[HTML][HTML] Advances in protein structure prediction and design

B Kuhlman, P Bradley - Nature reviews molecular cell biology, 2019 - nature.com
The prediction of protein three-dimensional structure from amino acid sequence has been a
grand challenge problem in computational biophysics for decades, owing to its intrinsic …

In-cell structural biology by NMR: the benefits of the atomic scale

FX Theillet - Chemical reviews, 2022 - ACS Publications
In-cell structural biology aims at extracting structural information about proteins or nucleic
acids in their native, cellular environment. This emerging field holds great promise and is …

Mega-scale experimental analysis of protein folding stability in biology and design

K Tsuboyama, J Dauparas, J Chen, E Laine… - Nature, 2023 - nature.com
Advances in DNA sequencing and machine learning are providing insights into protein
sequences and structures on an enormous scale. However, the energetics driving folding …

De novo design of potent and selective mimics of IL-2 and IL-15

DA Silva, S Yu, UY Ulge, JB Spangler, KM Jude… - Nature, 2019 - nature.com
We describe a de novo computational approach for designing proteins that recapitulate the
binding sites of natural cytokines, but are otherwise unrelated in topology or amino acid …

Transfer learning to leverage larger datasets for improved prediction of protein stability changes

H Dieckhaus, M Brocidiacono… - Proceedings of the …, 2024 - National Acad Sciences
Amino acid mutations that lower a protein's thermodynamic stability are implicated in
numerous diseases, and engineered proteins with enhanced stability can be important in …

Automated design of efficient and functionally diverse enzyme repertoires

O Khersonsky, R Lipsh, Z Avizemer, Y Ashani… - Molecular cell, 2018 - cell.com
Substantial improvements in enzyme activity demand multiple mutations at spatially
proximal positions in the active site. Such mutations, however, often exhibit unpredictable …

Opportunities and challenges in design and optimization of protein function

D Listov, CA Goverde, BE Correia… - … Reviews Molecular Cell …, 2024 - nature.com
The field of protein design has made remarkable progress over the past decade. Historically,
the low reliability of purely structure-based design methods limited their application, but …

Combinatorial assembly and design of enzymes

R Lipsh-Sokolik, O Khersonsky, SP Schröder… - Science, 2023 - science.org
The design of structurally diverse enzymes is constrained by long-range interactions that are
necessary for accurate folding. We introduce an atomistic and machine learning strategy for …

Hydration in deep eutectic solvents induces non-monotonic changes in the conformation and stability of proteins

A Sanchez-Fernandez, M Basic, J Xiang… - Journal of the …, 2022 - ACS Publications
The preservation of labile biomolecules presents a major challenge in chemistry, and deep
eutectic solvents (DESs) have emerged as suitable environments for this purpose. However …

Protein stability engineering insights revealed by domain-wide comprehensive mutagenesis

A Nisthal, CY Wang, ML Ary… - Proceedings of the …, 2019 - National Acad Sciences
The accurate prediction of protein stability upon sequence mutation is an important but
unsolved challenge in protein engineering. Large mutational datasets are required to train …