» Articles » PMID: 15319512

The Small World of the Cerebral Cortex

Overview
Date 2004 Aug 21
PMID 15319512
Citations 515
Authors
Affiliations
Soon will be listed here.
Abstract

While much information is available on the structural connectivity of the cerebral cortex, especially in the primate, the main organizational principles of the connection patterns linking brain areas, columns and individual cells have remained elusive. We attempt to characterize a wide variety of cortical connectivity data sets using a specific set of graph theory methods. We measure global aspects of cortical graphs including the abundance of small structural motifs such as cycles, the degree of local clustering of connections and the average path length. We examine large-scale cortical connection matrices obtained from neuroanatomical data bases, as well as probabilistic connection matrices at the level of small cortical neuronal populations linked by intra-areal and inter-areal connections. All cortical connection matrices examined in this study exhibit "small-world" attributes, characterized by the presence of abundant clustering of connections combined with short average distances between neuronal elements. We discuss the significance of these universal organizational features of cortex in light of functional brain anatomy. Supplementary materials are at www.indiana.edu/~cortex/lab.htm.

Citing Articles

Exploring Graph Theory Mechanisms of Fluid Intelligence in the DLPFC: Insights From Resting-State fNIRS Across Various Time Windows.

Wang Y, Chen Z, Cai Z, Ao W, Li Q, Xu M Brain Behav. 2025; 15(3):e70386.

PMID: 40022279 PMC: 11870832. DOI: 10.1002/brb3.70386.


Network Segregation and Integration Changes in Healthy Aging: Evidence From EEG Subbands During the Visual Short-Term Memory Binding Task.

Fide E, Bora E, Yener G Eur J Neurosci. 2025; 61(3):e70001.

PMID: 39906991 PMC: 11795350. DOI: 10.1111/ejn.70001.


Syllable as a Synchronization Mechanism That Makes Human Speech Possible.

Xu Y Brain Sci. 2025; 15(1).

PMID: 39851401 PMC: 11763374. DOI: 10.3390/brainsci15010033.


Twenty Years of Neuroinformatics: A Bibliometric Analysis.

Guillen-Pujadas M, Alaminos D, Vizuete-Luciano E, Merigo J, Van Horn J Neuroinformatics. 2025; 23(1):7.

PMID: 39812741 PMC: 11735507. DOI: 10.1007/s12021-024-09712-3.


The songbird connectome (OSCINE-NET.ORG): structure-function organization beyond the canonical vocal control network.

Savoy A, Anderson K, Gogola J BMC Neurosci. 2024; 25(1):79.

PMID: 39731002 PMC: 11681764. DOI: 10.1186/s12868-024-00919-3.


References
1.
Watts D, Strogatz S . Collective dynamics of 'small-world' networks. Nature. 1998; 393(6684):440-2. DOI: 10.1038/30918. View

2.
Maslov S, Sneppen K . Specificity and stability in topology of protein networks. Science. 2002; 296(5569):910-3. DOI: 10.1126/science.1065103. View

3.
Felleman D, Van Essen D . Distributed hierarchical processing in the primate cerebral cortex. Cereb Cortex. 1991; 1(1):1-47. DOI: 10.1093/cercor/1.1.1-a. View

4.
Rives A, Galitski T . Modular organization of cellular networks. Proc Natl Acad Sci U S A. 2003; 100(3):1128-33. PMC: 298738. DOI: 10.1073/pnas.0237338100. View

5.
Kleinberg . Navigation in a small world. Nature. 2000; 406(6798):845. DOI: 10.1038/35022643. View