Further bidirectional mediation analysis implied that the link between aconitic acid to CKD and CHF might be mediated by NT‐proBNP, whereas the protective roles of serine and homoserine might be due to reduced inflammation (Fig 4B). Here, NPPB is linked to chronic kidney disease.