Network propagation: a universal amplifier of genetic associations

L Cowen, T Ideker, BJ Raphael, R Sharan - Nature Reviews Genetics, 2017 - nature.com
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 …

Computational solutions for omics data

B Berger, J Peng, M Singh - Nature reviews genetics, 2013 - nature.com
High-throughput experimental technologies are generating increasingly massive and
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

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 …

Metabolite discovery through global annotation of untargeted metabolomics data

L Chen, W Lu, L Wang, X **ng, Z Chen, X Teng… - Nature …, 2021 - nature.com
Liquid chromatography–high-resolution mass spectrometry (LC-MS)-based metabolomics
aims to identify and quantify all metabolites, but most LC-MS peaks remain unidentified …

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 …

A survey of statistical network models

A Goldenberg, AX Zheng, SE Fienberg… - … and Trends® in …, 2010 - nowpublishers.com
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 …

GeneMANIA: a real-time multiple association network integration algorithm for predicting gene function

S Mostafavi, D Ray, D Warde-Farley, C Grouios… - Genome biology, 2008 - Springer
Background: Most successful computational approaches for protein function prediction
integrate multiple genomics and proteomics data sources to make inferences about the …

Network‐based prediction of protein function

R Sharan, I Ulitsky, R Shamir - Molecular systems biology, 2007 - embopress.org
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 …

Global alignment of multiple protein interaction networks with application to functional orthology detection

R Singh, J Xu, B Berger - Proceedings of the National Academy of …, 2008 - pnas.org
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 …

Algorithms for detecting significantly mutated pathways in cancer

F Vandin, E Upfal, BJ Raphael - Journal of Computational Biology, 2011 - liebertpub.com
Recent genome sequencing studies have shown that the somatic mutations that drive
cancer development are distributed across a large number of genes. This mutational …