TY - JOUR
T1 - Towards autoregulation-oriented management after traumatic brain injury
T2 - increasing the reliability and stability of the CPPopt algorithm
AU - Beqiri, Erta
AU - Ercole, Ari
AU - Aries, Marcel J H
AU - Placek, Michal M
AU - Tas, Jeanette
AU - Czosnyka, Marek
AU - Stocchetti, Nino
AU - Smielewski, Peter
AU - CENTER-TBI High Resolution (HR ICU) Sub-Study Participants and Investigators
A2 - Kondziella, Daniel
A2 - Møller, Kirsten
N1 - © 2023. The Author(s).
PY - 2023/8
Y1 - 2023/8
N2 - PURPOSE: CPPopt denotes a Cerebral Perfusion Pressure (CPP) value at which the Pressure-Reactivity index, reflecting the global state of Cerebral Autoregulation, is best preserved. CPPopt has been investigated as a potential dynamically individualised CPP target in traumatic brain injury patients admitted in intensive care unit. The prospective bedside use of the concept requires ensured safety and reliability of the CPP recommended targets based on the automatically-generated CPPopt. We aimed to: Increase stability and reliability of the CPPopt automated algorithm by fine-tuning; perform outcome validation of the adjusted algorithm in a multi-centre TBI cohort.METHODS: ICM + software was used to derive CPPopt and fine-tune the algorithm. Parameters for improvement of the algorithm were selected based on qualitative and quantitative assessment of stability and reliability metrics. Patients enrolled in the Collaborative European Neuro Trauma Effectiveness Research in TBI (CENTER-TBI) high-resolution cohort were included for retrospective validation. Yield and stability of the new algorithm were compared to the previous algorithm using Mann-U test. Area under the curves for mortality prediction at 6 months were compared with the DeLong Test.RESULTS: CPPopt showed higher stability (p < 0.0001), but lower yield compared to the previous algorithm [80.5% (70-87.5) vs 85% (75.7-91.2), p < 0.001]. Deviation of CPPopt could predict mortality with an AUC of [AUC = 0.69 (95% CI 0.59-0.78), p < 0.001] and was comparable with the previous algorithm.CONCLUSION: The CPPopt calculation algorithm was fine-tuned and adapted for prospective use with acceptable lower yield, improved stability and maintained prognostic power.
AB - PURPOSE: CPPopt denotes a Cerebral Perfusion Pressure (CPP) value at which the Pressure-Reactivity index, reflecting the global state of Cerebral Autoregulation, is best preserved. CPPopt has been investigated as a potential dynamically individualised CPP target in traumatic brain injury patients admitted in intensive care unit. The prospective bedside use of the concept requires ensured safety and reliability of the CPP recommended targets based on the automatically-generated CPPopt. We aimed to: Increase stability and reliability of the CPPopt automated algorithm by fine-tuning; perform outcome validation of the adjusted algorithm in a multi-centre TBI cohort.METHODS: ICM + software was used to derive CPPopt and fine-tune the algorithm. Parameters for improvement of the algorithm were selected based on qualitative and quantitative assessment of stability and reliability metrics. Patients enrolled in the Collaborative European Neuro Trauma Effectiveness Research in TBI (CENTER-TBI) high-resolution cohort were included for retrospective validation. Yield and stability of the new algorithm were compared to the previous algorithm using Mann-U test. Area under the curves for mortality prediction at 6 months were compared with the DeLong Test.RESULTS: CPPopt showed higher stability (p < 0.0001), but lower yield compared to the previous algorithm [80.5% (70-87.5) vs 85% (75.7-91.2), p < 0.001]. Deviation of CPPopt could predict mortality with an AUC of [AUC = 0.69 (95% CI 0.59-0.78), p < 0.001] and was comparable with the previous algorithm.CONCLUSION: The CPPopt calculation algorithm was fine-tuned and adapted for prospective use with acceptable lower yield, improved stability and maintained prognostic power.
KW - Humans
KW - Retrospective Studies
KW - Reproducibility of Results
KW - Intracranial Pressure/physiology
KW - Cerebrovascular Circulation/physiology
KW - Brain Injuries, Traumatic/therapy
KW - Algorithms
KW - Homeostasis/physiology
KW - Cerebral autoregulation
KW - Stability
KW - Traumatic brain injury
KW - CPPopt
KW - Reliability
KW - Multiwindow weighted approach
UR - http://www.scopus.com/inward/record.url?scp=85153949296&partnerID=8YFLogxK
U2 - 10.1007/s10877-023-01009-1
DO - 10.1007/s10877-023-01009-1
M3 - Journal article
C2 - 37119323
SN - 1387-1307
VL - 37
SP - 963
EP - 976
JO - Journal of Clinical Monitoring and Computing
JF - Journal of Clinical Monitoring and Computing
IS - 4
ER -