Computational and Structural Biotechnology Journal (Jan 2019)

LAS: A Lipid Annotation Service Capable of Explaining the Annotations It Generates

  • Mariano Fernández-López,
  • Alberto Gil-de-la-Fuente,
  • Joanna Godzien,
  • Francisco J. Rupérez,
  • Coral Barbas,
  • Abraham Otero

Journal volume & issue
Vol. 17
pp. 1113 – 1122

Abstract

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The Lipid Annotation Service (LAS) is a representational state transfer (REST) application programming interface (API) service designed to aid researchers performing lipid annotation. It assigns certainty levels (very unlikely, unlikely, likely, and very likely) to the putative annotations received as input and explains the rationale of such assignments. Its rules, obtained from the Centre for Metabolomics and Bioanalysis (CEMBIO) and from a literature review, enable LAS to extract evidence to support or refute the annotations automatically by checking the inter-rule relationships.LAS is the first metabolite annotation tool capable of explaining in natural language (English) the evidence that supports or refutes the annotations. This facilitates the understanding of the results by the user and, thus, increases the user's confidence in the results. Concerning its performance, in an evaluation of blood plasma samples whose compounds had previously been identified using well-established standards, LAS yielded an F-measure higher than 80%. Keywords: Lipid annotation, Explanations in natural language, Knowledge based system, REST API service