British journal of anaesthesia
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Hypotension is associated with organ injury and death in surgical and critically ill patients. In clinical practice, treating hypotension remains challenging because it can be caused by various underlying haemodynamic alterations. We aimed to identify and independently validate endotypes of hypotension in big datasets of surgical and critically ill patients using unsupervised deep learning. ⋯ Unsupervised deep learning identified four endotypes of hypotension in surgical and critically ill patients: vasodilation, hypovolaemia, myocardial depression, and bradycardia. The algorithm provides the probability of each endotype for each hypotensive data point. Identifying hypotensive endotypes could guide clinicians to causal treatments for hypotension.
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Preoperative estimated glomerular filtration rate is an inexpensive but useful tool in predicting cardiovascular perioperative complications. Estimated glomerular filtration rate, especially considering its interaction with age, might act as a proxy for severity of cardiovascular disease. Further studies regarding the predictive power of estimated glomerular filtration rate to identify patients at risk of perioperative cardiovascular complications are essential.
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Large, randomised trials are the bedrock of evidence-based medicine, but the resources required to complete such trials greatly limit the number of important clinical questions that can be addressed within a reasonable period of time. Adaptive platform trials can identify effective, ineffective, or harmful treatments faster. These trials have been shown to deliver rapid evidence through the COVID-19 pandemic and are now being adopted across surgery and anaesthesia, with many opportunities for surgeons, anaesthetists, and other perioperative physicians to conduct and collaborate in platform trials.
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Peripheral and truncal nerve blocks provide effective analgesia facilitating perioperative care. However, thresholds for clinically relevant effects remain undetermined and are left for clinicians to choose. These choices are fundamental for sample size calculations and interpretation of study results. This systematic scoping review aimed to create an overview of primary outcomes and anticipated effect sizes in randomised clinical trials assessing peripheral and truncal nerve blocks. ⋯ The presented outcomes and effect sizes from published trials on peripheral and truncal nerve block literature can be used in future trials to increase homogeneity in regional anaesthesia research.