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Evolutionary pathways and trajectories in antibiotic resistance
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 …
provided a wealth of information, but knowledge regarding “what happened” has precluded …
Proteingym: Large-scale benchmarks for protein fitness prediction and design
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 …
understanding genetic disease to designing novel proteins to address our most pressing …
Synonymous mutations in representative yeast genes are mostly strongly non-neutral
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 …
generally presumed to be neutral or nearly neutral,,,–. Here, to experimentally verify this …
Tranception: protein fitness prediction with autoregressive transformers and inference-time retrieval
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 …
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
With the molecular revolution in Biology, a mechanistic understanding of the genotype–
phenotype relationship became possible. Recently, advances in DNA synthesis and …
phenotype relationship became possible. Recently, advances in DNA synthesis and …
Predicting and interpreting large-scale mutagenesis data using analyses of protein stability and conservation
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 …
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
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 …
exome sequencing studies, many computational variant effect predictors (VEPs) have been …
Comprehensive fitness maps of Hsp90 show widespread environmental dependence
Gene-environment interactions have long been theorized to influence molecular evolution.
However, the environmental dependence of most mutations remains unknown. Using deep …
However, the environmental dependence of most mutations remains unknown. Using deep …
The adaptive landscape of a metallo-enzyme is shaped by environment-dependent epistasis
Enzymes can evolve new catalytic activity when environmental changes present them with
novel substrates. Despite this seemingly straightforward relationship, factors other than the …
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
Protein stability plays a crucial role in a variety of applications, such as food processing,
therapeutics, and the identification of pathogenic mutations. Engineering campaigns …
therapeutics, and the identification of pathogenic mutations. Engineering campaigns …