Publication | Open Access
MicrobiotaProcess: A comprehensive R package for managing and analyzing microbiome and other ecological data within the tidy framework
38
Citations
30
References
2022
Year
Unknown Venue
DysbiosisHuman Microbial FloraData StructureMicrobiome BiologyMicrobiota FunctionData OutputMicrobial EcologyMicrobial InteractionsEnvironmental MicrobiologyIntestinal MicrobiotaMicrobiome DataComprehensive R PackageMicrobial DiversityOther Ecological DataMicrobial ConsortiaHost-microbe BiologyMicrobiomeBiologyMicrobiota StructureMicrobiologyMedicineTidy FrameworkQuantitative Microbiology
<title>Abstract</title> The data output from microbiome research is growing at an accelerating rate, yet mining the data quickly and efficiently remains difficult. There is still a lack of effective data structure to represent and manage data, as well as flexible and composable analysis methods. In response to these two issues, we designed and developed the <italic>MicrobiotaProcess</italic> package. It provides a comprehensive data structure, <italic>MPSE</italic>, to better integrate the primary and intermediate data, which improves the integration and exploration of the downstream data. Around this data structure, the downstream analysis tasks are decomposed and a set of functions are designed under the tidy framework. These functions independently perform simple tasks and can be combined to perform complex tasks. This gives users the ability to explore data, conduct personalized analysis and develop analysis workflows. Moreover, <italic>MicrobiotaProcess</italic> can interoperate with other packages in the R community, which further expands its analytical capabilities. This article demonstrates the <italic>MicrobiotaProcess</italic> for analyzing microbiome data as well as other ecological data through several examples. It connects upstream data, provides flexible downstream analysis components, and provides visualization methods to assist in presenting and interpreting results.
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