Closed-Loop Dynamic Modeling of the Heart-Rate Reflex to Concurrent Spontaneous Changes of Arterial Blood Pressure and CO2 Tension: Quantification of the Effects of Mild Cognitive Impairment

被引:0
作者
Marmarelis, Vasilis [1 ]
Shin, Dae [2 ]
Zhang, Rong [3 ]
机构
[1] Univ Southern Calif, Dept Biomed Engn, Los Angeles, CA 90089 USA
[2] Univ Southern Calif, Dept Biomed Engn, Los Angeles, CA 90007 USA
[3] Univ Texas Southwestern Med Ctr, Inst Exercise & Environm Med, Dallas, TX USA
关键词
Baroreflex; Mathematical model; Analytical models; Predictive models; Kernel; Heart rate; Blood; Heart-rate reflex; chemoreflex; baroreflex; closed-loop modeling; mild cognitive impairment; SPONTANEOUS BAROREFLEX SENSITIVITY; CEREBROVASCULAR REACTIVITY; VARIABILITY INTERACTIONS; CEREBRAL AUTOREGULATION; CHEMOREFLEX CONTROL; IDENTIFICATION; PERIOD; GAIN; HEMODYNAMICS; RESPIRATION;
D O I
10.1109/TBME.2021.3070900
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Objective: To extend closed-loop modeling of the heart-rate reflex (HRR) by including the dynamic effects of concurrent changes in blood CO2 tension. This extended dynamic model can be used to generate physio-markers of "baroreflex gain" (BRG) and "chemoreflex gain" (CRG) that allow quantitative assessment of the possible impact of pathologies upon HRR. Mild Cognitive Impairment (MCI) is used as an example. Methods: The proposed data-based closed-loop modeling methodology estimates the forward and reverse dynamic components of the model via Laguerre kernel expansions of two open-loop models using spontaneous time-series data collected in 45 MCI patients and 15 controls. The BRG and CRG physio-markers are subsequently computed for each subject via simulation of the obtained closed-loop model for unit-step change of arterial pressure or blood CO2 tension, respectively. Results: Both open-loop and closed-loop HRR modeling revealed that MCI patients exhibit significantly smaller CRG relative to controls (p<0.001), but not significantly different BRG. Furthermore, the closed-loop model captured the dynamic effect of sympathetic activity as resonant peak around 0.1 Hz (Mayer wave) in the chemoreflex and baroreflex transfer functions (not captured via open-loop modeling). This may prove valuable in advancing our understanding of how sympathetic activity impacts HRR in various pathologies. Conclusion: The extended HRR model, incorporating the dynamic effects of concurrent changes of blood CO2 tension, revealed significantly reduced chemoreflex gain (but not baroreflex gain) in MCI patients. Furthermore, the closed-loop model captured the sympathetic influence around 0.1 Hz. Significance: Multivariate closed-loop dynamic modeling is valuable for understanding physiological autoregulation.
引用
收藏
页码:3347 / 3355
页数:9
相关论文
共 45 条
[1]   Dynamic cerebral autoregulation and baroreflex sensitivity during modest and severe step changes in arterial PCO2 [J].
Ainslie, Philip N. ;
Celi, Leo ;
McGrattan, Ken ;
Peebles, Karen ;
Ogoh, Shigehiko .
BRAIN RESEARCH, 2008, 1230 :115-124
[2]   Integration of cerebrovascular CO2 reactivity and chemoreflex control of breathing: mechanisms of regulation, measurement, and interpretation [J].
Ainslie, Philip N. ;
Duffin, James .
AMERICAN JOURNAL OF PHYSIOLOGY-REGULATORY INTEGRATIVE AND COMPARATIVE PHYSIOLOGY, 2009, 296 (05) :R1473-R1495
[3]  
[Anonymous], 2004, Nonlinear Dynamic Modeling of Physiological Systems
[4]   Heart rate control and mechanical cardiopulmonary coupling to assess central volume: a systems analysis [J].
Barbieri, R ;
Triedman, JK ;
Saul, JP .
AMERICAN JOURNAL OF PHYSIOLOGY-REGULATORY INTEGRATIVE AND COMPARATIVE PHYSIOLOGY, 2002, 283 (05) :R1210-R1220
[5]   Closed-versus open-loop assessment of heart rate baroreflex [J].
Barbieri, R ;
Parati, G ;
Saul, JP .
IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 2001, 20 (02) :33-42
[6]   CARDIOVASCULAR VARIABILITY SIGNALS - TOWARDS THE IDENTIFICATION OF A CLOSED-LOOP MODEL OF THE NEURAL CONTROL MECHANISMS [J].
BASELLI, G ;
CERUTTI, S ;
CIVARDI, S ;
MALLIANI, A ;
PAGANI, M .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1988, 35 (12) :1033-1046
[7]   MODEL FOR THE ASSESSMENT OF HEART PERIOD AND ARTERIAL-PRESSURE VARIABILITY INTERACTIONS AND OF RESPIRATION INFLUENCES [J].
BASELLI, G ;
CERUTTI, S ;
BADILINI, F ;
BIANCARDI, L ;
PORTA, A ;
PAGANI, M ;
LOMBARDI, F ;
RIMOLDI, O ;
FURLAN, R ;
MALLIANI, A .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 1994, 32 (02) :143-152
[8]   PHYLOGENESIS OF THE BAINBRIDGE REFLEX [J].
BOETTCHER, DH ;
ZIMPFER, M ;
VATNER, SF .
AMERICAN JOURNAL OF PHYSIOLOGY, 1982, 242 (03) :R244-R246
[9]   Interaction of chemoreceptor and baroreceptor reflexes by hypoxia and hypercapnia - a mechanism for promoting hypertension in obstructive sleep apnoea [J].
Cooper, VL ;
Pearson, SB ;
Bowker, CM ;
Elliott, MW ;
Hainsworth, R .
JOURNAL OF PHYSIOLOGY-LONDON, 2005, 568 (02) :677-687
[10]   HEMODYNAMIC FLUCTUATIONS AND BAROREFLEX SENSITIVITY IN HUMANS - A BEAT-TO-BEAT MODEL [J].
DEBOER, RW ;
KAREMAKER, JM ;
STRACKEE, J .
AMERICAN JOURNAL OF PHYSIOLOGY, 1987, 253 (03) :H680-H689