JACC: Asia Deputy Editor Dong Zhao, MD, and author Liang Chen, MD, PhD, discuss Dr. Chen's work on a national multi-center cohort registry in China focused on arrhythmogenic cardiomyopathy (ACM). The study highlights the genetic differences in ACM between Asian and Western populations, the importance of genotype-phenotype correlation, and the use of machine learning to enhance diagnosis and risk stratification.