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Directed evolution of a cyclodipeptide synthase with new activities via label-free mass spectrometric screening
Directed evolution is a powerful approach to engineer enzymes via iterative creation and screening of variant libraries. However, assay development for high-throughput mutant screening remains challenging, particularly for new catalytic activities. Mass spectrometry (MS) analysis is label-free and w...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society of Chemistry
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9241961/ https://www.ncbi.nlm.nih.gov/pubmed/35872818 http://dx.doi.org/10.1039/d2sc01637k |
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author | Zhang, Songya Zhu, Jing Fan, Shuai Xie, Wenhao Yang, Zhaoyong Si, Tong |
author_facet | Zhang, Songya Zhu, Jing Fan, Shuai Xie, Wenhao Yang, Zhaoyong Si, Tong |
author_sort | Zhang, Songya |
collection | PubMed |
description | Directed evolution is a powerful approach to engineer enzymes via iterative creation and screening of variant libraries. However, assay development for high-throughput mutant screening remains challenging, particularly for new catalytic activities. Mass spectrometry (MS) analysis is label-free and well suited for untargeted discovery of new enzyme products but is traditionally limited by slow speed. Here we report an automated workflow for directed evolution of new enzymatic activities via high-throughput library creation and label-free MS screening. For a proof of concept, we chose to engineer a cyclodipeptide synthase (CDPS) that synthesizes diketopiperazine (DKP) compounds with therapeutic potential. In recombinant Escherichia coli, site-saturation mutagenesis (SSM) and error-prone PCR (epPCR) libraries expressing CDPS mutants were automatically created and cultivated on an integrated work cell. Culture supernatants were then robotically processed for matrix-assisted laser desorption/ionization time-of-flight (MALDI-ToF) MS analysis at a rate of 5 s per sample. The resulting mass spectral data were processed via custom computational algorithms, which performed a multivariant analysis of 108 theoretical mass-to-charge (m/z) values of 190 possible DKP molecules within a mass window of 115–373 Da. An F186L CDPS mutant was isolated to produce cyclo(l-Phe–l-Val), which is undetectable in the product profile of the wild-type enzyme. This robotic, label-free MS screening approach may be generally applicable to engineering other enzymes with new activities in high throughput. |
format | Online Article Text |
id | pubmed-9241961 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | The Royal Society of Chemistry |
record_format | MEDLINE/PubMed |
spelling | pubmed-92419612022-07-22 Directed evolution of a cyclodipeptide synthase with new activities via label-free mass spectrometric screening Zhang, Songya Zhu, Jing Fan, Shuai Xie, Wenhao Yang, Zhaoyong Si, Tong Chem Sci Chemistry Directed evolution is a powerful approach to engineer enzymes via iterative creation and screening of variant libraries. However, assay development for high-throughput mutant screening remains challenging, particularly for new catalytic activities. Mass spectrometry (MS) analysis is label-free and well suited for untargeted discovery of new enzyme products but is traditionally limited by slow speed. Here we report an automated workflow for directed evolution of new enzymatic activities via high-throughput library creation and label-free MS screening. For a proof of concept, we chose to engineer a cyclodipeptide synthase (CDPS) that synthesizes diketopiperazine (DKP) compounds with therapeutic potential. In recombinant Escherichia coli, site-saturation mutagenesis (SSM) and error-prone PCR (epPCR) libraries expressing CDPS mutants were automatically created and cultivated on an integrated work cell. Culture supernatants were then robotically processed for matrix-assisted laser desorption/ionization time-of-flight (MALDI-ToF) MS analysis at a rate of 5 s per sample. The resulting mass spectral data were processed via custom computational algorithms, which performed a multivariant analysis of 108 theoretical mass-to-charge (m/z) values of 190 possible DKP molecules within a mass window of 115–373 Da. An F186L CDPS mutant was isolated to produce cyclo(l-Phe–l-Val), which is undetectable in the product profile of the wild-type enzyme. This robotic, label-free MS screening approach may be generally applicable to engineering other enzymes with new activities in high throughput. The Royal Society of Chemistry 2022-06-02 /pmc/articles/PMC9241961/ /pubmed/35872818 http://dx.doi.org/10.1039/d2sc01637k Text en This journal is © The Royal Society of Chemistry https://creativecommons.org/licenses/by-nc/3.0/ |
spellingShingle | Chemistry Zhang, Songya Zhu, Jing Fan, Shuai Xie, Wenhao Yang, Zhaoyong Si, Tong Directed evolution of a cyclodipeptide synthase with new activities via label-free mass spectrometric screening |
title | Directed evolution of a cyclodipeptide synthase with new activities via label-free mass spectrometric screening |
title_full | Directed evolution of a cyclodipeptide synthase with new activities via label-free mass spectrometric screening |
title_fullStr | Directed evolution of a cyclodipeptide synthase with new activities via label-free mass spectrometric screening |
title_full_unstemmed | Directed evolution of a cyclodipeptide synthase with new activities via label-free mass spectrometric screening |
title_short | Directed evolution of a cyclodipeptide synthase with new activities via label-free mass spectrometric screening |
title_sort | directed evolution of a cyclodipeptide synthase with new activities via label-free mass spectrometric screening |
topic | Chemistry |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9241961/ https://www.ncbi.nlm.nih.gov/pubmed/35872818 http://dx.doi.org/10.1039/d2sc01637k |
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