Identifying acute kidney injury subtypes based on serum electrolyte data in ICU via K -medoids clustering

• Published in: AMIA ... Annual Symposium proceedings Vol. 2024; p. 733
• Main Authors: Liu, Wentie, Shi, Tongyue, Xu, Haowei, Zhao, Huiying, Hao, Jianguo, Kong, Guilan
• Format: Journal Article
• Language: English
• Published: United States 2024
• Subjects: Acute Kidney Injury - blood; Acute Kidney Injury - classification; Acute Kidney Injury - diagnosis; Acute Kidney Injury - mortality; Acute Kidney Injury - therapy; Cluster Analysis; Electrolytes - blood; Hospital Mortality; Humans; Intensive Care Units; Prognosis; Renal Replacement Therapy

This study proposes to use the K-medoids clustering method to identify subtypes of Intensive Care Unit (ICU)-acquired acute kidney injury (AKI) patients based on serum electrolyte data. Three distinct AKI subtypes with different serum electrolyte characteristics were identified by clustering analysi...