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Table 1. Summary of Advanced Tumor Modeling Platform




 Platforms   Principle   Applications   Advantages   Limits
 Organoid-on-a-Chip   Patient-derived  stem  cells  Personalized   therapy  Reconstructs human TME  Limited  replication  of
 self-organized in ECM gel  development   through  complexity   through  native  mechanical  forces
 integrated   with  patient-specific  mutation  vascular/immune   despite perfusion control
 microfluidic   perfusion  modeling   integration  in  dynamic
 control        microenvironments
 Organ-on-a-Chip   Micro-engineered systems  High-throughput   drug  Models   multistep  Faces   fabrication
 replicating  human  organ- efficacy studies with real- metastasis   processes  scalability  challenges  and
 level   physiology   and  time PK/PD analysis   including  intravasation  or  material  biocompatibility
 disease dynamics   extravasation   under  constraints
                mechanical stimuli
 Tumor Spheroids   Self-assembled  3D  cell  Initial   assessment   of  Recapitulates  solid  tumor  Lacks  vascularization  and
 aggregates  enabling  high- chemoradiation  resistance  architecture  with  hypoxic  stromal   components,
 throughput drug screening  and drug toxicity profiles   cores  and  drug  diffusion  resulting  in  poor  clinical
 under   physiological   gradients          correlation
 gradients
















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