Multi omics reveals mesodermal fate bias and enables predictive cell state control in human pluripotent stem cell biomanufacturing
Human induced pluripotent stem cells can retain conventional markers of pluripotency while acquiring environmentally dependent molecular states that may influence their developmental competence. Yet, how biomanufacturing conditions reorganize the interconnected networks governing cell state remains poorly characterized. Here, we first examined compensation of hiPSCs to static aggregation and dynamic agitation by proteomics. We then examined hiPSCs during single-passage culture in stirred-suspension bioprocesses under varying oxygen and agitation conditions. Intracellular metabolomic and transcriptomic profiling revealed distinct responses across culture configuration, hydrodynamic exposure, and oxygenation. Transition into dynamic culture broadly remodeled mitochondrial organization, carbon allocation, mechanotransduction, proteostasis, and developmental regulation. Increasing agitation produced a persistent response involving cellular architecture, growth-factor signaling, genome maintenance, and Epiblast- and lineage-aligned programs, whereas oxygenation elicited a smaller and more transient metabolic and transcriptional response. Through comparison with a human gastrulation reference, we show that these adaptations intersect with natural developmental programs without reproducing coherent epiblast state or lineage commitment. These findings demonstrate that bioprocess conditions can preserve core pluripotent identity while remodeling broader molecular states associated with developmental responsiveness, providing perspective on evaluating and optimizing hiPSC quality in biomanufacturing beyond restricted marker panels.