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Correlating Short-Term Heart Rate Variability and Instantaneous Blood Glucose Measurements

机译:关联短期心率变异性和瞬时血糖测量

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In this research, we aim to analyze the correlations between instantaneous blood glucose measurements and short term (30 seconds to 5 minutes) heart rate variability (HRV) parameters and check the research hypothesis that these HRV parameters indicate the ability of a patient to control the blood glucose level. Methodology: Pearson and Spearman's Rank correlations are used as methods within this paper. Although 155 patients with heart problems and arrhythmia were included in the study, only intervals between normal heartbeats were evaluated. Data: The HRV parameters correlated to the blood glucose levels are divided into time-domain (TD) HRV parameters: SDNN, SDNN Prima (SDNN-1), ASDNN, ASDNN Prima (ASDNN-1), ASDNN Secunda (ASDNN-2), ASDNN Tertia (ASDNN-3), SDANN Secunda (SDANN-2), SDANN Tertia (SDANN-3), NN50, NN50 Prima (NN50-1), pNN50, pNN50 Prima (pNN50-1), rMSSD and rMSSD Prima (rMSSD-1); and non-linear HRV parameters: SD1, SD2, SD1/SD2. Several methods were utilized to process the ECG signal strip and eliminate the ectopic beats, artifacts, lost signals, noise, and other segments that influence HRV metrics. Conclusion: We found that SD1/SD2 showed the strongest positive correlations for 5 minute ECG recordings, 45–40 minutes before ($r = 0.36$) and 20–25 minutes after ($r = 0.31$) the fasting glucose measurement satisfying the condition $p$ ≤ 0.05. We conclude that short term HRV parameters can't indicate a strong linear or monotonic correlation to the blood glucose regulation ability, but can motivate further research including deep learning.
机译:在本研究中,我们的目的是分析瞬时血糖测量和短期(30秒至5分钟)心率变异性(HRV)参数之间的相关性并检查这些HRV参数表明患者控制的能力的研究血糖水平。方法论:Pearson和Spearman的等级相关性用作本文中的方法。虽然在研究中包含155例心脏问题和心律失常患者,但仅评估正常心跳之间的间隔。数据:与血糖水平相关的HRV参数被分为时域(TD)HRV参数:SDNN,SDNN PRIMA(SDNN-1),ASDNN,ASDNN PRIMA(ASDNN-1),ASDNN Secunda(ASDNN-2) ,Asdnn Tertia(Asdnn-3),Sdann Secunda(Sdann-2),Sdann zertia(Sdann-3),NN50,NN50 Prima(NN50-1),PNN50,PNN50 PRIMA(PNN50-1),RMSD和RMSD PRIMA( RMSSD-1);和非线性HRV参数:SD1,SD2,SD1 / SD2。利用几种方法来处理ECG信号条并消除影响HRV指标的异位搏动,伪像,丢失的信号,噪声和其他段。结论:我们发现SD1 / SD2为5分钟的ECG录制显示出最强的正相关,45-40分钟( $ r = 0.36 $ )和20-25分钟后( $ r = 0.31 $ )满足条件的空腹葡萄糖测量 $ p $ ≤0.05。我们得出结论,短期HRV参数无法表明与血糖调节能力强的线性或单调相关性,但可以激励进一步的研究,包括深入学习。

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