Article

Network diffusion on multiple-layers: current approaches and integrative analysis of Rheumatoid Arthritis data.

2017-10-02

Abstract excerpt

Network Diffusion has been proposed in several applications, thanks to its ability of amplifying biological signals and prioritizing genes that may be associated with a disease. Not surprising, the success of Network Diffusion on a “single layer” led to the first approaches for the joint analysis of multi-omics data. Here, we review integrative methods based on Network Diffusion that have been proposed with severa...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: e2a0aa21-6505-5127-97f1-0a571134cc9e
DOI: 10.7287/peerj.preprints.3310v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Network diffusion on multiple-layers: current approaches and integrative analysis of Rheumatoid Arthritis data.DOI 10.7287/peerj.preprints.3310v1Read

multiDEGGs: a multi-omic differential network analysis package for biomarker discovery and predictive modelingSemantic proximity Read

Prioritization of candidate disease genes by topological similarity between disease and protein diffusion profiles.Semantic proximity Read

Random Walk with Restart on multilayer networks: from node prioritisation to supervised link prediction and beyondSemantic proximity Read

Random Walk with Restart on multilayer networks: from node prioritisation to supervised link prediction and beyondSemantic proximity Read

Rare disease research workflow using multilayer networks elucidates the molecular determinants of severity in Congenital Myasthenic Syndromes.Semantic proximity Read

A personalized network framework reveals predictive axis of anti-TNF response across diseasesSemantic proximity Read

Recent advances in network-based methods for disease gene prediction.Semantic proximity Read

Differential Network Analysis of Longitudinal Gene Expression in Response to PerturbationsSemantic proximity Read

A network diffusion approach to inferring sample-specific function reveals functional changes associated with breast cancer.Semantic proximity Read

Knowledge guided multi-level network inferenceSemantic proximity Read

NetMix2: Unifying network propagation and altered subnetworksSemantic proximity Read

Networks as Biomarkers: Uses and Purposes.Semantic proximity Read