Digital Cardiovascular Biomarker Responses to Transcutaneous Cervical Vagus Nerve Stimulation: State-Space Modeling, Prediction, and Simulation

被引:18
作者
Gazi, Asim H. [1 ]
Gurel, Nil Z. [1 ]
Richardson, Kristine L. S. [1 ]
Wittbrodt, Matthew T. [2 ]
Shah, Amit J. [3 ,4 ,5 ]
Vaccarino, Viola [3 ,4 ]
Bremner, J. Douglas [2 ,5 ,6 ]
Inan, Omer T. [1 ,7 ]
机构
[1] Georgia Inst Technol, Sch Elect & Comp Engn, North Ave NW, Atlanta, GA 30332 USA
[2] Emory Univ, Sch Med, Dept Psychiat & Behav Sci, Atlanta, GA USA
[3] Rollins Sch Publ Hlth, Dept Epidemiol, Atlanta, GA USA
[4] Emory Univ, Sch Med, Div Cardiol, Dept Med, Atlanta, GA 30322 USA
[5] Emory Univ, Atlanta VA Med Ctr, Atlanta, GA 30322 USA
[6] Emory Univ, Sch Med, Dept Radiol, Atlanta, GA 30322 USA
[7] Georgia Inst Technol, Coulter Dept Bioengn, Atlanta, GA 30332 USA
来源
JMIR MHEALTH AND UHEALTH | 2020年 / 8卷 / 09期
基金
美国国家卫生研究院;
关键词
vagus nerve stimulation; noninvasive; wearable sensing; digital biomarkers; dynamic models; state space; biomarker; cardiovascular; neuromodulation; bioelectronic medicine; NONLINEAR-SYSTEM IDENTIFICATION;
D O I
10.2196/20488
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background: Transcutaneous cervical vagus nerve stimulation (tcVNS) is a promising alternative to implantable stimulation of the vagus nerve. With demonstrated potential in myriad applications, ranging from systemic inflammation reduction to traumatic stress attenuation, closed-loop tcVNS during periods of risk could improve treatment efficacy and reduce ineffective delivery. However, achieving this requires a deeper understanding of biomarker changes over time. Objective: The aim of the present study was to reveal the dynamics of relevant cardiovascular biomarkers, extracted from wearable sensing modalities, in response to tcVNS. Methods: Twenty-four human subjects were recruited for a randomized double-blind clinical trial, for whom electrocardiography and photoplethysmography were used to measure heart rate and photoplethysmogram amplitude responses to tcVNS, respectively. Modeling these responses in state-space, we (1) compared the biomarkers in terms of their predictability and active vs sham differentiation, (2) studied the latency between stimulation onset and measurable effects, and (3) visualized the true and model-simulated biomarker responses to tcVNS. Results: The models accurately predicted future heart rate and photoplethysmogram amplitude values with root mean square errors of approximately one-fifth the standard deviations of the data. Moreover, (1) the photoplethysmogram amplitude showed superior predictability (P=.03) and active vs sham separation compared to heart rate; (2) a consistent delay of greater than 5 seconds was found between tcVNS onset and cardiovascular effects; and (3) dynamic characteristics differentiated responses to tcVNS from the sham stimulation. Conclusions: This work furthers the state of the art by modeling pertinent biomarker responses to tcVNS. Through subsequent analysis, we discovered three key findings with implications related to (1) wearable sensing devices for bioelectronic medicine, (2) the dominant mechanism of action for tcVNS-induced effects on cardiovascular physiology, and (3) the existence of dynamic biomarker signatures that can be leveraged when titrating therapy in closed loop.
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页数:13
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  • [1] Electrical stimulation of cranial nerves in cognition and disease
    Adair, Devin
    Truong, Dennis
    Esmaeilpour, Zeinab
    Gebodh, Nigel
    Borges, Helen
    Ho, Libby
    Bremner, J. Douglas
    Badran, Bashar W.
    Napadow, Vitaly
    Clark, Vincent P.
    Bikson, Marom
    [J]. BRAIN STIMULATION, 2020, 13 (03) : 717 - 750
  • [2] NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION
    AKAIKE, H
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) : 716 - 723
  • [3] Photoplethysmography and its application in clinical physiological measurement
    Allen, John
    [J]. PHYSIOLOGICAL MEASUREMENT, 2007, 28 (03) : R1 - R39
  • [4] [Anonymous], 2005, Cardiovascular Physiology Concepts
  • [5] [Anonymous], 2019, INSTRUCTIONS USE GAM
  • [6] Short trains of transcutaneous auricular vagus nerve stimulation (taVNS) have parameter-specific effects on heart rate
    Badran, Bashar W.
    Mithoefer, Oliver J.
    Summer, Caroline E.
    LaBate, Nicholas T.
    Glusman, Chloe E.
    Badran, Alan W.
    DeVries, William H.
    Summers, Philipp M.
    Austelle, Christopher W.
    McTeague, Lisa M.
    Borckardt, Jeffrey J.
    George, Mark S.
    [J]. BRAIN STIMULATION, 2018, 11 (04) : 699 - 708
  • [7] Bartos Bradley J., 2019, Interrupted time series analysis
  • [8] Vagus Nerve Stimulation: Back to the Future
    Bremner, J. Douglas
    Rapaport, Mark Hyman
    [J]. AMERICAN JOURNAL OF PSYCHIATRY, 2017, 174 (07) : 609 - 610
  • [9] Transcutaneous cervical vagal nerve stimulation modulates cardiac vagal tone and tumor necrosis factor-alpha
    Brock, C.
    Brock, B.
    Aziz, Q.
    Moller, H. J.
    Jensen, M. Pfeiffer
    Drewes, A. M.
    Farmer, A. D.
    [J]. NEUROGASTROENTEROLOGY AND MOTILITY, 2017, 29 (05)
  • [10] Moving beyond belief: A narrative review of potential biomarkers for transcutaneous vagus nerve stimulation
    Burger, Andreas Michael
    D'Agostini, Martina
    Verkuil, Bart
    Van Diest, Ilse
    [J]. PSYCHOPHYSIOLOGY, 2020, 57 (06)