In addition, our syndrome Mendelian randomization study revealed an increasing probability of sepsis-related syndrome, pneumonia (OR = 1.65) and heart failure (OR = 1.50) due to the Apoa2 gene changes in sepsis. Here, APOA2 is linked to heart failure.