mbDenoise: microbiome data denoising using zero-inflated probabilistic principal components analysis

Abstract The analysis of microbiome data has several technical challenges. In particular, count matrices contain a large proportion of zeros, some of which are biological, whereas others are technical. Furthermore, the measurements suffer from unequal sequencing depth, overdispersion, and data redun...

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Bibliographic Details
Main Authors: Yanyan Zeng, Jing Li, Chaochun Wei, Hongyu Zhao, Tao Wang
Format: Article
Language:English
Published: BMC 2022-04-01
Series:Genome Biology
Subjects:
Online Access:https://doi.org/10.1186/s13059-022-02657-3