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Diffusion model for imputing time-series gut microbiome profiles using phylogenetic information and metadata integration.

Bioinform Adv · 2025 · PMC12371328 · PMID 40861397

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a clear trendno p-value reported
Notably, both CSDI-based methods showed relatively stable MAE values even as the missing ratio increased, whereas other methods exhibited a clear trend of rising errors.

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a weak trendno p-value reported
Imputed profiles by our method follow this trend over time, while linear interpolation shows a weak trend with a wider range.

also in 391 other papers

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