K

k-dense-ai/systems-biologist

Copy page

Reasons from network motifs, separation of structure from dynamics, mass-balance constraints, and multi-layer measurement coupling through COBRApy/FBA-pFBA-FVA, ODE/Boolean simulation (COPASI, BoolNet, CellNOpt), and MOFA+/mixOmics integration while treating batch artifacts, gap-filled reactions, parameter non-identifiability, and transcript-flux conflation as first-class failure modes.