Clustering Patients with Paroxysmal Atrial Fibrillation

authors:

avatar Behrooz Farzanegan 1 , avatar Nasser Malekpour Alamdari ORCID 2 , avatar Navid Nuraei ORCID 2 , avatar Mohammad Fathi ORCID 3 , *

Critical Care Quality Improvement Research Center, Shahid Modarres Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
Critical Care Quality Improvement Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
Critical Care Quality Improvement Research Center, Shahid Modarres Hospital, Shahid Beheshti University of Medical Sciences

how to cite: Farzanegan B, Malekpour Alamdari N, Nuraei N, Fathi M. Clustering Patients with Paroxysmal Atrial Fibrillation. J Crit Care Excell. 2024;1(1):e148597. 

Abstract

Background:   Atrial fibrillation is the most common cardiac arrhythmia in emergency departments and intensive care units.
Objectives: We aimed to characterize critical care patients with paroxysmal atrial fibrillation who are at a higher risk for mortality or readmission.
Methods: A secondary analysis was conducted on data from a large sample of patients admitted (January 2010 to December 2015) to the emergency department of a hospital who had blood electrolytes measured. In total, data from 520 individuals with paroxysmal atrial fibrillation were analyzed. A clustering algorithm was used to identify patients with similar electrolyte profile.
Results: Two clusters of patients were identified (N1 = 163, N2 = 357) with significantly different proportions of the poor outcome, 57 (35.0%) vs. 66 (18.5%), respectively (P<0.001). The high-risk cluster included older patients [74.4 (12.8) vs. 66.6 (14.7) years, P<0.001] with mean serum glucose higher than those in the low-risk cluster. Moreover, the high-risk group had lower concentrations of serum sodium, potassium, calcium, phosphorus, and magnesium (all P<0.001). Endocrine and circulatory comorbidities were also more common in the high-risk cluster (both P ≤0.001). Our results did not show any significant difference in the female sex ratio between the two clusters [81 (49.7%) vs. 152 (42.6%), P = 0.156].
Conclusion: Based on serum electrolyte concentrations, there are two clusters with different prognoses in patients with paroxysmal atrial fibrillation. The high-risk cluster is older with more comorbidities and higher serum glucose levels and lower serum concentrations of sodium, potassium, calcium, phosphorus, and magnesium.