Evolutionary pathways and trajectories in antibiotic resistance

F Baquero, JL Martinez, V F. Lanza… - Clinical Microbiology …, 2021 - journals.asm.org
Evolution is the hallmark of life. Descriptions of the evolution of microorganisms have
provided a wealth of information, but knowledge regarding “what happened” has precluded …

Proteingym: Large-scale benchmarks for protein fitness prediction and design

P Notin, A Kollasch, D Ritter… - Advances in …, 2023 - proceedings.neurips.cc
Predicting the effects of mutations in proteins is critical to many applications, from
understanding genetic disease to designing novel proteins to address our most pressing …

Synonymous mutations in representative yeast genes are mostly strongly non-neutral

X Shen, S Song, C Li, J Zhang - Nature, 2022 - nature.com
Synonymous mutations in protein-coding genes do not alter protein sequences and are thus
generally presumed to be neutral or nearly neutral,,,–. Here, to experimentally verify this …

Tranception: protein fitness prediction with autoregressive transformers and inference-time retrieval

P Notin, M Dias, J Frazer… - International …, 2022 - proceedings.mlr.press
The ability to accurately model the fitness landscape of protein sequences is critical to a
wide range of applications, from quantifying the effects of human variants on disease …

Recent insights into the genotype–phenotype relationship from massively parallel genetic assays

H Kemble, P Nghe, O Tenaillon - Evolutionary applications, 2019 - Wiley Online Library
With the molecular revolution in Biology, a mechanistic understanding of the genotype–
phenotype relationship became possible. Recently, advances in DNA synthesis and …

Predicting and interpreting large-scale mutagenesis data using analyses of protein stability and conservation

MH Høie, M Cagiada, AHB Frederiksen, A Stein… - Cell reports, 2022 - cell.com
Understanding and predicting the functional consequences of single amino acid changes is
central in many areas of protein science. Here, we collect and analyze experimental …

Using deep mutational scanning to benchmark variant effect predictors and identify disease mutations

BJ Livesey, JA Marsh - Molecular systems biology, 2020 - embopress.org
To deal with the huge number of novel protein‐coding variants identified by genome and
exome sequencing studies, many computational variant effect predictors (VEPs) have been …

Comprehensive fitness maps of Hsp90 show widespread environmental dependence

JM Flynn, A Rossouw, P Cote-Hammarlof, I Fragata… - Elife, 2020 - elifesciences.org
Gene-environment interactions have long been theorized to influence molecular evolution.
However, the environmental dependence of most mutations remains unknown. Using deep …

The adaptive landscape of a metallo-enzyme is shaped by environment-dependent epistasis

DW Anderson, F Baier, G Yang, N Tokuriki - Nature Communications, 2021 - nature.com
Enzymes can evolve new catalytic activity when environmental changes present them with
novel substrates. Despite this seemingly straightforward relationship, factors other than the …

Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset

SKS Chu, K Narang, JB Siegel - PLOS Computational Biology, 2024 - journals.plos.org
Protein stability plays a crucial role in a variety of applications, such as food processing,
therapeutics, and the identification of pathogenic mutations. Engineering campaigns …