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Therapeutic Hypothermia: Quantification of the Transition of Core Body Temperature Using the Flexible Mixture Bent‐Cable Model for Longitudinal Data
Authors:Shahedul A Khan  Grace S Chiu  Joel A Dubin
Institution:1. Department of Mathematics and Statistics, University of Saskatchewan, , Saskatoon, SK S7N 5E6 Canada;2. CSIRO Computational Informatics, , GPO Box 664 Canberra, ACT 2601, Australia;3. Department of Statistics and Actuarial Science, University of Waterloo, , Waterloo, ON N2L 3G1, Canada;4. School of Public Health and Health Systems, University of Waterloo, , Waterloo, ON N2L 3G1, Canada
Abstract:Hypothermia which is induced by reducing core body temperature is a therapeutic tool used to prevent brain damage resulting from physical trauma. However, all physiological systems begin to slow down due to hypothermia and this can result in increased risk of mortality. Therefore quantification of the transition of core body temperature to early hypothermia is of great clinical interest. Conceptually core body temperature may exhibit an either gradual or abrupt transition. Bent‐cable regression is an appealing statistical tool to model such data due to the model's flexibility and readily interpretable regression coefficients. It handles more flexibly models that traditionally have been handled by low‐order polynomial models (for gradual transition) or piecewise linear changepoint models (for abrupt change). We consider a rat model to quantify the temporal trend of core body temperature primarily to address the question: What is the critical time point associated with a breakdown in the compensatory mechanisms following the start of hypothermia therapy? To this end, we develop a Bayesian modelling framework for bent‐cable regression of longitudinal data to simultaneously account for gradual and abrupt transitions. Our analysis reveals that: (i) about 39% of rats exhibit a gradual transition in core body temperature; (ii) the critical time point is approximately the same regardless of transition type; and (iii) both transition types show a significant increase of core body temperature followed by a significant decrease.
Keywords:Bayesian inference  bent‐cable regression  brain damage  cardiac arrest  gradual and abrupt transitions  mixture model  transition point
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