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 …

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 …

[HTML][HTML] 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 …

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

R Singh, J Xu, B Berger - Proceedings of the National …, 2008 - National Acad Sciences
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 …

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 …

Protein networks in disease

T Ideker, R Sharan - Genome research, 2008 - genome.cshlp.org
During a decade of proof-of-principle analysis in model organisms, protein networks have
been used to further the study of molecular evolution, to gain insight into the robustness of …

Graph theory and networks in biology

O Mason, M Verwoerd - IET systems biology, 2007 - IET
A survey of the use of graph theoretical techniques in Biology is presented. In particular,
recent work on identifying and modelling the structure of bio-molecular networks is …

Uncovering biological network function via graphlet degree signatures

T Milenković, N Pržulj - Cancer informatics, 2008 - journals.sagepub.com
Motivation Proteins are essential macromolecules of life and thus understanding their
function is of great importance. The number of functionally unclassified proteins is large …

Exploiting indirect neighbours and topological weight to predict protein function from protein–protein interactions

HN Chua, WK Sung, L Wong - Bioinformatics, 2006 - academic.oup.com
Motivation: Most approaches in predicting protein function from protein–protein interaction
data utilize the observation that a protein often share functions with proteins that interacts …

Diversity in Genetic In Vivo Methods for Protein-Protein Interaction Studies: from the Yeast Two-Hybrid System to the Mammalian Split-Luciferase System

B Stynen, H Tournu, J Tavernier… - … and molecular biology …, 2012 - Am Soc Microbiol
The yeast two-hybrid system pioneered the field of in vivo protein-protein interaction
methods and undisputedly gave rise to a palette of ingenious techniques that are constantly …