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Predicting Inter-individual Variability During Lipid Resuscitation of Bupivacaine Cardiotoxicity in Rats: A Virtual Population Modeling Study.

Matthew McDanielKevin B FloresBelinda S Akpa
Published in: Drugs in R&D (2021)
Our results represent a successful prediction of complex, dynamic physiological outcomes over a virtual population. Despite being informed by very limited data, our mechanistic model predicted a plausible range of treatment outcomes that accurately predicts changes in LD50 when extrapolated to putatively toxic doses of bupivacaine. Furthermore, causal analysis of the predicted survival outcomes indicated a critical synergy between scavenging and direct cardiotonic mechanisms of ILE action.
Keyphrases
  • pain management
  • cardiac arrest
  • postoperative pain
  • electronic health record
  • type diabetes
  • machine learning
  • cardiopulmonary resuscitation