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Semantic similarity and machine learning with ontologies
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 …
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
Motivation A large number of protein sequences are becoming available through the
application of novel high-throughput sequencing technologies. Experimental functional …
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
Abstract Background The Critical Assessment of Functional Annotation (CAFA) is an
ongoing, global, community-driven effort to evaluate and improve the computational …
ongoing, global, community-driven effort to evaluate and improve the computational …
[HTML][HTML] Biochemical functional predictions for protein structures of unknown or uncertain function
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 …
genome sequencing and structural genomics efforts, there is a growing need for reliable …
A large-scale evaluation of computational protein function prediction
Automated annotation of protein function is challenging. As the number of sequenced
genomes rapidly grows, the overwhelming majority of protein products can only be …
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
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 …
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 …
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
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 …
determine protein sequences but relatively slow and expensive to extract useful information …
The ocean sampling day consortium
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 …
Biodiversity, Bioinformatics, Biotechnology) project to obtain a snapshot of the marine …
FFPred 3: feature-based function prediction for all Gene Ontology domains
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 …
it has gained fresh momentum thanks to recent community-wide blind tests aimed at …