metagenomics

Comparative evaluation of 8 DR methods (PCA, PCoA, MDS, t-SNE, UMAP, PaCMAP, PHATE, SONG) and graph neural network clustering across human, soil, and marine metagenomic datasets. Addresses key challenges: 90-99% sparsity, compositionality, phylogenetic structure preservation.