TY - EJOU AU - Konduri, Anusha AU - Duganiero, Toni AU - Smyth, Lauren AU - Amdani, Shahnawaz AU - Lorts, Angela AU - Law, Sabrina AU - Lamour, Jacqueline AU - Nandi, Deipanjan AU - Sheybani, Aryaz AU - Wilkens, Sarah AU - Young, Thomas AU - Bleiweis, Mark AU - Conway, Jennifer TI - The Advanced Cardiac Therapies Improving Outcomes Network (ACTION): A Multicenter Registry and Learning Health System for Pediatric and Congenital Heart Disease Associated Heart Failure T2 - Structural and Congenital Heart Disease PY - 2026 VL - 21 IS - 3 SN - 3071-1738 AB - Pediatric heart failure is associated with substantial morbidity, mortality, and health care utilization across diverse diagnoses and care settings. Despite major advances in surgical and medical care, evidence-based management of heart failure in the pediatric population, especially with congenital heart disease (CHD), remains limited due to a small patient population, marked anatomic and physiologic heterogeneity, and barriers to conducting traditional randomized clinical trials. Clinical registries have provided important insights into pediatric heart failure, and the increasing complexity of these populations has underscored the value of learning health system approaches to data generation and improvement. The Advanced Cardiac Therapies Improving Outcomes Network (ACTION) was intentionally developed as a collaborative, multicenter learning health system that integrates standardized registry data with quality improvement, pragmatic research, education, and stakeholder engagement. Initially focused on mechanical circulatory support, ACTION has expanded to encompass pediatric and congenital heart failure across the lifespan, including patients with biventricular and single-ventricle physiology, Fontan circulation, neuromuscular disease–associated cardiomyopathy, and emerging populations such as cardio-oncology. This narrative review describes the history, governance, and current state of the ACTION Network, highlighting its registry infrastructure, population-specific initiatives, and demonstrated impact on clinical outcomes, practice harmonization, and device evaluation. We also discuss opportunities and challenges for future growth, including registry-embedded trials, patient-centered outcomes, and pathways for participation. ACTION illustrates how a registry-based learning health system can generate real-world evidence, improve care delivery, and advance research in complex pediatric heart failure. KW - Congenital heart disease; pediatric heart failure; clinical registries; learning health system; advanced cardiac therapies; quality improvement DO - 10.32604/schd.2026.082288