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基于新型加速度计分析提高左心室辅助装置血栓栓塞并发症的检测。

Improved Detection Of Thromboembolic Complications In Left Ventricular Assist Device By Novel Accelerometer-Based Analysis.

机构信息

From the The Intervention Centre, Oslo University Hospital.

Department of Research and Development, Division of Emergencies and Critical Care, Oslo University Hospital.

出版信息

ASAIO J. 2022 Sep 1;68(9):1117-1125. doi: 10.1097/MAT.0000000000001654. Epub 2022 Jan 19.

Abstract

We have previously demonstrated that accelerometer-based vibration analysis detects thromboembolism and pump thrombosis in HeartWare Left Ventricular Assist Device (HVAD) using the third harmonic frequency (pump_speedx3). Thromboembolism also affected the amplitude of the nonharmonic frequencies. The aim of this study was to determine whether nonharmonic-amplitude (NHA) analysis can improve the diagnosis of thromboembolic complications. An accelerometer was attached to HVAD in three in vitro and seven in vivo experiments. Control interventions, including load and pump speed alternations (n = 107), were followed by thromboembolic events (n = 60). A sliding fast-Fourier-transform was analyzed, and changes in NHAs were quantified in the acute phase and in a steady state. Receiver operating characteristic curves were constructed with cutoff values of NHA to detect thromboembolic events. Positive predictive values were calculated on the basis of a specificity of 1. In the acute phase, NHA change was 6.5 times higher under thromboembolism than under control interventions (p < 0.001). Most thromboembolic events lead to concomitant changes in both NHA and third-harmonic amplitude. Combining the two methods improved the PPV by 8.3%. At steady state, signal changes predominantly demonstrated either NHA or third-harmonic changes. Combined signal analysis improved the PPV by 36%. This method enhanced the detection of thromboembolism and pump thrombosis in the HVAD.

摘要

我们之前已经证明,基于加速度计的振动分析可以通过第三谐波频率(泵速 x3)检测 HeartWare 左心室辅助装置(HVAD)中的血栓栓塞和泵血栓形成。血栓栓塞也会影响非谐波频率的幅度。本研究的目的是确定非谐波幅度(NHA)分析是否可以改善血栓栓塞并发症的诊断。在三个体外和七个体内实验中,将加速度计连接到 HVAD。控制干预措施,包括负载和泵速交替(n = 107),随后是血栓栓塞事件(n = 60)。进行了滑动快速傅里叶变换分析,并在急性阶段和稳态下定量分析了 NHA 的变化。使用 NHA 的截断值构建了接收者操作特征曲线,以检测血栓栓塞事件。根据特异性为 1 计算阳性预测值。在急性期,血栓栓塞下的 NHA 变化是对照干预下的 6.5 倍(p < 0.001)。大多数血栓栓塞事件会导致 NHA 和第三谐波幅度同时发生变化。两种方法的结合将 PPV 提高了 8.3%。在稳定状态下,信号变化主要表现为 NHA 或第三谐波变化。联合信号分析将 PPV 提高了 36%。这种方法增强了 HVAD 中血栓栓塞和泵血栓形成的检测。

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