Genome Res. 13:2498-2504, 2003
©2003 by Cold Spring Harbor Laboratory Press; ISSN 1088-9051/03 $5.00
Resources
Cytoscape: A Software Environment for Integrated Models of Biomolecular Interaction Networks
Paul Shannon1,
Andrew Markiel1,
Owen Ozier2,
Nitin S. Baliga1,
Jonathan T. Wang2,
Daniel Ramage2,
Nada Amin2,
Benno Schwikowski1,5 and
Trey Ideker2,3,4,5
1 Institute for Systems Biology, Seattle, Washington 98103, USA
2 Whitehead Institute for Biomedical Research, Cambridge, Massachusetts 02142, USA
3 Department of Bioengineering, University of California-San Diego, La Jolla, California 92093, USA
Cytoscape is an open source software project for integrating biomolecular interaction networks with high-throughput expression data and other molecular states into a unified conceptual framework. Although applicable to any system of molecular components and interactions, Cytoscape is most powerful when used in conjunction with large databases of protein-protein, protein-DNA, and genetic interactions that are increasingly available for humans and model organisms. Cytoscape's software Core provides basic functionality to layout and query the network; to visually integrate the network with expression profiles, phenotypes, and other molecular states; and to link the network to databases of functional annotations. The Core is extensible through a straightforward plug-in architecture, allowing rapid development of additional computational analyses and features. Several case studies of Cytoscape plug-ins are surveyed, including a search for interaction pathways correlating with changes in gene expression, a study of protein complexes involved in cellular recovery to DNA damage, inference of a combined physical/functional interaction network for Halobacterium, and an interface to detailed stochastic/kinetic gene regulatory models.
5 Corresponding authors. E-MAIL trey{at}bioeng.ucsd.edu; FAX (858) 534-5722. E-MAIL benno{at}systemsbiology.org; FAX (206) 732-1299
4 Present address: University of California, San Diego, Department of Bioengineering, La Jolla, California 92093, USA.
Article and publication are at http://www.genome.org/cgi/doi/10.1101/gr.1239303.
[The Cytoscape v1.1 Core runs on all major operating systems and is freely available for download from http://www.cytoscape.org/ as an open source Java application.]
6 Biological semantics vary widely within the biological community as well as fromproject to project. If biological semantics were in the Cytoscape Core, we would be faced with a difficult question; which semantics should we use? Cytoscape avoids this problem by leaving it to plug-in writers to adopt semantics adequate to the problem at hand. Of course, there is often substantial biological significance associated with data in the Core. For example, the core may represent a node (an abstract concept free of biological semantics) whose label is GCN4 (a text string with significance to yeast biologists as an important transcription factor) or we might use the Core to define node attributes entitled expression ratio or cellular compartment. In this way, great freedom and flexibilitythe ability to accommodate new biological problemsis gained by not inscribing the notion of specific biological entities directly into the semantics of Cytoscape's Core.
7 Although attribute-based layout was initially implemented as a plug-in, its general applicability and tight integration with several of Cytoscape's core features (graph layout and node attribute mapping) ultimately led us to incorporate it into the Cytoscape Core platform. Thus, plug-ins also provide a general means of introducing and testing new features.

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|

|
 |

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|
 |
|

|
 |

|
 |
 
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|
 |
|

|
 |

|
 |
 
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|
 |
|

|
 |

|
 |
 
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 |
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|
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|
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|
 |
|

|
 |

|
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|
 |
|

|
 |

|
 |
 
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|
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|
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|

|
 |

|
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|
 |
|

|
 |

|
 |
 
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 |
|

|
 |

|
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|
 |
|

|
 |

|
 |
 
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260 - 268.
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|
 |
|

|
 |

|
 |
 
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387 - 400.
[Abstract]
[Full Text]
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|
 |
|

|
 |

|
 |
 
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68(2):
415 - 424.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
Y. Assenov, F. Ramirez, S.-E. Schelhorn, T. Lengauer, and M. Albrecht
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Bioinformatics,
January 15, 2008;
24(2):
282 - 284.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
C. Su, J. M. Peregrin-Alvarez, G. Butland, S. Phanse, V. Fong, A. Emili, and J. Parkinson
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Nucleic Acids Res.,
January 11, 2008;
36(suppl_1):
D632 - D636.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
B.-J. Breitkreutz, C. Stark, T. Reguly, L. Boucher, A. Breitkreutz, M. Livstone, R. Oughtred, D. H. Lackner, J. Bahler, V. Wood, et al.
The BioGRID Interaction Database: 2008 update
Nucleic Acids Res.,
January 11, 2008;
36(suppl_1):
D637 - D640.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
D. L. Rubin, N. H. Shah, and N. F. Noy
Biomedical ontologies: a functional perspective
Brief Bioinform,
January 1, 2008;
9(1):
75 - 90.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
F. Jourdan, R. Breitling, M. P. Barrett, and D. Gilbert
MetaNetter: inference and visualization of high-resolution metabolomic networks
Bioinformatics,
January 1, 2008;
24(1):
143 - 145.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. Weinsheimer, G. M. Lenk, M. van der Voet, S. Land, A. Ronkainen, I. Alafuzoff, H. Kuivaniemi, and G. Tromp
Integration of expression profiles and genetic mapping data to identify candidate genes in intracranial aneurysm
Physiol Genomics,
December 19, 2007;
32(1):
45 - 57.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
G. STOLOVITZKY, D. MONROE, and A. CALIFANO
Dialogue on Reverse-Engineering Assessment and Methods: The DREAM of High-Throughput Pathway Inference
Ann. N.Y. Acad. Sci.,
December 1, 2007;
1115(1):
1 - 22.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
O. GEVAERT, S. VAN VOOREN, and B. DE MOOR
A Framework for Elucidating Regulatory Networks Based on Prior Information and Expression Data
Ann. N.Y. Acad. Sci.,
December 1, 2007;
1115(1):
240 - 248.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. Kheradpour, A. Stark, S. Roy, and M. Kellis
Reliable prediction of regulator targets using 12 Drosophila genomes
Genome Res.,
December 1, 2007;
17(12):
1919 - 1931.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
C. L. Roth, C. Mastronardi, A. Lomniczi, H. Wright, R. Cabrera, A. E. Mungenast, S. Heger, H. Jung, C. Dubay, and S. R. Ojeda
Expression of a Tumor-Related Gene Network Increases in the Mammalian Hypothalamus at the Time of Female Puberty
Endocrinology,
November 1, 2007;
148(11):
5147 - 5161.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
L.-Y. Tang, N. Deng, L.-S. Wang, J. Dai, Z.-L. Wang, X.-S. Jiang, S.-J. Li, L. Li, Q.-H. Sheng, D.-Q. Wu, et al.
Quantitative Phosphoproteome Profiling of Wnt3a-mediated Signaling Network: Indicating the Involvement of Ribonucleoside-diphosphate Reductase M2 Subunit Phosphorylation at Residue Serine 20 in Canonical Wnt Signal Transduction
Mol. Cell. Proteomics,
November 1, 2007;
6(11):
1952 - 1967.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
C. Wierling, R. Herwig, and H. Lehrach
Resources, standards and tools for systems biology
Brief Funct Genomic Proteomic,
October 17, 2007;
(2007)
elm027v1.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. Suderman and M. Hallett
Tools for visually exploring biological networks
Bioinformatics,
October 15, 2007;
23(20):
2651 - 2659.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. Draghici, P. Khatri, A. L. Tarca, K. Amin, A. Done, C. Voichita, C. Georgescu, and R. Romero
A systems biology approach for pathway level analysis
Genome Res.,
October 1, 2007;
17(10):
1537 - 1545.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. Geisler-Lee, N. O'Toole, R. Ammar, N. J. Provart, A. H. Millar, and M. Geisler
A Predicted Interactome for Arabidopsis
Plant Physiology,
October 1, 2007;
145(2):
317 - 329.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. G. Kann
Protein interactions and disease: computational approaches to uncover the etiology of diseases
Brief Bioinform,
September 1, 2007;
8(5):
333 - 346.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
B. S. Srinivasan, N. H. Shah, J. A. Flannick, E. Abeliuk, A. F. Novak, and S. Batzoglou
Current progress in network research: toward reference networks for key model organisms
Brief Bioinform,
September 1, 2007;
8(5):
318 - 332.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. H. Morris, C. C. Huang, P. C. Babbitt, and T. E. Ferrin
structureViz: linking Cytoscape and UCSF Chimera
Bioinformatics,
September 1, 2007;
23(17):
2345 - 2347.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
L. Salwinski and D. Eisenberg
The MiSink Plugin: Cytoscape as a graphical interface to the Database of Interacting Proteins
Bioinformatics,
August 15, 2007;
23(16):
2193 - 2195.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. Khatri, C. Voichita, K. Kattan, N. Ansari, A. Khatri, C. Georgescu, A. L. Tarca, and S. Draghici
Onto-Tools: new additions and improvements in 2006
Nucleic Acids Res.,
July 13, 2007;
35(suppl_2):
W206 - W211.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
Z. Hu, D. M. Ng, T. Yamada, C. Chen, S. Kawashima, J. Mellor, B. Linghu, M. Kanehisa, J. M. Stuart, and C. DeLisi
VisANT 3.0: new modules for pathway visualization, editing, prediction and construction
Nucleic Acids Res.,
July 13, 2007;
35(suppl_2):
W625 - W632.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
Y. Huang, H. Li, H. Hu, X. Yan, M. S. Waterman, H. Huang, and X. J. Zhou
Systematic discovery of functional modules and context-specific functional annotation of human genome
Bioinformatics,
July 1, 2007;
23(13):
i222 - i229.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. Adachi, C. Kumar, Y. Zhang, and M. Mann
In-depth Analysis of the Adipocyte Proteome by Mass Spectrometry and Bioinformatics
Mol. Cell. Proteomics,
July 1, 2007;
6(7):
1257 - 1273.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. Van Leene, H. Stals, D. Eeckhout, G. Persiau, E. Van De Slijke, G. Van Isterdael, A. De Clercq, E. Bonnet, K. Laukens, N. Remmerie, et al.
A Tandem Affinity Purification-based Technology Platform to Study the Cell Cycle Interactome in Arabidopsis thaliana
Mol. Cell. Proteomics,
July 1, 2007;
6(7):
1226 - 1238.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
F. L. Fevre, S. Smidtas, and V. Schachter
Cyclone: java-based querying and computing with Pathway/Genome databases
Bioinformatics,
May 15, 2007;
23(10):
1299 - 1300.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
X. Zhu, M. Gerstein, and M. Snyder
Getting connected: analysis and principles of biological networks
Genes & Dev.,
May 1, 2007;
21(9):
1010 - 1024.
[Abstract]
[Full Text]
[PDF]
|
 |
|
|