Certain AI-supported systematic reviews provide evidence for identifying markers of acute heart failure in COPD patients, such as interpreting BNP in conjunction with imaging and clinical signs, incorporating the potential for acute heart failure exacerbation in COPD patients (47, 61). This evidence concerns the gene NPPB and chronic obstructive pulmonary disease.