Machine learning-guided protein engineering
Recent progress in engineering highly promising biocatalysts has increasingly involved
machine learning methods. These methods leverage existing experimental and simulation …
machine learning methods. These methods leverage existing experimental and simulation …
In silico methods for predicting functional synonymous variants
Single nucleotide variants (SNVs) contribute to human genomic diversity. Synonymous
SNVs are previously considered to be “silent,” but mounting evidence has revealed that …
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 …
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
Some misfolded protein conformations can bypass proteostasis machinery and remain
soluble in vivo. This is an unexpected observation, as cellular quality control mechanisms …
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 …
performance across many tasks in computational protein engineering. In recent years …
The mRNA mobileome: challenges and opportunities for deciphering signals from the noise
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 …
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 …
the synonymous codons encoding the protein sequence. Synonymous codon substitutions …
Protein conformational ensembles in function: roles and mechanisms
The sequence-structure-function paradigm has dominated twentieth century molecular
biology. The paradigm tacitly stipulated that for each sequence there exists a single, well …
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 …
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 …
exit tunnel of the ribosome from the peptidyl transferase center towards the exit port where it …