A comprehensive literature search from 2015 to 2024 identified 14 high-quality studies, demonstrating NT-proBNP’s strong correlation with HF severity and mortality risk in severe COVID-19, while cardiac troponins were associated with myocardial injury in ARDS and ACS. This evidence concerns the gene NPPB and COVID-19.