A retrospective analysis utilizing the MIMIC-IV database corroborated these findings, demonstrating that FAR is a strong independent predictor of both 90-day and 1-year mortality, as well as the length of hospital stay in heart failure patients, outperforming the predictive capabilities of fibrinogen and albumin individually [35]. This evidence concerns the gene ALB and heart failure.