VKAs, in contrast, depend on hepatic metabolism, albumin binding, and vitamin K regulation, all of which may fluctuate significantly in CKD, especially in the presence of hypoalbuminemia or polypharmacy. Here, ALB is linked to Hypoalbuminemia.