Related Experiment Video
Updated: Oct 10, 2026

In Silico Clinical Trials for Cardiovascular Disease
Published on: May 27, 2022
Agent-based simulation and digital twins in heart failure care: Current evidence, validation and implementation
Francisco Epelde1, Dolores Rexachs2, Álvaro Wong2
1Internal Medicine Department, Parc Taulí Hospital Universitari, Institut d'Investigació i Innovació Parc Taulí (I3PT-CERCA), Universitat Autònoma de Barcelona, Sabadell, Barcelona, Spain.
Abstract:
Heart failure (HF) requires coordinated care across home, ambulatory, emergency, inpatient and hospital-at-home settings. Agent-based models (ABM), discrete-event simulation (DES) and digital twins (DT) have been proposed to support service design and individualized decisions, but their clinical maturity is uncertain. We performed a narrative review, updated through 31 July 2026, separating established clinical evidence for HF care models from HF-specific computational evidence and extrapolated cardiovascular DT literature. The evidence map includes nine representative HF-specific computational studies: four agent-based or hybrid systems, one DES model and four DT-oriented studies. Most were conceptual, simulation-based, retrospective or proof-of-concept; only a small number included external or invasive-reference validation, and none established routine DT-guided clinical care. Current evidence supports ABM/DES mainly for hypothesis generation and service design. HF digital twins remain investigational. Prospective validation, interoperability, recalibration, cybersecurity, workflow integration, cost-effectiveness and digital equity are prerequisites before clinical implementation.
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