Hypotension in ICU Patients Receiving Vasopressor Therapy.
Bryce YappsSungtae ShinRamin BighamianJill ThorsenColleen ArsenaultSadeq A QuraishiJin-Oh HahnAndrew T ReisnerPublished in: Scientific reports (2017)
Vasopressor infusion (VPI) is used to treat hypotension in an ICU. We studied compliance with blood pressure (BP) goals during VPI and whether a statistical model might be efficacious for advance warning of impending hypotension, compared with a basic hypotension threshold alert. Retrospective data were obtained from a public database. Studying adult ICU patients receiving VPI at submaximal dosages, we analyzed characteristics of sustained hypotension episodes (>15 min) and then developed a logistic regression model to predict hypotension episodes using input features related to BP trends. The model was then validated with prospective data. In the retrospective dataset, 102-of-215 ICU stays experienced >1 hypotension episode (median of 2.5 episodes per day in this subgroup). When trained with 75% of retrospective dataset, testing with the remaining 25% of the dataset showed that the model and the threshold alert detected 99.6% and 100% of the episodes, respectively, with median advance forecast times (AFT) of 12 and 0 min. In a second, prospective dataset, the model detected 100% of 26 episodes with a median AFT of 22 min. In conclusion, episodes of hypotension were common during VPI in the ICU. A logistic regression model using BP temporal trend features predicted the episodes before their onset.
Keyphrases
- intensive care unit
- blood pressure
- cross sectional
- electronic health record
- randomized controlled trial
- type diabetes
- clinical trial
- public health
- emergency department
- low dose
- metabolic syndrome
- heart rate
- acute respiratory distress syndrome
- young adults
- mesenchymal stem cells
- body composition
- cell therapy
- replacement therapy
- artificial intelligence
- drug induced
- study protocol
- solid state
- global health
- childhood cancer