A multiplex network approach for the analysis of intracranial pressure and heart rate data in traumatic brain injured patients

نویسندگان

  • Giovanna Maria Dimitri
  • Shruti Agrawal
  • Adam Young
  • Joseph Donnelly
  • Xiuyun Liu
  • Peter Smielewski
  • Peter Hutchinson
  • Marek Czosnyka
  • Pietro Liò
  • Christina Haubrich
چکیده

*Correspondence: [email protected] Computer Laboratory, University of Cambridge, Thomson Avenue, Cambridge, UK Abstract Background: We present a multiplex network model for the analysis of Intracranial Pressure (ICP) and Heart Rate (HR) behaviour after severe brain traumatic injuries in pediatric patients. The ICP monitoring is of vital importance for checking life threathening conditions, and understanding the behaviour of these parameters is crucial for a successful intervention of the clinician. Our own observations, exhibit cross-talks interaction events happening between HR and ICP, i.e. transients in which both the ICP and the HR showed an increase of 20% with respect to their baseline value in the window considered. We used a complex event processing methodology, to investigate the relationship between HR and ICP, after traumatic brain injuries (TBI). In particular our goal has been to analyse events of simultaneous increase by HR and ICP (i.e. cross-talks), modelling the two time series as a unique multiplex network system (Lacasa et al., Sci Rep 5:15508-15508, 2014).

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عنوان ژورنال:
  • Applied Network Science

دوره 2  شماره 

صفحات  -

تاریخ انتشار 2017