使用统计技术测试一种新型无创数字生物标志物仪器的可靠性和有效性的框架:以Lyfas为例

S. Chattopadhyay, Rupam Das
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引用次数: 3

摘要

背景:本文展示了一种针对金标准仪器的新型仪器的有效性(信度和效度)测试框架。Lyfas是一种新型、非穿戴式、非侵入式、经济的光学生物标志物仪器,可在安卓智能手机上运行。通过光体积描记术捕捉食指毛细血管的脉搏率(PR)和脉搏率变异性(PRV),测量心血管自主调节(CvAM)。Polar H10传感器是一种黄金标准的电子生物反馈仪器,配有可穿戴的胸带,是一种相对昂贵的设备。它捕获替代心脏自主调节(CAM)的心率(HR)和心率变异性(HRV)。目的:通过将Lyfas与Polar H10仪器在“6分钟步行测试”后的效果进行比较,展示挖掘Lyfas作为生物反馈仪器功效的统计框架。方法:采用Lyfas和Polar H10 HR传感器采集567例(健康成年男性567例,女性255例)的PR和HR。对数据进行(a)内部一致性(Cronbach’s alpha)、(b)其分布(Q-Q图)、(c)描述性统计(箱形图)、(d) HR和PR的均方根差、(e)信度(Bland-Altman信度检验)和(f)相关性(i) Pearson类间相关性(r)和(ii)线性回归(R2)检验。结果:通过对样本进行BART(93.53%)、r(86.96%)和R2(87.58%)的平均评分,最终计算出Lyfas作为生物反馈工具的疗效,结果为87.27%。结论:Lyfas也可作为一种生物反馈工具。
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A Framework for Testing the Reliability and Validity of a Novel Non-Invasive Digital Biomarker Instrument Using Statistical Techniques: A Case Study with Lyfas
Background: This paper demonstrates a framework for testing of efficacy (reliability and validity) of a novel instrument against a gold-standard instrument. Lyfas is a novel, non-wearable, non-invasive, and economic optical biomarker instrument that runs on android smartphones. By capturing the Pulse Rate (PR) and Pulse Rate Variability (PRV) from the index finger capillary using photoplethysmography, it measures the Cardiovascular Autonomic Modulation (CvAM). The Polar H10 sensor is a gold-standard electrical biofeedback instrument that comes with a wearable chest belt and is a relatively costly device. It captures the Heart Rate (HR) and Heart Rate Variability (HRV) that surrogates Cardiac Autonomic Modulation (CAM). Objective: To showcase the statistical framework in mining the efficacy of Lyfas as a biofeedback instrument by comparing it with that of the Polar H10 instrument following a ‘6Minute Walk Test’. Method: Using Lyfas and Polar H10 HR sensor, PR and HR were captured from 567 subjects(n=567, 312 healthy adult males, and 255 females, respectively). The data was checked for the (a) internal consistency (Cronbach’s alpha), (b) its distribution (Q-Q plots), (c) descriptive statistics (box plots), (d) Root Mean Square difference between the HR and PR, (e) reliability (Bland-Altman Reliability Test), and (f) correlations using (i) Pearson’s inter-class correlations (r), and (ii) Linear regressions (R2). Results: The efficacy of Lyfas as a biofeedback instrument has finally been computed by averaging the mean scores of BART (93.53%), ‘r’ (86.96%), and R2 (87.58%) for the sample and found to be 87.27%. Conclusion: Lyfas can also be used as a biofeedback instrument.
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