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A Frequency-domain Approach to Noninvasive Intracranial Pressure Estimation

机译:一种无创颅内压估计的频域方法

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Intracranial pressure (ICP) is a cranial vital sign, crucial in the monitoring and treatment of several neurological injuries. The clinically accepted measurement modalities of ICP are highly invasive, carrying risks of infection and limiting the benefits of ICP measurement to a small subset of critically ill patients. This work aims to take a step towards developing an accurate noninvasive means of estimating ICP, by utilizing a model-based frequency-domain approach. The mean ICP and pulse pressures of ICP are estimated from arterial blood pressure (ABP) and cerebral blood flow velocity (CBFV) waveforms, and the estimates are validated on an adult population, comprising of around two hours of data from five patients. The algorithm was shown to have an accuracy (mean error) of −1.5 mmHg and a precision (standard deviation of the error) of 4.3 mmHg in estimating the mean ICP. These results are comparable to the previously reported errors among the currently accepted invasive measurement methods, and well within the clinically relevant range.
机译:颅内压(ICP)是颅骨的生命体征,在监测和治疗多种神经系统损伤中至关重要。 ICP的临床公认测量方式具有高度侵入性,存在感染风险,并且仅将ICP测量的益处限制在少数重症患者中。这项工作旨在通过利用基于模型的频域方法,朝着开发一种精确的非侵入性ICP估算方法迈出一步。 ICP的平均ICP和ICP脉压是从动脉血压(ABP)和脑血流速度(CBFV)波形估算出来的,并且这些估算值已在成年人群中得到验证,其中包括来自五名患者的大约两个小时的数据。该算法在估计平均ICP时显示出-1.5 mmHg的精度(平均误差)和4.3 mmHg的精度(误差的标准偏差)。这些结果与当前公认的侵入性测量方法中先前报道的误差相当,并且完全在临床相关范围内。

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