Hemofiltration Romanian Registry – Typologies of patients identified by cluster analysis

Abstract

Hemofiltration National Registry is one of the patient registries implemented lately in Romania, currently in use, in response to increased clinical and research needs. The registries of patients with extracorporeal support of vital functions were developed with the support of Romanian Society of Anesthesia and Intensive Care. The registry contains data on over 200 hemofiltration procedures that were per-formed in the last 3 years in multiple Romanian hospitals. A sample of data containing records of 2018 was analyzed by K-means clustering, revealing patterns that are potentially useful for healthcare improvement. Among the 6 clusters identified, 3 contain patients with a high mortality rate (90-100%), 1 is defined by intermediate mortality (72%) and 2 by a lower mortality rate (62%). Further research is needed in order to refine the clustering criteria, by using a larger number of cases and potentially examining more outcomes.