[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 …

Macromolecular modeling and design in Rosetta: recent methods and frameworks

JK Leman, BD Weitzner, SM Lewis, J Adolf-Bryfogle… - Nature …, 2020 - nature.com
The Rosetta software for macromolecular modeling, docking and design is extensively used
in laboratories worldwide. During two decades of development by a community of …

ProtGPT2 is a deep unsupervised language model for protein design

N Ferruz, S Schmidt, B Höcker - Nature communications, 2022 - nature.com
Protein design aims to build novel proteins customized for specific purposes, thereby
holding the potential to tackle many environmental and biomedical problems. Recent …

Recent advances in de novo protein design: Principles, methods, and applications

X Pan, T Kortemme - Journal of Biological Chemistry, 2021 - ASBMB
The computational de novo protein design is increasingly applied to address a number of
key challenges in biomedicine and biological engineering. Successes in expanding …

Language models generalize beyond natural proteins

R Verkuil, O Kabeli, Y Du, BIM Wicky, LF Milles… - BioRxiv, 2022 - biorxiv.org
Learning the design patterns of proteins from sequences across evolution may have
promise toward generative protein design. However it is unknown whether language …

De novo protein design, a retrospective

IV Korendovych, WF DeGrado - Quarterly reviews of biophysics, 2020 - cambridge.org
Proteins are molecular machines whose function depends on their ability to achieve
complex folds with precisely defined structural and dynamic properties. The rational design …

Protein design via deep learning

W Ding, K Nakai, H Gong - Briefings in bioinformatics, 2022 - academic.oup.com
Proteins with desired functions and properties are important in fields like nanotechnology
and biomedicine. De novo protein design enables the production of previously unseen …

De novo design of transmembrane β barrels

AA Vorobieva, P White, B Liang, JE Horne, AK Bera… - Science, 2021 - science.org
INTRODUCTION Despite their key biological roles, only a few proteins that fold into lipid
membranes have been designed de novo. A class of membrane proteins—transmembrane …

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 …

Sparks of function by de novo protein design

AE Chu, T Lu, PS Huang - Nature biotechnology, 2024 - nature.com
Abstract Information in proteins flows from sequence to structure to function, with each step
causally driven by the preceding one. Protein design is founded on inverting this process …