Redefining Vasoplegia: A New Hemodynamic Model for Differentiating Cardiac vs. Vascular Dysfunction using the Resistance Flow Ratio
Patel, N. R.; Weiner, M. M.; Levin, M. A.
Show abstract
BackgroundConventional definitions of vasoplegia and cardiogenic shock rely on fixed thresholds for mean arterial pressure (MAP), cardiac index (CI), and systemic vascular resistance (SVR), failing to account for the physiologic interdependence between cardiac output and vascular tone. We propose the Resistance:Flow Ratio (RFR = SVRI/CI) as a continuous, physiologically anchored measure to differentiate vascular versus cardiac dysfunction and to unify compensated, decompensated, and mixed shock states. MethodsSingle-center retrospective study of adult cardiac surgery cases, 2014-2024. Hemodynamic data for the first 72h post-operatively were analyzed. RFR thresholds were derived by modeling the relative efficiency of an increase in CI versus SVRI in improving perfusion pressure (PP: calculated as MAP minus central venous pressure) by 25%, identifying inflection points corresponding to vasoplegic, mixed, and cardiac-dominant physiology. Patients were categorized into six states by combining RFR-defined etiology with perfusion status (PP [≥]50 vs <50 mmHg). Transition dynamics were analyzed using Markov chain modeling. Agreement with conventional definitions of vasoplegia and cardiogenic shock was assessed using sensitivity, specificity, predictive values, and accuracy relative to RFR-PP defined states. ResultsOut of 10,338 cases, 3,378 met inclusion criteria. RFR thresholds of <400, 400-900, and >900 corresponded to vasoplegic, mixed, and cardiogenic shock, respectively. Conventional (decompensated) vasoplegia occurred in 19.4% of patients, versus 22.8% by RFR-PP criteria, while 39.9% met criteria for compensated vasoplegia. Decompensations occurred within the same RFR category in 65% of cases, validating physiologic separation of etiology from compensation. Markov chain modeling revealed a postoperative drift from pump-failure to vasoplegic states during the postoperative course. RFR-PP definitions showed greater sensitivity than conventional criteria while maintaining high specificity. ConclusionsThe RFR-PP framework quantitatively separates cardiac from vascular dysfunction, captures compensated precursor states, and links directly to therapeutic logic. RFR-PP could provide a scalable platform for real-time, physiology-based hemodynamic assessment and shock management.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Prognostic Value of Patient-Reported Outcomes in Predicting Long-term Mortality after Transcatheter Aortic Valve Replacement (TAVR) 95%
- Cardiac Magnetic Resonance Studies in a Large Animal Model that Simulates the Cardiac Abnormalities of Human Septic Shock 94%
- In a Canine Model of Septic Shock, Cardiomyopathy Occurs Independent of Catecholamine Surges and Cardiac Microvascular Ischemia 94%
Similar papers in this journal
- Diastolic Perfusion Pressure Predicts Response to Inotropes/Vasopressors and Benefit from Mechanical Circulatory Support in Cardiogenic Shock? 97%
- Race, Sex and Age Disparities in the Performance of ECG Deep Learning Models Predicting Heart Failure 95%
- Obesity Modifies Clinical Outcomes of Right Ventricular Dysfunction 94%
Similar papers in this journal
- Advanced Hemodynamic and Cluster Analysis for Identifying Novel RV function subphenotypes in Patients with Pulmonary Hypertension 95%
- Right ventricular pressure-strain relationship-derived myocardial work reflects contractility: validation with invasive pressure-volume analysis 93%
- Single center Automated, Multi-Source deeply Phenotyped Heart Transplant Registry as a template to build tailored data infrastructure 91%
Similar papers in this journal
Similar papers in this journal
- Hemodynamic profiles by non-invasive monitoring of cardiac index and vascular tone in acute heart failure patients in the emergency department: external validation and clinical outcomes 96%
- Effects of low versus high inspired oxygen fraction on myocardial injury after transcatheter aortic valve implantation: A randomized clinical trial 95%
- Identifying predictors and determining mortality rates of septic cardiomyopathy and sepsis-related cardiogenic shock: A retrospective, observational study 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.