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translational trials that explore how plant-expressed
               proteins, tolerogenic adjuvants, and tissue-targeted delivery
               can reshape immune dynamics. These are not just petri-dish
               experiments—they are early glimpses of tomorrow’s drug
               platforms.


               Importantly, these labs are breaking silos. Synthetic
               biology teams are working with immunologists. AI experts
               are modeling the antigen presentation pathways most likely
               to trigger tolerance versus attack. Bioengineers are
               simulating how Treg cells behave under different delivery
               contexts. The convergence is powerful.


               Consider what’s emerging:

                   •  Predictive tools for identifying immunogenic
                       “hotspots” in therapeutic proteins.
                   •  In silico platforms that simulate patient-specific
                       immune responses to different delivery vectors.
                   •  Gene-editing strategies that modify plant
                       chloroplasts to express bioactive proteins with ultra-
                       low immunogenicity profiles.


               Beyond technology, academia is leading the charge to
               rethink clinical trial frameworks:


                   •  Moving beyond short-term endpoints to track drug
                       survival, ADA formation, and loss of response
                       timelines.
                   •  Proposing adaptive trial designs that factor in
                       immune variability across populations.
                   •  Advocating for longitudinal studies that reflect the
                       real-world patient journey—not just an idealized,
                       preselected cohort.





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