This site is under development. For the current active site, go to bcbhub.csic.es.

Orcid Publication

Detalle de: MultiBaC: an R package to remove batch effects in multi-omic experiments

Title MultiBaC: an R package to remove batch effects in multi-omic experiments
Abstract

Motivation Batch effects in omics datasets are usually a source of technical noise that masks the biological signal and hampers data analysis. Batch effect removal has been widely addressed for individual omics technologies. However, multi-omic datasets may combine data obtained in different batches where omics type and batch are often confounded. Moreover, systematic biases may be introduced without notice during data acquisition, which creates a hidden batch effect. Current methods fail to address batch effect correction in these cases. Results In this article, we introduce the MultiBaC R package, a tool for batch effect removal in multi-omics and hidden batch effect scenarios. The package includes a diversity of graphical outputs for model validation and assessment of the batch effect correction. Availability and implementation MultiBaC package is available on Bioconductor (https://www.bioconductor.org/packages/release/bioc/html/MultiBaC.html) and GitHub (https://github.com/ConesaLab/MultiBaC.git). The data underlying this article are available in Gene Expression Omnibus repository (accession numbers GSE11521, GSE1002, GSE56622 and GSE43747). Supplementary information Supplementary data are available at Bioinformatics online.

Apa Reference Ugidos, M., Nueda, M.J., Prats-Montalbán, J.M., Ferrer, A., Conesa, A. & Tarazona, S. (2022). MultiBaC: an R package to remove batch effects in multi-omic experiments. Bioinformatics, 38(9), 2657-2658. 10.1093/bioinformatics/btac132
Doi 10.1093/bioinformatics/btac132
Publication Date 3 Mar 2022
Publication Type Article
Researcher Ana Conesa
Ontology Omics, Transcriptomics, Data Analysis, Bioinformatics Software and Tools, Analysis packages (R, Python, etc.), Expression Profiling
Research Groups
Tools

Suggest changes

Publications are synced automatically from ORCID, so they can't be edited here directly. Spotted something wrong? Let us know below and we'll take care of it.

← Return to Home