The publication bias test was performed using the Begg test which shows that the P value of each outcome indicator was greater than 0.05 (heart failure markers: P = 0.061, CRP: P = 0.602, TNF-α: P = 0.317, and IL-6: P = 0.317), and therefore the possibility of publication bias was low. Here, IL6 is linked to heart failure.