In contrast, ALI is composed of BMI, albumin, and the neutrophil-to-lymphocyte ratio (NLR), offering a more comprehensive reflection of chronic inflammation, nutritional status, and immune dysregulation, which could have a more significant impact on the long-term progression of HF. Here, ALB is linked to hydrops fetalis.