Machine learning-guided protein engineering

P Kouba, P Kohout, F Haddadi, A Bushuiev… - ACS …, 2023 - ACS Publications
Recent progress in engineering highly promising biocatalysts has increasingly involved
machine learning methods. These methods leverage existing experimental and simulation …

In silico methods for predicting functional synonymous variants

BC Lin, U Katneni, KI Jankowska, D Meyer… - Genome Biology, 2023 - Springer
Single nucleotide variants (SNVs) contribute to human genomic diversity. Synonymous
SNVs are previously considered to be “silent,” but mounting evidence has revealed that …

Topology in soft and biological matter

L Tubiana, GP Alexander, A Barbensi, D Buck… - Physics Reports, 2024 - Elsevier
The last years have witnessed remarkable advances in our understanding of the emergence
and consequences of topological constraints in biological and soft matter. Examples are …

Universal protein misfolding intermediates can bypass the proteostasis network and remain soluble and less functional

DA Nissley, Y Jiang, F Trovato, I Sitarik… - Nature …, 2022 - nature.com
Some misfolded protein conformations can bypass proteostasis machinery and remain
soluble in vivo. This is an unexpected observation, as cellular quality control mechanisms …

Codon language embeddings provide strong signals for use in protein engineering

C Outeiral, CM Deane - Nature Machine Intelligence, 2024 - nature.com
Protein representations from deep language models have yielded state-of-the-art
performance across many tasks in computational protein engineering. In recent years …

The mRNA mobileome: challenges and opportunities for deciphering signals from the noise

M Heeney, MH Frank - The Plant Cell, 2023 - academic.oup.com
Organismal communication entails encoding a message that is sent over space or time to a
recipient cell, where that message is decoded to activate a downstream response. Defining …

The Effects of Codon Usage on Protein Structure and Folding

MKJ Moss, LM Chamness… - Annual Review of …, 2023 - annualreviews.org
The rate of protein synthesis is slower than many folding reactions and varies depending on
the synonymous codons encoding the protein sequence. Synonymous codon substitutions …

Protein conformational ensembles in function: roles and mechanisms

R Nussinov, Y Liu, W Zhang, H Jang - RSC Chemical Biology, 2023 - pubs.rsc.org
The sequence-structure-function paradigm has dominated twentieth century molecular
biology. The paradigm tacitly stipulated that for each sequence there exists a single, well …

Identification of the lipodepsipeptide selethramide encoded in a giant nonribosomal peptide synthetase from a Burkholderia bacterium

SB Romanowski, S Lee, S Kunakom… - Proceedings of the …, 2023 - National Acad Sciences
Bacterial natural products have found many important industrial applications. Yet traditional
discovery pipelines often prioritize individual natural product families despite the presence …

[HTML][HTML] How the ribosome shapes cotranslational protein folding

E Samatova, AA Komar, MV Rodnina - Current Opinion in Structural Biology, 2024 - Elsevier
During protein synthesis, the growing nascent peptide chain moves inside the polypeptide
exit tunnel of the ribosome from the peptidyl transferase center towards the exit port where it …