Our prior research has established that the NLRP3 inflammasome plays a critical role in AF development in obesity or chronic kidney disease models, serving as a mechanistic link between these risk factors and increased AF risk [14,16,27]. This evidence concerns the gene NLRP3 and chronic kidney disease.