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Prediction of Dialysis-induced Hypotension

机译:透析引起的低血压的预测

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Intradialytic hypotension is the most common acute complication during conventional hemodialysis treatment Clinical methods for prediction of acute hypotension during treatment is of great importance in the daily routine as it may prevent such events. This paper presents a method for predicting acute intradialytic hypotension using information from a pulse oximeter which reflects vasoconstriction and cardiac output The method is based on monitoring changes in the DC level of a measure denoted relative magnitude of the capillary pulse (RMCP), here modeled as a DC level in Lapla-cian noise. Hypothesis testing is performed in order to obtain an optimal detector for monitoring these changes. The prediction performance was evaluated on 28 treatments from 11 hypotension prone patients who underwent hemodialysis treatment Continuous blood pressure, photoplethysmography (PPG) signal, and oxygen saturation were acquired during the 28 treatments. A total of 7 acute symptomatic hypotension occurred during the treatments. The proposed method was able to predict all cases with acute intradialytic hypotension without producing any false alarms; hypotension was predicted with an average of 38 min in advance.
机译:透析内低血压是常规血液透析治疗期间最常见的急性并发症。预测治疗期间急性低血压的临床方法在日常工作中非常重要,因为它可以预防此类事件。本文提出了一种使用脉搏血氧仪的信息来预测急性透析内低血压的方法,该方法可反映出血管收缩和心输出量。该方法基于监测直流电水平的变化,该水平表示为毛细血管脉冲的相对幅度(RMCP),在此建模为拉普拉斯噪声中的直流电平。进行假设测试,以获得用于监控这些变化的最佳检测器。评估了11名接受血液透析治疗的低血压倾向患者的28种治疗方法的预测性能,在28种治疗方法中获得了连续血压,光体积描记术(PPG)信号和氧饱和度。在治疗期间总共发生了7例急性症状性低血压。所提出的方法能够预测所有急性透析内低血压的病例,而不会产生任何误报。预计平均提前38分钟出现低血压。

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