Wiley Subscription Services, Inc</general><scope>24P</scope><scope>WIN</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SR</scope><scope>7U5</scope><scope>8BQ</scope><scope>8FD</scope><scope>JG9</scope><scope>L7M</scope><orcidid>https://orcid.org/0000-0002-0888-5953</orcidid></search><sort><creationdate>20241202</creationdate><title>High‐Throughput Absorbance‐Activated Droplet Sorting for Engineering Aldehyde Dehydrogenases</title><author>Jain, Ankit ; Teshima, Mariko ; Buryska, Tomas ; Romeis, Dennis ; Haslbeck, Magdalena ; Döring, Manuel ; Sieber, Volker ; Stavrakis, Stavros ; Mello, Andrew</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c1170-1c160b3d84e8ec4f8994d9b40c942fd9e9879d8722556e2c8fcf54d5fae111d53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Absorbance</topic><topic>Aldehyde dehydrogenase</topic><topic>Aldehydes</topic><topic>Biocatalysts</topic><topic>Colorimetry</topic><topic>Directed evolution</topic><topic>Droplets</topic><topic>Enzymes</topic><topic>Glyceraldehyde</topic><topic>Microfluidics</topic><topic>Nicotinamide adenine dinucleotide</topic><topic>Screening</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Jain, Ankit</creatorcontrib><creatorcontrib>Teshima, Mariko</creatorcontrib><creatorcontrib>Buryska, Tomas</creatorcontrib><creatorcontrib>Romeis, Dennis</creatorcontrib><creatorcontrib>Haslbeck, Magdalena</creatorcontrib><creatorcontrib>Döring, Manuel</creatorcontrib><creatorcontrib>Sieber, Volker</creatorcontrib><creatorcontrib>Stavrakis, Stavros</creatorcontrib><creatorcontrib>Mello, Andrew</creatorcontrib><collection>Wiley-Blackwell Open Access Titles</collection><collection>Wiley Free Content</collection><collection>CrossRef</collection><collection>Engineered Materials Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>METADEX</collection><collection>Technology Research Database</collection><collection>Materials Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>Angewandte Chemie</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Jain, Ankit</au><au>Teshima, Mariko</au><au>Buryska, Tomas</au><au>Romeis, Dennis</au><au>Haslbeck, Magdalena</au><au>Döring, Manuel</au><au>Sieber, Volker</au><au>Stavrakis, Stavros</au><au>Mello, Andrew</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>High‐Throughput Absorbance‐Activated Droplet Sorting for Engineering Aldehyde Dehydrogenases</atitle><jtitle>Angewandte Chemie</jtitle><date>2024-12-02</date><risdate>2024</risdate><volume>136</volume><issue>49</issue><epage>n/a</epage><issn>0044-8249</issn><eissn>1521-3757</eissn><abstract>Recent decades have seen a dramatic increase in the commercial use of biocatalysts, transitioning from energy‐intensive traditional chemistries to more sustainable methods. 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To demonstrate the utility of the sorter, we rapidly screen a 105‐member aldehyde dehydrogenase library towards D‐glyceraldehyde using a NADH mediated coupled assay that generates WST‐1 formazan as the colorimetric product. We successfully identify a variant with a 51 % improvement in catalytic efficiency and a significant increase in overall activity across a broad substrate spectrum.
An absorbance‐activated droplet sorting platform was developed for library screening. Absorbance in picoliter droplets is measured using a lithographic mask, with sorted droplets identified by impedance detection. This method allows sensitive detection and sorting at kHz rates. The efficiency of the platform is demonstrated by screening a 105‐member aldehyde dehydrogenase library, yielding a variant with a 51 % improvement in catalytic efficiency.</abstract><cop>Weinheim</cop><pub>Wiley Subscription Services, Inc</pub><doi>10.1002/ange.202409610</doi><tpages>9</tpages><orcidid>https://orcid.org/0000-0002-0888-5953</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Absorbance Aldehyde dehydrogenase Aldehydes Biocatalysts Colorimetry Directed evolution Droplets Enzymes Glyceraldehyde Microfluidics Nicotinamide adenine dinucleotide Screening |
title | High‐Throughput Absorbance‐Activated Droplet Sorting for Engineering Aldehyde Dehydrogenases |
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