Critical assessment of methods of protein structure prediction (CASP)—Round XIII

A Kryshtafovych, T Schwede, M Topf… - Proteins: Structure …, 2019 - Wiley Online Library
CASP (critical assessment of structure prediction) assesses the state of the art in modeling
protein structure from amino acid sequence. The most recent experiment (CASP13 held in …

Deep learning in protein structural modeling and design

W Gao, SP Mahajan, J Sulam, JJ Gray - Patterns, 2020 - cell.com
Deep learning is catalyzing a scientific revolution fueled by big data, accessible toolkits, and
powerful computational resources, impacting many fields, including protein structural …

Benchmarking AlphaFold for protein complex modeling reveals accuracy determinants

R Yin, BY Feng, A Varshney, BG Pierce - Protein Science, 2022 - Wiley Online Library
High‐resolution experimental structural determination of protein–protein interactions has led
to valuable mechanistic insights, yet due to the massive number of interactions and …

Improved protein structure prediction using potentials from deep learning

AW Senior, R Evans, J Jumper, J Kirkpatrick, L Sifre… - Nature, 2020 - nature.com
Protein structure prediction can be used to determine the three-dimensional shape of a
protein from its amino acid sequence. This problem is of fundamental importance as the …

Improved protein structure prediction using predicted interresidue orientations

J Yang, I Anishchenko, H Park… - Proceedings of the …, 2020 - National Acad Sciences
The prediction of interresidue contacts and distances from coevolutionary data using deep
learning has considerably advanced protein structure prediction. Here, we build on these …

Improved protein structure prediction by deep learning irrespective of co-evolution information

J Xu, M Mcpartlon, J Li - Nature Machine Intelligence, 2021 - nature.com
Predicting the tertiary structure of a protein from its primary sequence has been greatly
improved by integrating deep learning and co-evolutionary analysis, as shown in CASP13 …

Critical assessment of methods of protein structure prediction (CASP)—Round XIV

A Kryshtafovych, T Schwede, M Topf… - Proteins: Structure …, 2021 - Wiley Online Library
Critical assessment of structure prediction (CASP) is a community experiment to advance
methods of computing three‐dimensional protein structure from amino acid sequence. Core …

Toward the solution of the protein structure prediction problem

R Pearce, Y Zhang - Journal of Biological Chemistry, 2021 - ASBMB
Since Anfinsen demonstrated that the information encoded in a protein's amino acid
sequence determines its structure in 1973, solving the protein structure prediction problem …

Deep learning extends de novo protein modelling coverage of genomes using iteratively predicted structural constraints

JG Greener, SM Kandathil, DT Jones - Nature communications, 2019 - nature.com
The inapplicability of amino acid covariation methods to small protein families has limited
their use for structural annotation of whole genomes. Recently, deep learning has shown …

Incorporating machine learning into established bioinformatics frameworks

N Auslander, AB Gussow, EV Koonin - International journal of molecular …, 2021 - mdpi.com
The exponential growth of biomedical data in recent years has urged the application of
numerous machine learning techniques to address emerging problems in biology and …