intracranial pressure

颅内压
  • 文章类型: Journal Article
    背景:甘露醇广泛用于神经外科,以减轻颅内压升高和脑水肿,在术后管理中至关重要。它的高渗性能减少脑细胞外液,从而改变脑灌注和心脏动力学。然而,在术后设置中,甘露醇对心血管和脑血管参数的时间效应和联合效应仍未得到充分研究.
    方法:这项前瞻性观察性研究纳入了20名接受选择性开颅手术切除肿瘤的成年患者。将甘露醇以0.5mg/kg/剂量的剂量作为推注剂量在20至30分钟内给予患者。剂量之间的时间间隔为8小时(预定给药)。术中8小时后,患者在ICU接受了首次剂量的甘露醇。患者术后给予甘露醇2天,术后随访2天。经胸超声心动图和经颅彩色多普勒用于评估甘露醇给药后多个间隔的心血管和脑血管参数。
    结果:在术后第一天给予甘露醇后立即观察到双侧平均流速显著增加,表明脑血流量改善。然而,这些变化是短暂的,在术后第二天没有明显变化。脑血管阻力,用搏动指数衡量,在这两天的双边表现出不显著的变化。心血管参数,包括每搏输出量和心输出量,在整个研究期间保持稳定。
    结论:神经外科术后患者给予0.5g/kg甘露醇可短暂改善脑灌注,而不会引起明显的血流动力学不稳定。这项研究强调了甘露醇给药后监测脑血管和心血管参数以优化患者管理和结果的重要性。
    BACKGROUND: Mannitol is widely used in neurosurgical units to mitigate raised intracranial pressure and cerebral edema, crucial in postoperative management. Its hyperosmolar properties reduce brain extracellular fluid, thereby altering cerebral perfusion and cardiac dynamics. However, the temporal and combined effects of mannitol on cardiovascular and cerebrovascular parameters remain inadequately explored in postoperative settings.
    METHODS: This prospective observational study enrolled 20 adult patients who underwent elective craniotomies for tumor excision. Mannitol was administered to the patients at a dose of 0.5 mg/kg/dose as a bolus dose over 20 to 30 minutes. The time interval was eight hours between the doses (scheduled dosing). Patients received their first dose of mannitol in the ICU after eight hours of intraoperative dose. The patients were given mannitol for two postoperative days and followed up for two days in the postoperative period. Transthoracic echocardiography and transcranial color Doppler were used to assess cardiovascular and cerebrovascular parameters at multiple intervals post-mannitol administration.
    RESULTS: Significant increases in mean flow velocities were observed bilaterally immediately post-mannitol administration on the first postoperative day, indicative of improved cerebral blood flow. However, these changes were transient, with no significant variations noted on the second postoperative day. Cerebrovascular resistance, as measured by the pulsatility index, showed non-significant changes bilaterally across both days. Cardiovascular parameters, including stroke volume and cardiac output, remained stable throughout the study period.
    CONCLUSIONS: Mannitol administration at 0.5 g/kg in postoperative neurosurgical patients transiently improves cerebral perfusion without causing significant hemodynamic instability. This study underscores the importance of monitoring both cerebrovascular and cardiovascular parameters post-mannitol administration to optimize patient management and outcomes.
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  • 文章类型: Journal Article
    本研究旨在评估多模式监测对预测自发性脑出血(SICH)患者预后的影响,并探讨使用无创近红外光谱(NIRS)监测临床预后的可行性。回顾性分析
    2022年5月至2022年12月陕西省人民医院神经外科收治的38例SICH患者的临床资料。术后3个月根据格拉斯哥预后量表(GOS)将患者分为两组:预后不良组(GOSI-III)和预后良好组(GOSIV和V)。多模式监测包括有创颅内压(ICP),大脑温度(BT),颈内静脉血氧饱和度(SjvO2),和非侵入性NIRS。NIRS监测包括评估脑组织氧饱和度(StO2),血容量指数(BVI),和组织血红蛋白指数(THI)。比较两组患者的预后差异。使用受试者工作特征(ROC)曲线和曲线下面积(AUC)评估预测值。
    ICP,BT,BVI,预后良好组的THI低于预后不良组。预后良好组的SjvO2和StO2高于预后不良组。
    ICP的水平,BT,SjvO2,StO2,BVI,和THI反映了SICH患者脑功能和脑血流量的变化,并与预后显着相关。NIRS监测在评估预后方面具有很高的临床实用性。
    UNASSIGNED: This study aimed to assess the impact of multimodal monitoring on predicting the prognosis of patients with spontaneous intracerebral hemorrhage (SICH) and to examine the feasibility of using noninvasive near-infrared spectroscopy (NIRS) for monitoring clinical prognosis.
    UNASSIGNED: Clinical data of 38 patients with SICH who underwent surgery in the Department of Neurosurgery of Shaanxi Provincial People\'s Hospital from May 2022 to December 2022 were retrospectively analyzed. The patients were categorized into two groups based on the Glasgow Outcome Scale (GOS) 3 months after operation: poor outcome group (GOSI-III) and good outcome group (GOSIV and V). Multimodal monitoring included invasive intracranial pressure (ICP), brain temperature (BT), internal jugular venous oxygen saturation (SjvO2), and noninvasive NIRS. NIRS monitoring comprised the assessment of brain tissue oxygen saturation (StO2), blood volume index (BVI), and tissue hemoglobin index (THI). The prognostic differences between the two groups were compared. The predictive values were evaluated using the receiver operating characteristic (ROC) curve and the area under the curve (AUC).
    UNASSIGNED: ICP, BT, BVI, and THI in the good prognosis group were lower than those in the poor prognosis group. The SjvO2 and StO2 in the group with a good prognosis were higher than those in the group with a poor prognosis.
    UNASSIGNED: The levels of ICP, BT, SjvO2, StO2, BVI, and THI reflect the changes in brain function and cerebral blood flow and significantly correlate with the prognosis of patients with SICH. NIRS monitoring has a high clinical utility in assessing the prognosis.
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  • 文章类型: Journal Article
    已经开发了许多从颅内压(ICP)监测数据得出的复杂生理模型。最近,诸如机器学习之类的技术被用于开发越来越复杂的模型,以帮助诊断和预测等临床决策任务。虽然它们的潜在临床影响可能很大,很少有基于ICP数据的模型在患者床边常规可用。Further,使用正在进行的患者数据收集来优化模型的能力很少.在本文中,我们确定并讨论了将ICP数据分析的洞察力转换为患者床边可部署的工具时面临的挑战。
    概述在患者床边实施复杂的ICP模型和分析所面临的挑战。
    对神经重症监护病房患者床边实施复杂ICP模型和分析所面临的障碍进行叙述性回顾,并结合该主题的描述性案例研究(CHART-ADAPT项目)。
    发现的主要障碍是技术性的,分析,和诚信相关。例子包括:数据收集和/或模型部署的医疗设备缺乏互操作性;基础设施不足,阻碍了对大量高频患者数据的分析;对模型缺乏临床信心;以及道德,信任,管理二次使用患者数据的安全性和患者机密性考虑。
    为了实现ICP数据分析的好处,结果需要迅速交付并有意义地传达。实施仍然存在多种障碍,需要解决现实世界挑战的解决方案。
    UNASSIGNED: Numerous complex physiological models derived from intracranial pressure (ICP) monitoring data have been developed. More recently, techniques such as machine learning are being used to develop increasingly sophisticated models to aid in clinical decision-making tasks such as diagnosis and prediction. Whilst their potential clinical impact may be significant, few models based on ICP data are routinely available at a patient\'s bedside. Further, the ability to refine models using ongoing patient data collection is rare. In this paper we identify and discuss the challenges faced when converting insight from ICP data analysis into deployable tools at the patient bedside.
    UNASSIGNED: To provide an overview of challenges facing implementation of sophisticated ICP models and analyses at the patient bedside.
    UNASSIGNED: A narrative review of the barriers facing implementation of sophisticated ICP models and analyses at the patient bedside in a neurocritical care unit combined with a descriptive case study (the CHART-ADAPT project) on the topic.
    UNASSIGNED: Key barriers found were technical, analytical, and integrity related. Examples included: lack of interoperability of medical devices for data collection and/or model deployment; inadequate infrastructure, hindering analysis of large volumes of high frequency patient data; a lack of clinical confidence in a model; and ethical, trust, security and patient confidentiality considerations governing the secondary use of patient data.
    UNASSIGNED: To realise the benefits of ICP data analysis, the results need to be promptly delivered and meaningfully communicated. Multiple barriers to implementation remain and solutions which address real-world challenges are required.
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  • 文章类型: Journal Article
    颅内压(ICP)监测通常用于研究慢性儿科神经系统疾病的病因。在一些儿童的夜间ICP记录中观察到一系列高振幅尖峰,其中许多人患有脑积水或颅骨融合。
    这项临床评估旨在定义尖峰模式,描述最有可能发生的患者群体,并进行高分辨率波形分析。
    来自40名0-5岁(含)患者的ICP波形,2017年至2021年在格拉斯哥皇家儿童医院记录,进行了回顾性分析。通过由两个审阅者对感兴趣区域的视觉检查来定义图案。使用人口统计学和临床数据对患者进行分层。使用R软件进行回归和高分辨率波形分析。
    尖峰模式被定义为存在2个连续的尖峰,其幅度至少为8mmHg,尖峰之间的间隙至少为30分钟。在调整后的泊松回归中,年龄与尖峰数量显著相关(IRR0.8,95%CI0.70~0.92,p值0.001).
    在该队列中,年龄较小与峰值数量增加显著相关。有必要对尖峰的临床后果进行调查。
    UNASSIGNED: Intracranial pressure (ICP) monitoring is commonly used in investigating the aetiology of chronic paediatric neurological conditions. A series of high-amplitude spikes has been observed in overnight ICP recordings of some children, many of whom have hydrocephalus or craniosynostosis.
    UNASSIGNED: This clinical evaluation aimed to define the spike pattern, describe the patient group in which it is most likely to occur, and conduct high-resolution waveform analysis.
    UNASSIGNED: ICP waveforms from 40 patients aged 0-5 years (inclusive), recorded between 2017 and 2021 at the Royal Hospital for Children Glasgow, were retrospectively analysed. The pattern was defined through visual inspection of regions of interest by two reviewers. Patients were stratified using demographic and clinical data. R software was used to perform regression and high-resolution waveform analyses.
    UNASSIGNED: The spike pattern was defined as the presence of 2 consecutive spikes with an amplitude of at least 8 mmHg, with a gap of at least 30 min between spikes. In the adjusted Poisson regression, age was significantly associated with the number of spikes (IRR 0.8, 95% CI 0.70 to 0.92, p-value 0.001).
    UNASSIGNED: Younger age was significantly associated with an increased number of spikes in this cohort. Investigation of clinical consequences of the spikes is warranted.
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  • 文章类型: Case Reports
    脑膜炎是全球重大的健康问题,肠道病毒(EV)是成人病毒性脑膜炎的最常见原因。我们讨论了一名57岁的女性肠道病毒性脑膜炎患者,表现为假性脑瘤,带来了重大的临床挑战。她出现了症状,标志,和放射学证据表明特发性颅内高压。脑脊液分析显示细胞增多,这导致了进一步的研究,通过实时逆转录聚合酶链反应分析揭示了EV的阳性病例。此病例突出表明,并非所有颅内压升高的病例都是有害或顽固的。它强调了全面诊断评估的必要性,并强调了保守管理带来有利结果的潜力。
    Meningitis is a significant health concern globally, with enterovirus (EV) being the most common cause of viral meningitis in adults. We discuss the case of a 57-year-old female patient with enteroviral meningitis manifesting as pseudotumor cerebri, posing significant clinical challenges. She presented with symptoms, signs, and radiological evidence suggesting idiopathic intracranial hypertension. The CSF analysis showed pleocytosis, which led to further investigations that unveiled a positive case of EV by real-time reverse transcription polymerase chain reaction analysis. This case highlights the fact that not all cases of raised intracranial pressure are detrimental or recalcitrant. It accentuates the need for thorough diagnostic evaluation and emphasizes the potential for favorable outcomes with conservative management.
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  • 文章类型: Journal Article
    目标:创伤性脑损伤(TBI)后,监测大血管和微血管的血液循环可能会更好地了解潜在继发性脑部病变的病理生理学。我们研究了在宏观(超声多普勒)和微血管(激光多普勒)水平上测得的心脏引起的脑血流量(CBF)振荡之间的相移(PS)变化。我们进一步评估了颅内压(ICP)对TBI患者PS的影响。次要目的是将PS与TCD衍生的脑动脉时间常数(τ)进行比较,反映循环通过时间的参数。
    方法:大脑中动脉TCD血流速度(FV),激光多普勒血液微循环通量(LDF),动脉血压(ABP),在29例连续的TBI患者中监测ICP。由于信号质量差,有8名患者被排除在外。对其余21例患者(中位年龄=23(Q1:20-Q3:33);男性:16)进行回顾性分析。使用频谱分析确定FV和LDF信号的基本谐波之间的PS。τ被估计为脑血管阻力和顺应性的产物,基于FV和ABP的数学变换,ICP脉冲波形。
    结果:PS为阴性(中位数:-26(Q1:-38-Q3:-15)度),表明心率频率下的脉搏LDF落后于TCD脉搏。随着平均ICP的上升,PS变得更负(R=-0.51,p<0.019),表明LDF脉冲的延迟增加。PS与脑血管时间常数之间存在显着相关性(R=-0.47,p=0.03)。
    结论:随着ICP升高,FV和LDF之间的脉冲发散变得更大,可能反映出循环旅行时间延长。
    OBJECTIVE: After a traumatic brain injury (TBI), monitoring of both macrovascular and microvascular blood circulation can potentially yield a better understanding of pathophysiology of potential secondary brain lesions. We investigated the changes in phase shift (PS) between cardiac-induced oscillations of cerebral blood flow (CBF) measured at macro (ultrasound Doppler) and microvascular (laser Doppler) level. Further we assessed the impact of intracranial pressure (ICP) on PS in TBI patients. A secondary aim was to compare PS to TCD-derived cerebral arterial time constant (τ), a parameter that reflects the circulatory transit time.
    METHODS: TCD blood flow velocities (FV) in the middle cerebral artery, laser Doppler blood microcirculation flux (LDF), arterial blood pressure (ABP), and ICP were monitored in 29 consecutive patients with TBI. Eight patients were excluded because of poor-quality signals. For the remaining 21 patients (median age = 23 (Q1: 20-Q3: 33); men:16,) data were retrospectively analysed. PS between the fundamental harmonics of FV and LDF signals was determined using spectral analysis. τ was estimated as a product of cerebrovascular resistance and compliance, based on the mathematical transformation of FV and ABP, ICP pulse waveforms.
    RESULTS: PS was negative (median: -26 (Q1: -38-Q3: -15) degrees) indicating that pulse LDF at a heart rate frequency lagged behind TCD pulse. With rising mean ICP, PS became more negative (R = -0.51, p < 0.019) indicating that delay of LDF pulse increases. There was a significant correlation between PS and cerebrovascular time constant (R = -0.47, p = 0.03).
    CONCLUSIONS: Pulse divergence between FV and LDF became greater with elevated ICP, likely reflecting prolonged circulatory travel time.
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  • 文章类型: Journal Article
    背景:中度至重度创伤性脑损伤(TBI)的全球死亡率约为30%,导致许多幸存者终身残疾。为了潜在地改善这种TBI人群的结果,二次伤害的管理,特别是脑血管反应性的失败(通过压力反应性指数评估;PRx,颅内压(ICP)和平均动脉血压(MAP)之间的相关性,在该领域获得了兴趣。然而,PRx的推导需要高分辨率数据和昂贵的技术解决方案,因为计算使用很短的时间窗口,这导致它仅在全球少数中心使用。作为一个解决方案,低分辨率(较长的时间窗口)PRx已被建议,称为Long-PRx或LPRx。尽管LPRx已被提出,但人们对得出这一度量的最佳方法知之甚少,提出了不同的阈值和时间窗口。此外,ICP监测对脑血管反应性措施的影响知之甚少.因此,这项观察性研究建立了与长期功能结果相关的LPRx的关键阈值,比较计算LPRx的不同时间窗口以及评估通过外部心室引流(EVD)和实质内压力装置(IPD)ICP监测确定的LPRx。
    方法:该研究包括来自卡罗林斯卡大学医院的总共435名TBI患者。患者被分为活着的和活着的。死亡和有利的vs.基于1年格拉斯哥结果量表(GOS)的不利结果。计算Pearson卡方值,以逐步增加LPRx或ICP阈值。为每个LPRx或ICP参数产生最大卡方值的阈值具有最高的结果判别能力。该方法也完成了基于EVD的人群分割,IPD,和住院时间的数据记录。
    结果:用10-120分钟窗口计算的LPRx表现类似,对于生存和有利的结局,最大卡方值在0.25-0.35的LPRx左右。在调查LPRx导出阈值的时间关系时,前4天似乎与结局最相关.基于颅内监测的数据分割发现EVD和IPD之间存在有限的差异,类似的LPRx值约为0.3。
    结论:我们的工作表明,导致脑血管反应性受损的潜在预后因素可以,在某种程度上,使用较低分辨率的PRx度量(类似的发现阈值)检测到LPRx,临床上使用低至每分钟10分钟的MAP和ICP样本。此外,EVD衍生的LPRx,间歇性脑脊液引流,似乎呈现与IPD相似的结果能力。这种低分辨率低样本LPRx方法似乎足以替代PRx的临床预后价值,并且当PRx不可行时,可以独立于ICP监测方法实施。尽管需要进一步的研究。
    BACKGROUND: Moderate-to-severe traumatic brain injury (TBI) has a global mortality rate of about 30%, resulting in acquired life-long disabilities in many survivors. To potentially improve outcomes in this TBI population, the management of secondary injuries, particularly the failure of cerebrovascular reactivity (assessed via the pressure reactivity index; PRx, a correlation between intracranial pressure (ICP) and mean arterial blood pressure (MAP)), has gained interest in the field. However, derivation of PRx requires high-resolution data and expensive technological solutions, as calculations use a short time-window, which has resulted in it being used in only a handful of centers worldwide. As a solution to this, low resolution (longer time-windows) PRx has been suggested, known as Long-PRx or LPRx. Though LPRx has been proposed little is known about the best methodology to derive this measure, with different thresholds and time-windows proposed. Furthermore, the impact of ICP monitoring on cerebrovascular reactivity measures is poorly understood. Hence, this observational study establishes critical thresholds of LPRx associated with long-term functional outcome, comparing different time-windows for calculating LPRx as well as evaluating LPRx determined through external ventricular drains (EVD) vs intraparenchymal pressure device (IPD) ICP monitoring.
    METHODS: The study included a total of n = 435 TBI patients from the Karolinska University Hospital. Patients were dichotomized into alive vs. dead and favorable vs. unfavorable outcomes based on 1-year Glasgow Outcome Scale (GOS). Pearson\'s chi-square values were computed for incrementally increasing LPRx or ICP thresholds against outcome. The thresholds that generated the greatest chi-squared value for each LPRx or ICP parameter had the highest outcome discriminatory capacity. This methodology was also completed for the segmentation of the population based on EVD, IPD, and time of data recorded in hospital stay.
    RESULTS: LPRx calculated with 10-120-min windows behaved similarly, with maximal chi-square values ranging at around a LPRx of 0.25-0.35, for both survival and favorable outcome. When investigating the temporal relations of LPRx derived thresholds, the first 4 days appeared to be the most associated with outcomes. The segmentation of the data based on intracranial monitoring found limited differences between EVD and IPD, with similar LPRx values around 0.3.
    CONCLUSIONS: Our work suggests that the underlying prognostic factors causing impairment in cerebrovascular reactivity can, to some degree, be detected using lower resolution PRx metrics (similar found thresholding values) with LPRx found clinically using as low as 10 min-by-minute samples of MAP and ICP. Furthermore, EVD derived LPRx with intermittent cerebrospinal fluid draining, seems to present similar outcome capacity as IPD. This low-resolution low sample LPRx method appears to be an adequate substitute for the clinical prognostic value of PRx and may be implemented independent of ICP monitoring method when PRx is not feasible, though further research is warranted.
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  • 文章类型: Journal Article
    创伤性脑损伤(TBI)每年影响数百万人。先前在成年雄性大鼠中使用中枢液体撞击损伤(CFPI)模型的研究表明,颅内压(ICP)升高与长期效应有关,包括损伤后神经元细胞丢失和感觉敏感性增加以及继发性ICP升高,仅在受伤后没有看到。研究还表明,组织蛋白酶B(CathB),一种溶酶体半胱氨酸蛋白酶,可能在神经元膜破坏的病理进程中发挥作用;然而,CFPI后抑制CathB的具体影响尚不清楚.因此,这项研究的重点是评估在有或没有继发性ICP升高的损伤后2w向CA-074甲酯(CA-074Me)注入CathB抑制剂,对CathB的抑制作用.这是使用成年雄性大鼠连续输注CA-074Me或10%DMSO作为载体对照,在任何一次假损伤后2w完成的。仅限CFPI,或CFPI,随后ICP升高至20mmHg。我们评估了CathB活性,并评估了CathB和CathB结合伴侣AIF的蛋白质水平,Bcl-XL,还有Bak.我们还对总细胞计数进行了组织学分析,以评估细胞损失,膜破裂,和CathB本地化。最后,我们调查了胡须滋扰任务的体感变化。总的来说,这项研究表明,CathB不是膜破裂的直接驱动因素;然而,CA-074Me的给药改变了CathB的定位并降低了超敏反应,强调CathB是晚期继发性病变的重要组成部分。
    Traumatic brain injury (TBI) affects millions of people each year. Previous studies using the central fluid percussion injury (CFPI) model in adult male rats indicated that elevated intracranial pressure (ICP) was associated with long-term effects, including neuronal cell loss and increased sensory sensitivity post-injury and secondary ICP elevation, which were not seen following injury alone. Investigations also indicated that cathepsin B (Cath B), a lysosomal cysteine protease, may play a role in the pathological progression of neuronal membrane disruption; however, the specific impact of Cath B inhibition following CFPI remained unknown. Thus, the focus of this study was to evaluate the effects of Cath B inhibition via the intracerebroventricular infusion of the Cath B inhibitor to the CA-074 methyl ester (CA-074Me) 2w following injury with or without secondary ICP elevation. This was accomplished using adult male rats continuously infused with CA-074Me or 10% DMSO as a vehicle control for 2w following either sham injury, CFPI only, or CFPI with subsequent ICP elevation to 20 mmHg. We assessed Cath B activity and evaluated the protein levels of Cath B and Cath B-binding partners AIF, Bcl-XL, and Bak. We also conducted histological analyses of the total cell counts to assess for cell loss, membrane disruption, and Cath B localization. Finally, we investigated somatosensory changes with the whisker nuisance task. Overall, this study demonstrated that Cath B is not a direct driver of membrane disruption; however, the administration of CA-074Me alters Cath B localization and reduces hypersensitivity, emphasizing Cath B as an important component in late secondary pathologies.
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  • 文章类型: Journal Article
    脑脊液(CSF)的产生原理,总结了正常大脑中液体量和压力的循环和流出以及调节。颅内高压在这些方面的异常,讨论了脑室肥大和脑积水。脑实质具有细胞框架,在中间空间中具有间质液(ISF)。框架应力和间质液压力(ISFP)组合提供的总应力,在允许重力之后,通常等于脑内压力(ICP),总应力梯度太小,无法测量。当实质压靠脑膜时,实质和蛛网膜下腔塌陷的流体压力可能与ICP不同。流体压力梯度确定流体运动。在成年人中,限制脑脊液从蛛网膜下腔流出会产生颅内高压,当CSF体积变化很小时,称为特发性颅内高压(iIH)。iIH中ICP升高伴随静脉窦压升高,虽然哪个是原因,哪个影响尚不清楚。在头骨生长的婴儿中,限制流出导致头部和CSF体积增加。在成年人中,脑室肥大可能是由于脑萎缩或,在脑积水中,颅内脑脊液流动阻塞。在非交通性脑积水中,流经或流出心室的血流被某种方式阻塞,而在交通性脑积水中,阻塞在大脑池和流出的颅骨之间。当正常流出路线受阻时,脑室中持续的CSF产生可能通过脑室周围水肿层和血管周围间隙通过实质流出而部分平衡。在成年人中,继发性脑积水,由于明显的血流阻塞而导致ICP升高。相比之下,在正常压力脑积水(NPH)中看到更微妙的阻塞流,必须在其他地方降低流体压力,例如在一些蛛网膜下腔。特发性NPH,脑室肥大伴有步态障碍,痴呆和/或尿失禁,功能缺陷有时可以通过分流或第三脑室造瘘术来逆转。在晚期脑积水中,实质收缩是不可逆的,伴有细胞框架丧失,但可能不会在早期发生。无论是通过排除流体还是其他方式。概述了解释脑积水发展所需的进一步研究。
    The principles of cerebrospinal fluid (CSF) production, circulation and outflow and regulation of fluid volumes and pressures in the normal brain are summarised. Abnormalities in these aspects in intracranial hypertension, ventriculomegaly and hydrocephalus are discussed. The brain parenchyma has a cellular framework with interstitial fluid (ISF) in the intervening spaces. Framework stress and interstitial fluid pressure (ISFP) combined provide the total stress which, after allowing for gravity, normally equals intracerebral pressure (ICP) with gradients of total stress too small to measure. Fluid pressure may differ from ICP in the parenchyma and collapsed subarachnoid spaces when the parenchyma presses against the meninges. Fluid pressure gradients determine fluid movements. In adults, restricting CSF outflow from subarachnoid spaces produces intracranial hypertension which, when CSF volumes change very little, is called idiopathic intracranial hypertension (iIH). Raised ICP in iIH is accompanied by increased venous sinus pressure, though which is cause and which effect is unclear. In infants with growing skulls, restriction in outflow leads to increased head and CSF volumes. In adults, ventriculomegaly can arise due to cerebral atrophy or, in hydrocephalus, to obstructions to intracranial CSF flow. In non-communicating hydrocephalus, flow through or out of the ventricles is somehow obstructed, whereas in communicating hydrocephalus, the obstruction is somewhere between the cisterna magna and cranial sites of outflow. When normal outflow routes are obstructed, continued CSF production in the ventricles may be partially balanced by outflow through the parenchyma via an oedematous periventricular layer and perivascular spaces. In adults, secondary hydrocephalus with raised ICP results from obvious obstructions to flow. By contrast, with the more subtly obstructed flow seen in normal pressure hydrocephalus (NPH), fluid pressure must be reduced elsewhere, e.g. in some subarachnoid spaces. In idiopathic NPH, where ventriculomegaly is accompanied by gait disturbance, dementia and/or urinary incontinence, the functional deficits can sometimes be reversed by shunting or third ventriculostomy. Parenchymal shrinkage is irreversible in late stage hydrocephalus with cellular framework loss but may not occur in early stages, whether by exclusion of fluid or otherwise. Further studies that are needed to explain the development of hydrocephalus are outlined.
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  • 文章类型: Journal Article
    目的:颅内压(ICP)的治疗越来越多地被机器学习(ML)衍生的ICP波形特征所了解。有差距,然而,由于外部心室引流(EVD)和实质内监测仪(IPM)衍生的波形之间的差异尚未得到很好的解释,因此理解ICP监测仪类型可能会使用于这些预测工具的波形特征产生偏差.
    目的:我们试图开发一种概念验证ML模型,用于区分源自EVD或IPM的ICP波形。
    方法:我们在前瞻性转化研究和创伤性脑损伤临床知识多中心研究中检查了来自ICU生理学队列的原始ICP波形数据。
    方法:使用套式患者五折交叉验证和带袋装决策树(BDT)的分组分析和线性判别分析进行特征选择和公平评价。9名患者被保留为看不见的坚持,以进行进一步评估。
    结果:共14,110小时的ICP波形数据来自82例患者(EVD,47;IPM,26;两者,9).平均年龄,格拉斯哥昏迷量表(GCS)总计,和GCS运动成绩,以及中线移位的存在和数量,组之间是相似的。受试者工作特征曲线下的模型平均面积(AU-ROC)在所有折叠上都超过0.874。在额外的严格的基于聚类的子群分析中,旨在测试模型与较小的子集的交叉验证的弹性,这些子集被构造为在一个混淆集中开发模型并在另一个子集中测试它们,AU-ROC超过0.811。在使用基于倾向得分而不是基于聚类的子群分析的类似分析中,AU-ROC平均值超过0.827。在842个提取的ICP特征中,62在每次分析中都是不变的,代表ICP监测器类型之间最准确和最可靠的差异。对于九个病人的坚持,使用BDT获得0.826的AU-ROC。
    结论:开发的概念验证ML模型识别了EVD和IPM衍生的ICP信号的差异,它可以为大规模回顾性数据集提供缺失的上下文数据,防止不加区别地摄取ICP数据的计算模型中的偏差,和控制混杂使用我们的模型输出作为倾向评分,通过调整临床指示的监测方法。此外,不变特征可以被利用作为用于异常检测的ICP特征。
    OBJECTIVE: Treatment for intracranial pressure (ICP) has been increasingly informed by machine learning (ML)-derived ICP waveform characteristics. There are gaps, however, in understanding how ICP monitor type may bias waveform characteristics used for these predictive tools since differences between external ventricular drain (EVD) and intraparenchymal monitor (IPM)-derived waveforms have not been well accounted for.
    OBJECTIVE: We sought to develop a proof-of-concept ML model differentiating ICP waveforms originating from an EVD or IPM.
    METHODS: We examined raw ICP waveform data from the ICU physiology cohort within the prospective Transforming Research and Clinical Knowledge in Traumatic Brain Injury multicenter study.
    METHODS: Nested patient-wise five-fold cross-validation and group analysis with bagged decision trees (BDT) and linear discriminant analysis were used for feature selection and fair evaluation. Nine patients were kept as unseen hold-outs for further evaluation.
    RESULTS: ICP waveform data totaling 14,110 hours were included from 82 patients (EVD, 47; IPM, 26; both, 9). Mean age, Glasgow Coma Scale (GCS) total, and GCS motor score upon admission, as well as the presence and amount of midline shift, were similar between groups. The model mean area under the receiver operating characteristic curve (AU-ROC) exceeded 0.874 across all folds. In additional rigorous cluster-based subgroup analysis, targeted at testing the resilience of models to cross-validation with smaller subsets constructed to develop models in one confounder set and test them in another subset, AU-ROC exceeded 0.811. In a similar analysis using propensity score-based rather than cluster-based subgroup analysis, the mean AU-ROC exceeded 0.827. Of 842 extracted ICP features, 62 were invariant within every analysis, representing the most accurate and robust differences between ICP monitor types. For the nine patient hold-outs, an AU-ROC of 0.826 was obtained using BDT.
    CONCLUSIONS: The developed proof-of-concept ML model identified differences in EVD- and IPM-derived ICP signals, which can provide missing contextual data for large-scale retrospective datasets, prevent bias in computational models that ingest ICP data indiscriminately, and control for confounding using our model\'s output as a propensity score by to adjust for the monitoring method that was clinically indicated. Furthermore, the invariant features may be leveraged as ICP features for anomaly detection.
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