Machine learning in enzyme engineering

S Mazurenko, Z Prokop, J Damborsky - ACS Catalysis, 2019 - ACS Publications
Enzyme engineering plays a central role in developing efficient biocatalysts for
biotechnology, biomedicine, and life sciences. Apart from classical rational design and …

PANNZER2: a rapid functional annotation web server

P Törönen, A Medlar, L Holm - Nucleic acids research, 2018 - academic.oup.com
The unprecedented growth of high-throughput sequencing has led to an ever-widening
annotation gap in protein databases. While computational prediction methods are available …

[HTML][HTML] Biochemical functional predictions for protein structures of unknown or uncertain function

CL Mills, PJ Beuning, MJ Ondrechen - Computational and structural …, 2015 - Elsevier
With the exponential growth in the determination of protein sequences and structures via
genome sequencing and structural genomics efforts, there is a growing need for reliable …

Annotated genes and nonannotated genomes: cross‐species use of Gene Ontology in ecology and evolution research

CR Primmer, S Papakostas, EH Leder… - Molecular …, 2013 - Wiley Online Library
Recent advances in molecular technologies have opened up unprecedented opportunities
for molecular ecologists to better understand the molecular basis of traits of ecological and …

[HTML][HTML] A large-scale evaluation of computational protein function prediction

P Radivojac, WT Clark, TR Oron, AM Schnoes… - Nature …, 2013 - nature.com
Automated annotation of protein function is challenging. As the number of sequenced
genomes rapidly grows, the overwhelming majority of protein products can only be …

An expanded evaluation of protein function prediction methods shows an improvement in accuracy

Y Jiang, TR Oron, WT Clark, AR Bankapur, D D'Andrea… - Genome biology, 2016 - Springer
Background A major bottleneck in our understanding of the molecular underpinnings of life
is the assignment of function to proteins. While molecular experiments provide the most …

Strong phenotypic plasticity limits potential for evolutionary responses to climate change

V Oostra, M Saastamoinen, BJ Zwaan… - Nature …, 2018 - nature.com
Phenotypic plasticity, the expression of multiple phenotypes from one genome, is a
widespread adaptation to short-term environmental fluctuations, but whether it facilitates …

Sargasso Sea Vibrio bacteria: Underexplored potential pathovars in a perturbed habitat

TJ Mincer, RP Bos, ER Zettler, S Zhao, AA Asbun… - Water Research, 2023 - Elsevier
We fully sequenced the genomes of 16 Vibrio cultivars isolated from eel larvae, plastic
marine debris (PMD), the pelagic brown macroalga Sargassum, and seawater samples …

Genome sequence of the Asian Tiger mosquito, Aedes albopictus, reveals insights into its biology, genetics, and evolution

XG Chen, X Jiang, J Gu, M Xu, Y Wu… - Proceedings of the …, 2015 - National Acad Sciences
The Asian tiger mosquito, Aedes albopictus, is a highly successful invasive species that
transmits a number of human viral diseases, including dengue and Chikungunya fevers …

[HTML][HTML] Optimizing cellulase production from Aspergillus flavus using response surface methodology and machine learning models

A Singhal, N Kumari, P Ghosh, Y Singh, S Garg… - … Technology & Innovation, 2022 - Elsevier
The study aims to optimize cellulase (CMCase) production by Aspergillus flavus using wheat
straw, an abundantly available lignocellulosic waste, as a substrate. Three parameters, ie …