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Bayesian Microbiome Diversity Analysis/证据
方法证据记录

Bayesian Microbiome Diversity Analysis

Bayesian microbiome diversity analysis applies probabilistic models — chiefly Dirichlet-Multinomial and related hierarchical frameworks — to 16S rRNA or shotgun metagenomic count data to estimate alpha-diversity (within-sample richness and evenness) and beta-diversity (between-sample compositional differences) while propagating uncertainty through the entire inference chain. Unlike frequentist rarefaction-based approaches, Bayesian methods treat taxon counts as draws from a latent composition, enabling credible intervals on diversity metrics and principled comparison across groups with unequal sequencing depth.

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源记录

引文逐字复制自方法源记录。这些引文不代表任何层级的验证。

Bayesian Statistical Analysis of Microbiome Diversity
分类方法记录 · process-pipeline / bioinformatics
  • Holmes, I., Harris, K., & Quince, C. (2012). Dirichlet Multinomial Mixtures: Generative Models for Microbial Metagenomics. PLOS ONE, 7(2), e30126. · URL
  • La Rosa, P. S., Brooks, J. P., Deych, E., Boone, E. L., Edwards, D. J., Wang, Q., Sodergren, E., Weinstock, G., & Shannon, W. D. (2012). Hypothesis Testing and Power Calculations for Taxonomic-Based Human Microbiome Data. PLOS ONE, 7(12), e52078. · URL
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Taxonomic bucketBayesian Metabolomics Analysismachine-suggested · Relational suggestion, not evidence.Taxonomic bucketBayesian Phylogenetic Analysismachine-suggested · Relational suggestion, not evidence.Taxonomic bucketGene Set Enrichment Analysismachine-suggested · Relational suggestion, not evidence.Taxonomic bucketNetwork-based microbiome diversity analysismachine-suggested · Relational suggestion, not evidence.Taxonomic bucketPhylogenetic Analysismachine-suggested · Relational suggestion, not evidence.

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