Machine learning for integrating data in biology and medicine: Principles, practice, and opportunities

M Zitnik, F Nguyen, B Wang, J Leskovec… - Information …, 2019 - Elsevier
New technologies have enabled the investigation of biology and human health at an
unprecedented scale and in multiple dimensions. These dimensions include a myriad of …

Network medicine in the age of biomedical big data

AR Sonawane, ST Weiss, K Glass, A Sharma - Frontiers in Genetics, 2019 - frontiersin.org
Network medicine is an emerging area of research dealing with molecular and genetic
interactions, network biomarkers of disease, and therapeutic target discovery. Large-scale …

Systems bioinformatics: increasing precision of computational diagnostics and therapeutics through network-based approaches

A Oulas, G Minadakis, M Zachariou… - Briefings in …, 2019 - academic.oup.com
Abstract Systems Bioinformatics is a relatively new approach, which lies in the intersection of
systems biology and classical bioinformatics. It focuses on integrating information across …

Survey of local and global biological network alignment: the need to reconcile the two sides of the same coin

PH Guzzi, T Milenković - Briefings in bioinformatics, 2018 - academic.oup.com
Analogous to genomic sequence alignment that allows for across-species transfer of
biological knowledge between conserved sequence regions, biological network alignment …

Network alignment and motif discovery in dynamic networks

P Cinaglia, M Cannataro - … Modeling Analysis in Health Informatics and …, 2022 - Springer
In the-omics era, bioinformatics technologies allowed the development of several
approaches useful to analyze biological systems. To provide a deep insight into a biological …

SANA: simulated annealing far outperforms many other search algorithms for biological network alignment

N Mamano, WB Hayes - Bioinformatics, 2017 - academic.oup.com
Every alignment algorithm consists of two orthogonal components: an objective function M
measuring the quality of an alignment, and a search algorithm that explores the space of …

The post-genomic era of biological network alignment

FE Faisal, L Meng, J Crawford, T Milenković - EURASIP Journal on …, 2015 - Springer
Biological network alignment aims to find regions of topological and functional (dis)
similarities between molecular networks of different species. Then, network alignment can …

Challenges and limitations of biological network analysis

M Milano, G Agapito, M Cannataro - BioTech, 2022 - mdpi.com
High-Throughput technologies are producing an increasing volume of data that needs large
amounts of data storage, effective data models and efficient, possibly parallel analysis …

Multiple network alignment via multiMAGNA++

V Vijayan, T Milenković - IEEE/ACM transactions on …, 2017 - ieeexplore.ieee.org
Network alignment (NA) aims to find a node map** that identifies topologically or
functionally similar network regions between molecular networks of different species …

[HTML][HTML] Unified alignment of protein-protein interaction networks

N Malod-Dognin, K Ban, N Pržulj - Scientific reports, 2017 - nature.com
Paralleling the increasing availability of protein-protein interaction (PPI) network data,
several network alignment methods have been proposed. Network alignments have been …