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Network propagation: a universal amplifier of genetic associations
Biological networks are powerful resources for the discovery of genes and genetic modules
that drive disease. Fundamental to network analysis is the concept that genes underlying the …
that drive disease. Fundamental to network analysis is the concept that genes underlying the …
Computational solutions for omics data
High-throughput experimental technologies are generating increasingly massive and
complex genomic data sets. The sheer enormity and heterogeneity of these data threaten to …
complex genomic data sets. The sheer enormity and heterogeneity of these data threaten to …
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 …
Metabolite discovery through global annotation of untargeted metabolomics data
Liquid chromatography–high-resolution mass spectrometry (LC-MS)-based metabolomics
aims to identify and quantify all metabolites, but most LC-MS peaks remain unidentified …
aims to identify and quantify all metabolites, but most LC-MS peaks remain unidentified …
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 …
A survey of statistical network models
Networks are ubiquitous in science and have become a focal point for discussion in
everyday life. Formal statistical models for the analysis of network data have emerged as a …
everyday life. Formal statistical models for the analysis of network data have emerged as a …
GeneMANIA: a real-time multiple association network integration algorithm for predicting gene function
Background: Most successful computational approaches for protein function prediction
integrate multiple genomics and proteomics data sources to make inferences about the …
integrate multiple genomics and proteomics data sources to make inferences about the …
Network‐based prediction of protein function
Functional annotation of proteins is a fundamental problem in the post‐genomic era. The
recent availability of protein interaction networks for many model species has spurred on the …
recent availability of protein interaction networks for many model species has spurred on the …
Global alignment of multiple protein interaction networks with application to functional orthology detection
Protein–protein interactions (PPIs) and their networks play a central role in all biological
processes. Akin to the complete sequencing of genomes and their comparative analysis …
processes. Akin to the complete sequencing of genomes and their comparative analysis …
Algorithms for detecting significantly mutated pathways in cancer
Recent genome sequencing studies have shown that the somatic mutations that drive
cancer development are distributed across a large number of genes. This mutational …
cancer development are distributed across a large number of genes. This mutational …