2025 AIChE Annual Meeting
(22f) Electrophysiological Profiling of PBMCs for Early Detection of Pancreatic Ductal Adenocarcinoma (PDAC) Using Dielectrophoresis Assisted By AI
In this study, we used dielectrophoresis (DEP) to obtain dielectric profiles of peripheral blood mononuclear cells (PBMCs) isolated from PDAC patients under a non-uniform electric field gradient. Our hypothesis is based on cellular changes caused by PDAC interacting with the immune system, subsequently affecting the extracellular matrix (ECM) of the plasma membrane, and the cell interior of PBMCs. These changes, resulting from the aggressive growth of dense fibrotic stroma, influence the cells' size, shape, permittivity, conductivity, and other dielectric properties, potentially serving as reliable biomarkers for early PDAC detection.
Using a single-shell model in 3DEP, we quantified the electrophysiological properties to discriminate PDAC PBMCs from non-cancerous pancreatic PBMCs in benign or pre-cancerous states by comparing their electrical biomarkers. Our preliminary results show significant differences in cytoplasm conductivity, membrane permittivity, conductance, and capacitance parameters of the PBMCs. These findings highlight the potential of dielectrophoresis technique for developing a diagnostic device for PDAC, providing relevant insight into cellular changes associated with the disease while enhancing clinical understanding of its pathophysiology. This study has great potential for the development of accessible point-of-care devices for early PDAC diagnosis.