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Nucleic Acids Research Advance Access originally published online on August 26, 2006
Nucleic Acids Research 2006 34(16):4342-4353; doi:10.1093/nar/gkl440
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Nucleic Acids Research, 2006, Vol. 34, No. 16 4342-4353
© 2006 The Author(s)
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (
http://creativecommons.org/licenses/by-nc/2.0/uk/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.


Computational Biology

Data mining for proteins characteristic of clades

Marshall Bern*, David Goldberg and Eugenia Lyashenko1

Palo Alto Research Center 3333 Coyote Hill Road, Palo Alto, CA 94304, USA 1 Massachusetts Institute of Technology Cambridge, MA 02142, USA

*To whom correspondence should be addressed. Tel: 1 650 812 4443; Fax: 1 650 812 4471; Email: bern{at}parc.com

Received October 9, 2005. Revised April 18, 2006. Accepted June 5, 2006.

A synapomorphy is a phylogenetic character that provides evidence of shared descent. Ideally a synapomorphy is ubiquitous within the clade of related organisms and nonexistent outside the clade, implying that it arose after divergence from other extant species and before the last common ancestor of the clade. With the recent proliferation of genetic sequence data, molecular synapomorphies have assumed great importance, yet there is no convenient means to search for them over entire genomes. We have developed a new program called Conserv, which can rapidly assemble orthologous sequences and rank them by various metrics, such as degree of conservation or divergence from out-group orthologs. We have used Conserv to conduct a largescale search for molecular synapomorphies for bacterial clades. The search discovered sequences unique to clades, such as Actinobacteria, Firmicutes and {gamma}-Proteobacteria, and shed light on several open questions, such as whether Symbiobacterium thermophilum belongs with Actinobacteria or Firmicutes. We conclude that Conserv can quickly marshall evidence relevant to evolutionary questions that would be much harder to assemble with other tools.


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