Intrinsically disordered proteins and multicellular organisms

AK Dunker, SE Bondos, F Huang, CJ Oldfield - Seminars in cell & …, 2015 - Elsevier
Intrinsically disordered proteins (IDPs) and IDP regions lack stable tertiary structure yet carry
out numerous biological functions, especially those associated with signaling, transcription …

Biological structure and function emerge from scaling unsupervised learning to 250 million protein sequences

A Rives, J Meier, T Sercu, S Goyal… - Proceedings of the …, 2021 - National Acad Sciences
In the field of artificial intelligence, a combination of scale in data and model capacity
enabled by unsupervised learning has led to major advances in representation learning and …

Protein knots and fold complexity: some new twists

WR Taylor - Computational biology and chemistry, 2007 - Elsevier
The current knowledge on topological knots in protein structure is reviewed, considering in
turn, knots with three, four and five strand crossings. The latter is the most recent to be …

DECIPHER: harnessing local sequence context to improve protein multiple sequence alignment

ES Wright - BMC bioinformatics, 2015 - Springer
Background Alignment of large and diverse sequence sets is a common task in biological
investigations, yet there remains considerable room for improvement in alignment quality …

Sixty-five years of the long march in protein secondary structure prediction: the final stretch?

Y Yang, J Gao, J Wang, R Heffernan… - Briefings in …, 2018 - academic.oup.com
Protein secondary structure prediction began in 1951 when Pauling and Corey predicted
helical and sheet conformations for protein polypeptide backbone even before the first …

PONDR-FIT: a meta-predictor of intrinsically disordered amino acids

B Xue, RL Dunbrack, RW Williams, AK Dunker… - … et Biophysica Acta (BBA …, 2010 - Elsevier
Protein intrinsic disorder is becoming increasingly recognized in proteomics research. While
lacking structure, many regions of disorder have been associated with biological function …

Analysis of molecular recognition features (MoRFs)

A Mohan, CJ Oldfield, P Radivojac, V Vacic… - Journal of molecular …, 2006 - Elsevier
Several proteomic studies in the last decade revealed that many proteins are either
completely disordered or possess long structurally flexible regions. Many such regions were …

SPINE X: improving protein secondary structure prediction by multistep learning coupled with prediction of solvent accessible surface area and backbone torsion …

E Faraggi, T Zhang, Y Yang, L Kurgan… - Journal of …, 2012 - Wiley Online Library
Accurate prediction of protein secondary structure is essential for accurate sequence
alignment, three‐dimensional structure modeling, and function prediction. The accuracy of …

Predicting backbone Cα angles and dihedrals from protein sequences by stacked sparse auto‐encoder deep neural network

J Lyons, A Dehzangi, R Heffernan… - Journal of …, 2014 - Wiley Online Library
Because a nearly constant distance between two neighbouring Cα atoms, local backbone
structure of proteins can be represented accurately by the angle between Cαi− 1 Cαi …

Achieving 80% ten‐fold cross‐validated accuracy for secondary structure prediction by large‐scale training

O Dor, Y Zhou - Proteins: Structure, Function, and …, 2007 - Wiley Online Library
An integrated system of neural networks, called SPINE, is established and optimized for
predicting structural properties of proteins. SPINE is applied to three‐state secondary …