Cited by 7,368Complex Network Analysis TechniquesBioinformatics and Genomic NetworksGene Regulatory Network Analysis

Network motifs: simple building blocks of complex networks.

Milo, R., Shen-Orr, S., Itzkovitz, S., Kashtan, N., Chklovskii, D., Alon, U.·2002·Science

Abstract

Complex networks are studied across many fields of science. To uncover their structural design principles, we defined "network motifs," patterns of interconnections occurring in complex networks at numbers that are significantly higher than those in randomized networks. We found such motifs in networks from biochemistry, neurobiology, ecology, and engineering. The motifs shared by ecological food webs were distinct from the motifs shared by the genetic networks of Escherichia coli and Saccharomyces cerevisiae or from those found in the World Wide Web. Similar motifs were found in networks that perform information processing, even though they describe elements as different as biomolecules within a cell and synaptic connections between neurons in Caenorhabditis elegans. Motifs may thus define universal classes of networks. This approach may uncover the basic building blocks of most networks.

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Crossref · 10.1126/science.298.5594.824

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References 25 · Cited by 7,368

Authors
Milo, R., Shen-Orr, S., Itzkovitz, S., Kashtan, N., Chklovskii, D., & Alon, U.
Affiliations
  • Weizmann Institute of Science (IL)
  • Cold Spring Harbor Laboratory (US)
Corresponding author
Alon, U.
Venue
Science
Published
2002-10-25
Volume
298
Issue
5594
Pages
824-827
ISSN
  • 0036-8075 (ISSN-L)
  • 1095-9203
OpenAlex
W2153624566
Cited by
7,368
References
25
Citations by year
2026: 271 · 2025: 295 · 2024: 302 · 2023: 298 · 2022: 366 · 2021: 373 · 2020: 380 · 2019: 374 · 2018: 406 · 2017: 353 · 2016: 337 · 2015: 336 · 2014: 366 · 2013: 349 · 2012: 383
FWCI
76.78
Type
journal article
Language
en
Open access
closed
Locations
  • Science (publishedVersion)
  • PubMed (publishedVersion)
  • Cold Spring Harbor Laboratory Institutional Repository (Cold Spring Harbor Laboratory) (acceptedVersion)
Topics
  • Physical Sciences › Physics and Astronomy › Statistical and Nonlinear Physics › Complex Network Analysis Techniques
  • 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
Keywords
network motifs, complex networks, network topology, structural design principles, food webs, gene regulatory networks, Escherichia coli, Saccharomyces cerevisiae, World Wide Web, synaptic connectivity, Caenorhabditis elegans, biomolecules
MeSH terms
Algorithms, Animals, Electronics, Escherichia coli, Gene Expression Regulation, Nerve Net, Neurons, Saccharomyces cerevisiae, Synapses, Caenorhabditis elegans, Food Chain, Internet

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