Author

Xiaoxiu Tan

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Open access Aug 2026

Deciphering microbial community dynamics using cross-sectional data-informed NeuralODE

Understanding the ecological mechanisms of host-associated microbial ecosystems typically relies on either cross-sectional or time-series data. Cross-sectional analyses are limited in their ability to assess intervention effects, whereas time-series models require dense and informative sampling that is often impractica...

Feng Xue, Xiaoxiu Tan, Chenhong Zhang et al. · Microbiome · 0 citations

Open access Jul 2026

gNODE: gLV model-informed neural ordinary differential equations for modeling microbial community dynamics

Background The human gut microbiota is a highly complex ecological system closely linked to host health, yet the functional mechanisms underlying its dynamic behavior remain poorly understood. Accurate modeling of microbial community dynamics is essential for elucidating these mechanisms. However, most existing approac...

Xiaoxiu Tan, Feng Xue, Lu Xie et al. · Frontiers in Cellular and In... · 0 citations