Article

Ensemble test for microbiome data

2025-08-03

Abstract excerpt

<title>Abstract</title> <p>Motivation: Recent research indicates strong correlations between the human microbiome and various diseases. However, statistical analysis of microbiome data is challenging due to its inherent sparsity and high dimensionality. PERMANOVA (Permutational multivariate analysis of variance using distance matrices) has been extensively employed to test the association between microbiome data...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: d519d76c-a216-5020-820f-5eb5cc490a7d
DOI: 10.21203/rs.3.rs-6957023/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Ensemble test for microbiome dataDOI 10.21203/rs.3.rs-6957023/v1Read

Testing hypotheses about the microbiome using the linear decomposition model (LDM)Semantic proximity Read

Constraining PERMANOVA and LDM to within-set comparisons by projection improves the efficiency of analyses of matched sets of microbiome data.Semantic proximity Read

Robust Phylogenetic Tree-based Microbiome Association Test using Repeatedly Measured Data for Composition BiasSemantic proximity Read

Exact Tests of Zero Variance Component in Presence of Multiple Variance Components with Application to Longitudinal Microbiome StudySemantic proximity Read

The MTIST platform: a microbiome time series inference standardized testSemantic proximity Read

A powerful adaptive microbiome-based association test for microbial association signals with diverse sparsity levels.Semantic proximity Read

Boolean Implication Analysis Unveils Candidate Universal Relationships in Microbiome DataSemantic proximity Read

An adaptive association test for microbiome dataSemantic proximity Read

3MCor: An Integrative Web Server for Metabolome-Microbiome-Metadata Correlation AnalysisSemantic proximity Read

An ensemble learning method for joint kernel association testing and principal component analysis on multiple kernelsSemantic proximity Read

MIDASim: a fast and simple simulator for realistic microbiome dataSemantic proximity Read

multiMiAT: An optimal microbiome-based association test for multicategory phenotypesSemantic proximity Read