Assess advanced ability to analyze dynamic gene regulatory networks from time‑series RNA‑seq data, covering preprocessing and temporal alignment, selection and application of causality inference methods (e.g., Granger, transfer entropy, dynamic Bayesian networks), lag and parameter selection, computation and interpretation of topology metrics (degree, centrality, motifs), statistical validation, and biological interpretation and experimental design considerations.