Predicting Functional Diversity Within Enzyme Families: A Practical Perspective
Integrating machine learning into enzyme discovery requires navigating the trade‐offs between data quantity and quality. This article provides a best‐practice framework for developing robust predictors, focusing on mitigating bias in biochemical datasets, implementing systematic “cold‐drug” validation strategies, and utilizing explainable artificial ...
Nika Sokolova, Kristina Haslinger
wiley +1 more source
Advances in Carrageenases: Molecular Engineering, Immobilization Techniques, and Biomedical Potential of Carrageenan Oligosaccharides. [PDF]
Xie Q +7 more
europepmc +1 more source
Enhancing Enzyme Activity With Mutation Combinations Guided by Few-Shot Learning and Causal Inference. [PDF]
Guo L +15 more
europepmc +1 more source
Genome-Resolved Metagenomics Reveals Thermophilic Microbial Diversity and Putative Hydrolase-Encoding Genes in the El Tatio Geothermal Field. [PDF]
Valenzuela B +4 more
europepmc +1 more source
Reengineering a thermostable keratinase past the boiling point. [PDF]
Jenney FE.
europepmc +1 more source
Identification of thermostability-enhancing mutations in H9N2 avian influenza virus hemagglutinin. [PDF]
Liu B +15 more
europepmc +1 more source
By growing a conformal ZIF‐8 protective layer directly on antibody‐functionalized microneedles, this work converts a fragile biosensing interface into a thermostable diagnostic platform. The MOF@MN patch enables minimally invasive NGAL detection from dermal ISF while supporting cold‐chain‐independent storage and transport for decentralized kidney ...
Yixuan Wang +10 more
wiley +1 more source
Keap1-Kelch-targeting protein-protein interaction inhibitors, but not reversibly-binding electrophiles, increase the thermostability of Keap1 in the cellular environment. [PDF]
Dayalan Naidu S +13 more
europepmc +1 more source
ABSTRACT Due to the rapid growth in aquaculture, there is an urgent need to explore alternative sustainable sources for fish feed other than conventional fishmeal. Black soldier fly larvae (BSFL) have been identified as a potential source of protein that could transform waste materials into high‐value biomass. This review critically synthesizes current
Mekonnen Melesse +2 more
wiley +1 more source
Thermostable ancestors enabled evolutionary diversification of promiscuous chemical defence enzymes. [PDF]
Thomson RES +12 more
europepmc +1 more source

