High-throughput experiments and mathematical modeling applied to define platelet phenotype. Pair-wise agonist scanning captures the response of platelets to complex, combinatorial stimulus input. The results are stored in an artificial neutral network. The neutral network is embedded in a multiscale model of platelet adhesion and thrombus growth. Mathematical model predictions are validated using cell adhesion assays performed in a microfluidic flow cell.