LEfSe is a widely used Python package and Galaxy module for metagenomic biomarker discovery and visualization, utilizing the Kruskal-Wallis test, Wilcoxon Rank-Sum test, and Linear Discriminant Analysis. R/Bioconductor provides a large collection of tools for metagenomic data analysis but has lacked an implementation of this widely used algorithm, hindering benchmarking against other tools and incorporation into R workflows. We present the lefser package to provide comparable functionality within the R/Bioconductor ecosystem of statistical analysis tools, with improvements to the original algorithm for performance, accuracy, and reproducibility. We benchmark the performance of lefser against the original algorithm using human and mouse metagenomic datasets.

lefser: implementation of metagenomic biomarker discovery tool, LEfSe, in R / Khleborodova, Asya; Gamboa-Tuz, Samuel D; Ramos, Marcel; Segata, Nicola; Waldron, Levi; Oh, Sehyun. - In: BIOINFORMATICS. - ISSN 1367-4811. - 40:12(2024), pp. btae707.1-btae707.5. [10.1093/bioinformatics/btae707]

lefser: implementation of metagenomic biomarker discovery tool, LEfSe, in R

Segata, Nicola;
2024-01-01

Abstract

LEfSe is a widely used Python package and Galaxy module for metagenomic biomarker discovery and visualization, utilizing the Kruskal-Wallis test, Wilcoxon Rank-Sum test, and Linear Discriminant Analysis. R/Bioconductor provides a large collection of tools for metagenomic data analysis but has lacked an implementation of this widely used algorithm, hindering benchmarking against other tools and incorporation into R workflows. We present the lefser package to provide comparable functionality within the R/Bioconductor ecosystem of statistical analysis tools, with improvements to the original algorithm for performance, accuracy, and reproducibility. We benchmark the performance of lefser against the original algorithm using human and mouse metagenomic datasets.
2024
12
Khleborodova, Asya; Gamboa-Tuz, Samuel D; Ramos, Marcel; Segata, Nicola; Waldron, Levi; Oh, Sehyun
lefser: implementation of metagenomic biomarker discovery tool, LEfSe, in R / Khleborodova, Asya; Gamboa-Tuz, Samuel D; Ramos, Marcel; Segata, Nicola; Waldron, Levi; Oh, Sehyun. - In: BIOINFORMATICS. - ISSN 1367-4811. - 40:12(2024), pp. btae707.1-btae707.5. [10.1093/bioinformatics/btae707]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11572/464474
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