MAN VERSUS MACHINE: PROVIDER DIRECTED VERSUS PRECISION AUTOMATED CRITICAL CARE MANAGEMENT IN A PORCINE MODEL OF DISTRIBUTIVE SHOCK

Author:

Sanin Gloria D.1,Cambronero Gabriel E.1,Wood Elizabeth C.1ORCID,Patterson James W.2,Lane Magan R.2,Renaldo Antonio C.3,Laingen Bonnie E.1,Rahbar Elaheh3,Adams Jason Y.4,Johnson Austin5,Neff Lucas P.1,Williams Timothy K.2

Affiliation:

1. Department of General Surgery, Atrium Health Wake Forest Baptist, Winston-Salem, North Carolina

2. Department of Vascular and Endovascular Surgery, Atrium Health Wake Forest Baptist, Winston-Salem, North Carolina

3. Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston Salem, North Carolina

4. Department of Pulmonary, Critical Care, and Sleep Medicine, University of California, Davis, California

5. Department of Emergency Medicine, University of Utah School of Medicine, Salt Lake City, Utah

Abstract

ABSTRACT Background: Critical care management of shock is a labor-intensive process. Precision Automated Critical Care Management (PACC-MAN) is an automated closed-loop system incorporating physiologic and hemodynamic inputs to deliver interventions while avoiding excessive fluid or vasopressor administration. To understand PACC-MAN efficacy, we compared PACC-MAN to provider-directed management (PDM). We hypothesized that PACC-MAN would achieve equivalent resuscitation outcomes to PDM while maintaining normotension with lower fluid and vasopressor requirements. Methods: Twelve swine underwent 30% controlled hemorrhage over 30 min, followed by 45 min of aortic occlusion to generate a vasoplegic shock state, transfusion to euvolemia, and randomization to PACC-MAN or PDM for 4.25 h. Primary outcomes were total crystalloid volume, vasopressor administration, total time spent at hypotension (mean arterial blood pressure <60 mm Hg), and total number of interventions. Results: Weight-based fluid volumes were similar between PACC-MAN and PDM; median and IQR are reported (73.1 mL/kg [59.0–78.7] vs. 87.1 mL/kg [79.4–91.8], P = 0.07). There was no statistical difference in cumulative norepinephrine (PACC-MAN: 33.4 μg/kg [27.1–44.6] vs. PDM: 7.5 [3.3–24.2] μg/kg, P = 0.09). The median percentage of time spent at hypotension was equivalent (PACC-MAN: 6.2% [3.6–7.4] and PDM: 3.1% [1.3–6.6], P = 0.23). Urine outputs were similar between PACC-MAN and PDM (14.0 mL/kg vs. 21.5 mL/kg, P = 0.13). Conclusion: Automated resuscitation achieves equivalent resuscitation outcomes to direct human intervention in this shock model. This study provides the first translational experience with the PACC-MAN system versus PDM.

Publisher

Ovid Technologies (Wolters Kluwer Health)

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