Immunologically Adaptive Endovascular Devices: Integrating Thrombo-Inflammation, Biomaterials Design, and Artificial Intelligence for Precision Cardiovascular Intervention

Endovascular therapies have transformed cardiovascular medicine, yet restenosis, thrombosis, and device failure remain common and poorly predictable complications. Increasing evidence suggests that immunothrombotic processes critically shape vascular recovery after device implantation. This includes neutrophil extracellular trap (NET) formation, innate immune polarization, and endothelial damage responses. Concurrently, advances in artificial intelligence (AI) are increasingly enabling continuous multimodal monitoring and adaptive clinical decision-making throughout the medical device life cycle. Here, we propose the concept of immunologically adaptive endovascular devices: a closed-loop paradigm in which patient immune status informs device selection, device-tissue interactions are interpreted via mechanistic biomarkers, and real-world monitoring dynamically updates risk and management. The study introduces (i) an immune-device interaction phenotype taxonomy linking device design features to measurable thrombo-inflammatory trajectories, (ii) a mechanistic framework defining interface signaling processes that enhance or resolve NET-driven responses, (iii) a minimum evidence model encompassing preclinical testing, clinical validation, and post-market surveillance, and (iv) a reference AI architecture for risk prediction, drift detection, and safety monitoring. This study also outlined testable predictions and a translational roadmap toward precision endovascular intervention and next-generation adaptive cardiovascular devices.

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Publication Details

Journal
International Journal of Molecular Sciences
Published
2026-04-14
DOI
https://doi.org/10.3390/ijms27083493
Primary Topic
Neutrophil, Myeloperoxidase and Oxidative Mechanisms
Type
article
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article

Immunologically Adaptive Endovascular Devices: Integrating Thrombo-Inflammation, Biomaterials Design, and Artificial Intelligence for Precision Cardiovascular Intervention

Nurittin Ardıç, Rasit Dinc
International Journal of Molecular Sciences
Neutrophil, Myeloperoxidase and Oxidative Mechanisms
article

Immunologically Adaptive Endovascular Devices: Integrating Thrombo-Inflammation, Biomaterials Design, and Artificial Intelligence for Precision Cardiovascular Intervention

Nurittin Ardıç, Rasit Dinc
article en

Abstract

Endovascular therapies have transformed cardiovascular medicine, yet restenosis, thrombosis, and device failure remain common and poorly predictable complications. Increasing evidence suggests that immunothrombotic processes critically shape vascular recovery after device implantation. This includes neutrophil extracellular trap (NET) formation, innate immune polarization, and endothelial damage responses. Concurrently, advances in artificial intelligence (AI) are increasingly enabling continuous multimodal monitoring and adaptive clinical decision-making throughout the medical device life cycle. Here, we propose the concept of immunologically adaptive endovascular devices: a closed-loop paradigm in which patient immune status informs device selection, device-tissue interactions are interpreted via mechanistic biomarkers, and real-world monitoring dynamically updates risk and management. The study introduces (i) an immune-device interaction phenotype taxonomy linking device design features to measurable thrombo-inflammatory trajectories, (ii) a mechanistic framework defining interface signaling processes that enhance or resolve NET-driven responses, (iii) a minimum evidence model encompassing preclinical testing, clinical validation, and post-market surveillance, and (iv) a reference AI architecture for risk prediction, drift detection, and safety monitoring. This study also outlined testable predictions and a translational roadmap toward precision endovascular intervention and next-generation adaptive cardiovascular devices.

International Journal of Molecular SciencesVol. 27(8)
MIRA (United Kingdom) (GB)
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Neutrophil, Myeloperoxidase and Oxidative Mechanisms
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