TY - JOUR
T1 - Superfamilies of Evolved and Designed Networks
AU - Milo, Ron
AU - Itzkovitz, Shalev
AU - Kashtan, Nadav
AU - Levitt, Reuven
AU - Shen-Orr, Shai
AU - Ayzenshtat, Inbal
AU - Sheffer, Michal
AU - Alon, Uri
PY - 2004/3/5
Y1 - 2004/3/5
N2 - Complex biological, technological, and sociological networks can be of very different sizes and connectivities, making it difficult to compare their structures. Here we present an approach to systematically study similarity in the local structure of networks, based on the significance profile (SP) of small subgraphs in the network compared to randomized networks. We find several superfamilies of previously unrelated networks with very similar SPs. One superfamily, including transcription networks of microorganisms, represents "rate-limited" information-processing networks strongly constrained by the response time of their components. A distinct superfamily includes protein signaling, developmental genetic networks, and neuronal wiring. Additional superfamilies include power grids, protein-structure networks and geometric networks, World Wide Web links and social networks, and word-adjacency networks from different languages.
AB - Complex biological, technological, and sociological networks can be of very different sizes and connectivities, making it difficult to compare their structures. Here we present an approach to systematically study similarity in the local structure of networks, based on the significance profile (SP) of small subgraphs in the network compared to randomized networks. We find several superfamilies of previously unrelated networks with very similar SPs. One superfamily, including transcription networks of microorganisms, represents "rate-limited" information-processing networks strongly constrained by the response time of their components. A distinct superfamily includes protein signaling, developmental genetic networks, and neuronal wiring. Additional superfamilies include power grids, protein-structure networks and geometric networks, World Wide Web links and social networks, and word-adjacency networks from different languages.
UR - http://www.scopus.com/inward/record.url?scp=1542287343&partnerID=8YFLogxK
U2 - 10.1126/science.1089167
DO - 10.1126/science.1089167
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C2 - 15001784
AN - SCOPUS:1542287343
SN - 0036-8075
VL - 303
SP - 1538
EP - 1542
JO - Science
JF - Science
IS - 5663
ER -