Integrative approaches for finding modular structure in biological networks
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A central goal of systems biology is to elucidate the structural and functional architecture of the cell. To this end, large and complex networks of molecular interactions are being rapidly generated for humans and model organisms. A recent focus of bioinformatics research has been to integrate these networks with each other and with diverse molecular profiles to identify sets of molecules and interactions that participate in a common biological function - that is, 'modules'. Here, we classify such integrative approaches into four broad categories, describe their bioinformatic principles and review their applications.
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Many biological networks have a hierarchical structure in which nodes can be organized into a relatively small collection of highly interconnected modules.
“Many biological networks have a hierarchical structure such that their nodes can be organized into a relatively small collection of highly interconnected modules4,28,29”
From Systems biology and gene networks in neurodevelopmental and neurodegenerative disorders (2015) · cites this paper as [28]
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- Authors
- Mitra, K., Carvunis, A.-R., Ramesh, S. K., & Ideker, T.
- Affiliations
- University of California San Diego (US)
- Corresponding author
- Mitra, Koyel
- Venue
- Nature Reviews Genetics
- Published
- 2013-09-18
- Volume
- 14
- Issue
- 10
- Pages
- 719-732
- ISSN
- 1471-0056 (ISSN-L)
- 1471-0064
- PMC
- PMC3940161
- OpenAlex
- W2040847667
- Cited by
- 535
- References
- 177
- Citations by year
- 2026: 7 · 2025: 14 · 2024: 18 · 2023: 22 · 2022: 34 · 2021: 43 · 2020: 45 · 2019: 57 · 2018: 59 · 2017: 72 · 2016: 63 · 2015: 59 · 2014: 38 · 2013: 4
- FWCI
- 5.03
- Type
- journal article
- Language
- en
- Open access
- green
- europepmc.org
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Nature Reviews Genetics (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Mental Health (P30MH062261)
- National Institute of General Medical Sciences (P50GM085764, P41GM103504)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Bioinformatics and Genomic Networks
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gene Regulatory Network Analysis
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Biomedical Text Mining and Ontologies
- Keywords
- network modules, modular structure, molecular interaction networks, multi-omics integration, functional modules, systems biology, network clustering, molecular profiles
- MeSH terms
- Algorithms, Gene Expression Regulation, Humans, Models, Biological, Genome, Human, Computational Biology, Systems Biology, Gene Regulatory Networks, Metabolic Networks and Pathways
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