Using Kepler for Tool Integration in Microarray Analysis Workflows
- PMID: 26605000
- PMCID: PMC4655117
- DOI: 10.1016/j.procs.2014.05.201
Using Kepler for Tool Integration in Microarray Analysis Workflows
Abstract
Increasing numbers of genomic technologies are leading to massive amounts of genomic data, all of which requires complex analysis. More and more bioinformatics analysis tools are being developed by scientist to simplify these analyses. However, different pipelines have been developed using different software environments. This makes integrations of these diverse bioinformatics tools difficult. Kepler provides an open source environment to integrate these disparate packages. Using Kepler, we integrated several external tools including Bioconductor packages, AltAnalyze, a python-based open source tool, and R-based comparison tool to build an automated workflow to meta-analyze both online and local microarray data. The automated workflow connects the integrated tools seamlessly, delivers data flow between the tools smoothly, and hence improves efficiency and accuracy of complex data analyses. Our workflow exemplifies the usage of Kepler as a scientific workflow platform for bioinformatics pipelines.
Keywords: AltAnalyze; Integration; Kepler; Microarray; Workflow.
Figures
References
-
- Koschmieder A, Zimmermann K, Trissl S, Stoltmann T, Leser U. Tools for managing and analyzing microarray data. Brief Bioinform. 2012;13:46–60. - PubMed
-
- Dudoit S, Gentleman RC, Quackenbush J. Open source software for the analysis of microarray data. BioTechniques. 2003;(Suppl):45–51. - PubMed
-
- Barker A, Hemert Jv. Proc. Parallel Processing and Applied Mathematics, Poland, 2007. Vol. 4967. Springer Berlin Heidelberg; 2008. Scientific Workflow: A Survey and Research Directions; pp. 746–753.
-
- Altintas I, Berkley C, Jaeger E, Jones M, Ludaescher B, Mock S. Kepler: An extensible system for design and execution of scientific workflows; Proc. Proceedings of 16th International Conference on Scientific and Statistical Database Management; 2004. pp. 423–424.
Grants and funding
LinkOut - more resources
Full Text Sources