Biocatalysed synthesis planning using data-driven learning DOI Creative Commons
Daniel Probst, Matteo Manica, Yves Gaëtan Nana Teukam

et al.

Nature Communications, Journal Year: 2022, Volume and Issue: 13(1)

Published: Feb. 18, 2022

Abstract Enzyme catalysts are an integral part of green chemistry strategies towards a more sustainable and resource-efficient chemical synthesis. However, the use biocatalysed reactions in retrosynthetic planning clashes with difficulties predicting enzymatic activity on unreported substrates enzyme-specific stereo- regioselectivity. As now, only rule-based systems support using biocatalysis, while initial data-driven approaches limited to forward predictions. Here, we extend reaction as well pathway prediction models based Molecular Transformer architecture biocatalysis. The knowledge is learned from extensive data set publicly available biochemical aid new class token scheme enzyme commission classification number, which captures catalysis patterns among different enzymes belonging same hierarchy. model (top-1 accuracy 49.6%), single-step round-trip 39.6%) curated made facilitate adoption design greener processes.

Language: Английский

Biocatalysis: Enzymatic Synthesis for Industrial Applications DOI Creative Commons
Shuke Wu, Radka Šnajdrová, Jeffrey C. Moore

et al.

Angewandte Chemie International Edition, Journal Year: 2020, Volume and Issue: 60(1), P. 88 - 119

Published: June 18, 2020

Abstract Biocatalysis has found numerous applications in various fields as an alternative to chemical catalysis. The use of enzymes organic synthesis, especially make chiral compounds for pharmaceuticals well the flavors and fragrance industry, are most prominent examples. In addition, biocatalysts used on a large scale specialty even bulk chemicals. This review intends give illustrative examples this field with special focus scalable production using enzymes. It also discusses opportunities limitations enzymatic syntheses distinct provides outlook emerging enzyme classes.

Language: Английский

Citations

1078

Biocatalysis DOI Open Access
Elizabeth L. Bell, William Finnigan, Scott P. France

et al.

Nature Reviews Methods Primers, Journal Year: 2021, Volume and Issue: 1(1)

Published: June 24, 2021

Language: Английский

Citations

446

Is enzyme immobilization a mature discipline? Some critical considerations to capitalize on the benefits of immobilization DOI Creative Commons
Juan M. Bolívar, John M. Woodley, Roberto Fernandéz‐Lafuente

et al.

Chemical Society Reviews, Journal Year: 2022, Volume and Issue: 51(15), P. 6251 - 6290

Published: Jan. 1, 2022

Enzyme immobilization has been developing since the 1960s and although many industrial biocatalytic processes use technology to improve enzyme performance, still today we are far from full exploitation of field. One clear reason is that evaluate based on only a few experiments not always well-designed. In contrast other reviews subject, here highlight pitfalls using incorrectly designed protocols explain why in cases sub-optimal results obtained. We also describe solutions overcome these challenges come conclusion recent developments material science, bioprocess engineering protein science continue open new opportunities for future. this way, immobilization, being mature discipline, remains as subject high interest where intense research necessary take advantage possibilities.

Language: Английский

Citations

363

Power of Biocatalysis for Organic Synthesis DOI Creative Commons
Christoph K. Winkler, Joerg H. Schrittwieser, Wolfgang Kroutil

et al.

ACS Central Science, Journal Year: 2021, Volume and Issue: 7(1), P. 55 - 71

Published: Jan. 14, 2021

Biocatalysis, using defined enzymes for organic transformations, has become a common tool in synthesis, which is also frequently applied industry. The generally high activity and outstanding stereo-, regio-, chemoselectivity observed many biotransformations are the result of precise control reaction active site biocatalyst. This achieved by exact positioning reagents relative to each other fine-tuned 3D environment, specific activating interactions between protein, subtle movements catalyst. Enzyme engineering enables one adapt catalyst desired process. A well-filled biocatalytic toolbox ready be used various reactions. Providing nonnatural conditions evolving biocatalysts play with myriad options creating novel transformations thereby opening new, short pathways target molecules. Combining several pot perform reactions concurrently increases efficiency biocatalysis even further.

Language: Английский

Citations

290

Recent trends in biocatalysis DOI Creative Commons
Dong Yi, Thomas Bayer, Christoffel P. S. Badenhorst

et al.

Chemical Society Reviews, Journal Year: 2021, Volume and Issue: 50(14), P. 8003 - 8049

Published: Jan. 1, 2021

Technological developments enable the discovery of novel enzymes, advancement enzyme cascade designs and pathway engineering, moving biocatalysis into an era technology integration, intelligent manufacturing enzymatic total synthesis.

Language: Английский

Citations

286

New frontiers in enzyme immobilisation: robust biocatalysts for a circular bio-based economy DOI Creative Commons
Roger A. Sheldon, Alessandra Basso, Dean Brady

et al.

Chemical Society Reviews, Journal Year: 2021, Volume and Issue: 50(10), P. 5850 - 5862

Published: Jan. 1, 2021

This tutorial review focuses on recent advances in technologies for enzyme immobilisation, enabling their cost-effective use the bio-based economy and continuous processing general.

Language: Английский

Citations

256

From nature to industry: Harnessing enzymes for biocatalysis DOI
Rebecca Buller, Stefan Lutz, Romas J. Kazlauskas

et al.

Science, Journal Year: 2023, Volume and Issue: 382(6673)

Published: Nov. 23, 2023

Biocatalysis harnesses enzymes to make valuable products. This green technology is used in countless applications from bench scale industrial production and allows practitioners access complex organic molecules, often with fewer synthetic steps reduced waste. The last decade has seen an explosion the development of experimental computational tools tailor enzymatic properties, equipping enzyme engineers ability create biocatalysts that perform reactions not present nature. By using (chemo)-enzymatic synthesis routes or orchestrating intricate cascades, scientists can synthesize elaborate targets ranging DNA pharmaceuticals starch made vitro CO2-derived methanol. In addition, new chemistries have emerged through combination biocatalysis transition metal catalysis, photocatalysis, electrocatalysis. review highlights recent key developments, identifies current limitations, provides a future prospect for this rapidly developing technology.

Language: Английский

Citations

224

Enzyme entrapment, biocatalyst immobilization without covalent attachment DOI Creative Commons
Hasan T. Imam, Patricia C. Marr, Andrew C. Marr

et al.

Green Chemistry, Journal Year: 2021, Volume and Issue: 23(14), P. 4980 - 5005

Published: Jan. 1, 2021

The entrapment of enzymes in organic, inorganic or biomaterials can yield active immobilized biocatalysts for chemical transformations without the need to form covalent bonds with protein.

Language: Английский

Citations

222

Organic acids production from lactic acid bacteria: A preservation approach DOI

Sneh Punia Bangar,

Shweta Suri, Monica Trif

et al.

Food Bioscience, Journal Year: 2022, Volume and Issue: 46, P. 101615 - 101615

Published: Feb. 16, 2022

Language: Английский

Citations

195

Shortening Synthetic Routes to Small Molecule Active Pharmaceutical Ingredients Employing Biocatalytic Methods DOI Creative Commons
Stefan Simić,

Erna Zukić,

Luca Schmermund

et al.

Chemical Reviews, Journal Year: 2021, Volume and Issue: 122(1), P. 1052 - 1126

Published: Nov. 30, 2021

Biocatalysis, using enzymes for organic synthesis, has emerged as powerful tool the synthesis of active pharmaceutical ingredients (APIs). The first industrial biocatalytic processes launched in half last century exploited whole-cell microorganisms where specific enzyme at work was not known. In meantime, novel molecular biology methods, such efficient gene sequencing and triggered breakthroughs directed evolution rapid development process-stable with broad substrate scope good selectivities tailored substrates. To date, are employed to enable shorter, more efficient, sustainable alternative routes toward (established) small molecule APIs, additionally used perform standard reactions API efficiently. Herein, large-scale synthetic containing key steps >130 APIs approved drugs drug candidates compared corresponding chemical protocols (if available) regarding steps, reaction conditions, scale. review is structured according functional group formed reaction.

Language: Английский

Citations

180