ArticleScientific reports2017
Hypotension in ICU Patients Receiving Vasopressor Therapy.
Article in Scientific reports, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed.
- Personalized pulse wave propagation modeling to improve vasopressor dosing management in patients with severe traumatic brain injury.PLoS computational biology · 2025Article
- Development and Validation of a Prediction Model for Acute Hypotensive Events in Intensive Care Unit Patients.Journal of clinical medicine · 2024Article
- Precision Automated Critical Care Management: Closed-loop critical care for the treatment of distributive shock in a swine model of ischemia-reperfusion.The journal of trauma and acute care surgery · 2023Article
- Relative sparsity for medical decision problems.Statistics in medicine · 2023Article
- Incidence, Severity and Clinical Factors Associated with Hypotension in Patients Admitted to an Intensive Care Unit: A Prospective Observational Study.Journal of clinical medicine · 2022Article
- Recommendations for the Development of Telemedicine in Poland Based on the Analysis of Barriers and Selected Telemedicine Solutions.International journal of environmental research and public health · 2022Review
- Article
- Target value of mean arterial pressure in patients undergoing continuous renal replacement therapy due to acute kidney injury.BMC nephrology · 2021Article
- Sepsis in two hospitals in Rwanda: A retrospective cohort study of presentation, management, outcomes, and predictors of mortality.PloS one · 2021Article
- Artificial intelligence in health care: accountability and safety.Bulletin of the World Health Organization · 2020Article
- Reduced Rank Least Squares for Real-Time Short Term Estimation of Mean Arterial Blood Pressure in Septic Patients Receiving Norepinephrine.IEEE journal of translational engineering in health and medicine · 2019Article
- Towards precision critical care management of blood pressure in hemorrhagic stroke patients using dynamic linear models.PloS one · 2019Article
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Authors and funding
8 authors.
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No grant is acknowledged in the PubMed record.
Abstract
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.
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