In this investigation, we employed restricted cubic splines (RCS) to rigorously analyze the relationships between the neutrophil-to-albumin ratio (NPAR) and various cardiovascular diseases, namely congestive heart failure (CHF), stroke, coronary heart disease (CHD), and angina pectoris. This evidence concerns the gene ALB and Stroke.