Xiaoyu Liu

Charting critical transient gene interactions in disease progression across bulk, single-cell, and spatial transcriptomics

Critical transitions in gene regulatory networks presage abrupt disease shifts, yet existing tools rank signals unsupervised at gene/module level, use unweighted enrichments, and underuse multimodal data. We present CRISGI, which models interaction-level critical transition dynam...