Literature DB >> 21372810

Comprehensive cluster analysis with Transitivity Clustering.

Tobias Wittkop1, Dorothea Emig, Anke Truss, Mario Albrecht, Sebastian Böcker, Jan Baumbach.   

Abstract

Transitivity Clustering is a method for the partitioning of biological data into groups of similar objects, such as genes, for instance. It provides integrated access to various functions addressing each step of a typical cluster analysis. To facilitate this, Transitivity Clustering is accessible online and offers three user-friendly interfaces: a powerful stand-alone version, a web interface, and a collection of Cytoscape plug-ins. In this paper, we describe three major workflows: (i) protein (super)family detection with Cytoscape, (ii) protein homology detection with incomplete gold standards and (iii) clustering of gene expression data. This protocol guides the user through the most important features of Transitivity Clustering and takes ∼1 h to complete.

Mesh:

Year:  2011        PMID: 21372810     DOI: 10.1038/nprot.2010.197

Source DB:  PubMed          Journal:  Nat Protoc        ISSN: 1750-2799            Impact factor:   13.491


  13 in total

1.  GeneRAGE: a robust algorithm for sequence clustering and domain detection.

Authors:  A J Enright; C A Ouzounis
Journal:  Bioinformatics       Date:  2000-05       Impact factor: 6.937

2.  An efficient algorithm for large-scale detection of protein families.

Authors:  A J Enright; S Van Dongen; C A Ouzounis
Journal:  Nucleic Acids Res       Date:  2002-04-01       Impact factor: 16.971

3.  Protein families and TRIBES in genome sequence space.

Authors:  Anton J Enright; Victor Kunin; Christos A Ouzounis
Journal:  Nucleic Acids Res       Date:  2003-08-01       Impact factor: 16.971

4.  Partitioning biological data with transitivity clustering.

Authors:  Tobias Wittkop; Dorothea Emig; Sita Lange; Sven Rahmann; Mario Albrecht; John H Morris; Sebastian Böcker; Jens Stoye; Jan Baumbach
Journal:  Nat Methods       Date:  2010-06       Impact factor: 28.547

5.  Clustering by passing messages between data points.

Authors:  Brendan J Frey; Delbert Dueck
Journal:  Science       Date:  2007-01-11       Impact factor: 47.728

6.  Exact and heuristic algorithms for weighted cluster editing.

Authors:  Sven Rahmann; Tobias Wittkop; Jan Baumbach; Marcel Martin; Anke Truss; Sebastian Böcker
Journal:  Comput Syst Bioinformatics Conf       Date:  2007

7.  Integration of biological networks and gene expression data using Cytoscape.

Authors:  Melissa S Cline; Michael Smoot; Ethan Cerami; Allan Kuchinsky; Nerius Landys; Chris Workman; Rowan Christmas; Iliana Avila-Campilo; Michael Creech; Benjamin Gross; Kristina Hanspers; Ruth Isserlin; Ryan Kelley; Sarah Killcoyne; Samad Lotia; Steven Maere; John Morris; Keiichiro Ono; Vuk Pavlovic; Alexander R Pico; Aditya Vailaya; Peng-Liang Wang; Annette Adler; Bruce R Conklin; Leroy Hood; Martin Kuiper; Chris Sander; Ilya Schmulevich; Benno Schwikowski; Guy J Warner; Trey Ideker; Gary D Bader
Journal:  Nat Protoc       Date:  2007       Impact factor: 13.491

8.  Large scale clustering of protein sequences with FORCE -A layout based heuristic for weighted cluster editing.

Authors:  Tobias Wittkop; Jan Baumbach; Francisco P Lobo; Sven Rahmann
Journal:  BMC Bioinformatics       Date:  2007-10-17       Impact factor: 3.169

9.  A gold standard set of mechanistically diverse enzyme superfamilies.

Authors:  Shoshana D Brown; John A Gerlt; Jennifer L Seffernick; Patricia C Babbitt
Journal:  Genome Biol       Date:  2006-01-31       Impact factor: 13.583

10.  Spectral clustering of protein sequences.

Authors:  Alberto Paccanaro; James A Casbon; Mansoor A S Saqi
Journal:  Nucleic Acids Res       Date:  2006-03-17       Impact factor: 16.971

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  23 in total

1.  Topological analysis and interactive visualization of biological networks and protein structures.

Authors:  Nadezhda T Doncheva; Yassen Assenov; Francisco S Domingues; Mario Albrecht
Journal:  Nat Protoc       Date:  2012-03-15       Impact factor: 13.491

2.  Comparing the performance of biomedical clustering methods.

Authors:  Christian Wiwie; Jan Baumbach; Richard Röttger
Journal:  Nat Methods       Date:  2015-09-21       Impact factor: 28.547

3.  Bi-Force: large-scale bicluster editing and its application to gene expression data biclustering.

Authors:  Peng Sun; Nora K Speicher; Richard Röttger; Jiong Guo; Jan Baumbach
Journal:  Nucleic Acids Res       Date:  2014-03-20       Impact factor: 16.971

4.  BiCluE - Exact and heuristic algorithms for weighted bi-cluster editing of biomedical data.

Authors:  Peng Sun; Jiong Guo; Jan Baumbach
Journal:  BMC Proc       Date:  2013-12-20

5.  A multistage mathematical approach to automated clustering of high-dimensional noisy data.

Authors:  Alexander Friedman; Michael D Keselman; Leif G Gibb; Ann M Graybiel
Journal:  Proc Natl Acad Sci U S A       Date:  2015-03-23       Impact factor: 11.205

6.  Guiding biomedical clustering with ClustEval.

Authors:  Christian Wiwie; Jan Baumbach; Richard Röttger
Journal:  Nat Protoc       Date:  2018-05-24       Impact factor: 13.491

7.  DEFOG: discrete enrichment of functionally organized genes.

Authors:  Tobias Wittkop; Ari E Berman; K Mathew Fleisch; Sean D Mooney
Journal:  Integr Biol (Camb)       Date:  2012-06-18       Impact factor: 2.192

8.  The CopC Family: Structural and Bioinformatic Insights into a Diverse Group of Periplasmic Copper Binding Proteins.

Authors:  Thomas J Lawton; Grace E Kenney; Joseph D Hurley; Amy C Rosenzweig
Journal:  Biochemistry       Date:  2016-04-06       Impact factor: 3.162

9.  Fe sparing and Fe recycling contribute to increased superoxide dismutase capacity in iron-starved Chlamydomonas reinhardtii.

Authors:  M Dudley Page; Michael D Allen; Janette Kropat; Eugen I Urzica; Steven J Karpowicz; Scott I Hsieh; Joseph A Loo; Sabeeha S Merchant
Journal:  Plant Cell       Date:  2012-06-08       Impact factor: 11.277

10.  The path to triacylglyceride obesity in the sta6 strain of Chlamydomonas reinhardtii.

Authors:  Ursula Goodenough; Ian Blaby; David Casero; Sean D Gallaher; Carrie Goodson; Shannon Johnson; Jae-Hyeok Lee; Sabeeha S Merchant; Matteo Pellegrini; Robyn Roth; Jannette Rusch; Manmilan Singh; James G Umen; Taylor L Weiss; Tuya Wulan
Journal:  Eukaryot Cell       Date:  2014-02-28
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