2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) · 2021 · 13 citations · 13 references
MedicineNeurologyBiomedical ImagingTrauma CareTrauma NeurosurgeryIntracranial Pressure MonitoringTraumatic Brain InjuryArtifact RemovalAutomatic ClassificationClinical Outcome MeasurementIncreased Intracranial PressurePulse Shape AnalysisTechnical Artifact RemovalTraumatic Brain Injury PrognosisTraumatic Brain Injury Severity Assessment
Intracranial pressure (ICP) pulse waveform, i.e., the shape of the ICP signal over a single cardiac cycle, is regarded as a potential source of information about intracranial compliance. In this study we aimed to compare the results of automatic classification of ICP pulse shapes on a scale from normal to pathological with other ICP pulse-derived metrics. Additionally, identification of artifacts was performed simultaneously with pulse classification to assess the effect of artifact removal on the results. Data from 35 traumatic brain injury (TBI) patients were analyzed retrospectively in terms of dominant waveform shape, mean ICP, mean amplitude of ICP (AmpICP), mean index of compensatory reserve (RAP index), and their association with the patient's clinical outcome. Our results show that patients with poor outcome exhibit more pathological waveform shape than patients with good outcome. More pathological ICP pulse shape is associated with higher mean ICP, mean AmpICP, and RAP.Clinical relevance- In the clinical setting, ICP pulse waveform analysis could potentially be used to complement the commonly monitored mean ICP and improve the assessment of intracranial compliance in TBI patients. Artifact removal from the ICP signal could reduce the frequency of false positive detection of clinically adverse events.
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Estimating the global incidence of traumatic brain injury
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