Semantic similarity and machine learning with ontologies

M Kulmanov, FZ Smaili, X Gao… - Briefings in …, 2021 - academic.oup.com
Ontologies have long been employed in the life sciences to formally represent and reason
over domain knowledge and they are employed in almost every major biological database …

DeepGO: predicting protein functions from sequence and interactions using a deep ontology-aware classifier

M Kulmanov, MA Khan, R Hoehndorf - Bioinformatics, 2018 - academic.oup.com
Motivation A large number of protein sequences are becoming available through the
application of novel high-throughput sequencing technologies. Experimental functional …

The CAFA challenge reports improved protein function prediction and new functional annotations for hundreds of genes through experimental screens

N Zhou, Y Jiang, TR Bergquist, AJ Lee, BZ Kacsoh… - Genome biology, 2019 - Springer
Abstract Background The Critical Assessment of Functional Annotation (CAFA) is an
ongoing, global, community-driven effort to evaluate and improve the computational …

[HTML][HTML] Biochemical functional predictions for protein structures of unknown or uncertain function

CL Mills, PJ Beuning, MJ Ondrechen - Computational and structural …, 2015 - Elsevier
With the exponential growth in the determination of protein sequences and structures via
genome sequencing and structural genomics efforts, there is a growing need for reliable …

A large-scale evaluation of computational protein function prediction

P Radivojac, WT Clark, TR Oron, AM Schnoes… - Nature …, 2013 - nature.com
Automated annotation of protein function is challenging. As the number of sequenced
genomes rapidly grows, the overwhelming majority of protein products can only be …

An expanded evaluation of protein function prediction methods shows an improvement in accuracy

Y Jiang, TR Oron, WT Clark, AR Bankapur, D D'Andrea… - Genome biology, 2016 - Springer
Background A major bottleneck in our understanding of the molecular underpinnings of life
is the assignment of function to proteins. While molecular experiments provide the most …

The role of ontologies in biological and biomedical research: a functional perspective

R Hoehndorf, PN Schofield… - Briefings in …, 2015 - academic.oup.com
Ontologies are widely used in biological and biomedical research. Their success lies in their
combination of four main features present in almost all ontologies: provision of standard …

ProLanGO: protein function prediction using neural machine translation based on a recurrent neural network

R Cao, C Freitas, L Chan, M Sun, H Jiang, Z Chen - Molecules, 2017 - mdpi.com
With the development of next generation sequencing techniques, it is fast and cheap to
determine protein sequences but relatively slow and expensive to extract useful information …

The ocean sampling day consortium

A Kopf, M Bicak, R Kottmann, J Schnetzer, I Kostadinov… - Gigascience, 2015 - Springer
Abstract Ocean Sampling Day was initiated by the EU-funded Micro B3 (Marine Microbial
Biodiversity, Bioinformatics, Biotechnology) project to obtain a snapshot of the marine …

FFPred 3: feature-based function prediction for all Gene Ontology domains

D Cozzetto, F Minneci, H Currant, DT Jones - Scientific reports, 2016 - nature.com
Predicting protein function has been a major goal of bioinformatics for several decades, and
it has gained fresh momentum thanks to recent community-wide blind tests aimed at …