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Updated: Apr 27, 2026

Cutoff Value of Phase Angle by Bioelectrical Impedance Analysis at Admission as a Prognostic Factor in Patients with Acute Heart Failure
Published on: June 10, 2025
Symptom-Hemodynamic Mismatch and Heart Failure Event Risk
Christopher S Lee1, Shirin O Hiatt, Quin E Denfeld
1Christopher S. Lee, PhD, RN, FAHA Associate Professor, School of Nursing and Knight Cardiovascular Institute, Oregon Health & Science University, Portland. Shirin O. Hiatt, MPH, MS, RN Research Project Coordinator, School of Nursing, Oregon Health & Science University, Portland. Quin E. Denfeld, BSN, RN PhD Student and Research Associate, School of Nursing, Oregon Health & Science University, Portland. James O. Mudd, MD Assistant Professor, Knight Cardiovascular Institute, Oregon Health & Science University, Portland. Christopher Chien, MD Assistant Professor, Knight Cardiovascular Institute, Oregon Health & Science University, Portland. Jill M. Gelow, MD, MPH Assistant Professor, Knight Cardiovascular Institute, Oregon Health & Science University, Portland.
Background:
Heart failure (HF) is a heterogeneous condition of both symptoms and hemodynamics.
Objective:
The goals of this study were to identify distinct profiles among integrated data on physical and psychological symptoms and hemodynamics and quantify differences in 180-day event risk among observed profiles.
Methods:
A secondary analysis of data collected during 2 prospective cohort studies by a single group of investigators was performed. Latent class mixture modeling was used to identify distinct symptom-hemodynamic profiles. Cox proportional hazards modeling was used to quantify difference in event risk (HF emergency visit, hospitalization, or death) among profiles.
Results:
The mean age (n = 291) was 57 ± 13 years, 38% were female, and 61% had class III/IV HF. Three distinct symptom-hemodynamic profiles were identified: 17.9% of patients had concordant symptoms and hemodynamics (ie, moderate physical and psychological symptoms matched the comparatively good hemodynamic profile), 17.9% had severe symptoms and average hemodynamics, and 64.2% had poor hemodynamics and mild symptoms. Compared with those in the concordant profile, both profiles of symptom-hemodynamic mismatch were associated with a markedly increased event risk (severe symptoms hazards ratio, 3.38; P = .033; poor hemodynamics hazards ratio, 3.48; P = .016).
Conclusions:
A minority of adults with HF have concordant symptoms and hemodynamics. Either profile of symptom-hemodynamic mismatch in HF is associated with a greater risk of healthcare utilization for HF or death.
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