leapR

The 'leapR' package is a software tool to address a common goal in many high-throughput data studies: identifying functional mechanisms underlying observed biological phenomena, such as disease outcomes or metabolic outputs. With the proliferation of high-throughput data sources—including genomic, transcriptomic, proteomic, and metabolomic data—researchers are increasingly challenged to summarize and interpret this information to generate testable hypotheses efficiently. Traditional approaches to this challenge involve a time-consuming process of evaluating numerous statistical methods across various data sources, which can be both complex and labor-intensive.

The leapR package offers a solution to this challenge by providing a framework for rapidly assessing biological pathway activity. It achieves this by facilitating the use of diverse statistical tests and the integration of data from multiple sources. This capability is crucial for researchers looking to make sense of complex datasets without getting bogged down in the intricacies of individual data types or statistical methodologies.

One of the key features of leapR is its user-friendliness, which is enhanced by providing a user manual and an example workflow. These resources make it easier for researchers to get started with the software, regardless of their level of expertise in bioinformatics or statistical analysis. By streamlining the data integration and analysis process, leapR enables researchers to move more quickly from data collection to hypothesis generation, thus accelerating the pace of discovery in fields ranging from molecular biology to clinical research.

Topic

Proteomics;Molecular interactions, pathways and networks;Sequence analysis;Metabolomics;Endocrinology and metabolism

Detail

  • Operation: Pathway analysis;Enrichment analysis;Principal component analysis

  • Software interface: Library

  • Language: R

  • License: BSD 3-Clause "New" or "Revised" License

  • Cost: Free

  • Version name: -

  • Credit: -

  • Input: -

  • Output: -

  • Contact: Jason E. McDermott Jason.McDermott@pnnl.gov

  • Collection: -

  • Maturity: -

Publications

Download and documentation


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