Pappu Suguna, Lerma Jesus, Khraishi Tariq
Department of Neurosurgery, University of New Mexico, Albuquerque, New Mexico.
Department of Mechanical Engineering, University of New Mexico, Albuquerque, New Mexico.
J Neuroimaging. 2016 Jan-Feb;26(1):37-40. doi: 10.1111/jon.12289. Epub 2015 Sep 11.
Morphologic features of computed tomography (CT) scans of the brain can be used to estimate intracranial pressure (ICP) via an image-processing algorithm. Clinically, such estimations can be used to prognosticate outcomes and avoid placement of invasive intracranial monitors in certain patients with severe traumatic brain injury. Features on a CT scan that may correlate with measurements of low ICP are sought.
A measure is proposed that is a function of the distribution of cerebrospinal fluid (CSF) in and around the brain. In our method, we present an algorithm that semiautomatically segments brain parenchyma from CSF, and apply standard image processing calculations. The ratio of CSF volume to the size of the intracranial vault (ICV) or volume inside the skull, csf(v) /icv(v) is calculated and then plotted against the actual recorded ICP, yielding a relationship between the image features and ICP.
We analyzed a total of 45 scans from 20 patients with severe traumatic brain injury (TBI). We showed that a ratio csf(v)/icv(v) > .034 correlates with an ICP < 20 mmHg (P = .0046). For csf(v)/icv(v) ≤ .034, a distinction between low and high ICP cannot be effectively estimated by this univariate measure.
This method permits a noninvasive means of identifying patients who are low risk for having elevated ICP; by following Brain Trauma Foundation guidelines strictly such a patient may be subjected to an unnecessary, invasive procedure. This work is a promising pilot study that will need to be analyzed for a larger population.
脑部计算机断层扫描(CT)的形态学特征可通过图像处理算法用于估计颅内压(ICP)。在临床上,此类估计可用于预测预后,并避免在某些重度创伤性脑损伤患者中放置侵入性颅内监测器。本研究旨在寻找CT扫描中可能与低ICP测量值相关的特征。
我们提出了一种基于脑内及脑周脑脊液(CSF)分布函数的测量方法。在我们的方法中,我们提出了一种算法,可半自动地从CSF中分割出脑实质,并应用标准图像处理计算。计算CSF体积与颅内腔(ICV)或颅骨内体积的比值,即csf(v)/icv(v),然后将其与实际记录的ICP进行绘图,得出图像特征与ICP之间的关系。
我们共分析了20例重度创伤性脑损伤(TBI)患者的45次扫描。我们发现,csf(v)/icv(v) >.034与ICP < 20 mmHg相关(P =.0046)。对于csf(v)/icv(v) ≤.034,通过这种单变量测量无法有效区分低ICP和高ICP。
该方法提供了一种非侵入性手段来识别ICP升高风险较低的患者;严格遵循脑外伤基金会指南,此类患者可能会接受不必要的侵入性手术。这项工作是一项有前景的初步研究,需要对更大的人群进行分析。