Title :
Time-varying analysis of autonomic control in response to spontaneous sighs in sickle cell anemia
Author :
Sangkatumvong, Suvimol ; Coates, Thomas D. ; Wood, John C. ; Meiselman, Herbert J. ; Kato, Roberta ; Detterich, Jon A. ; Bush, Adam ; Khoo, Michael C K
Author_Institution :
Biomed. Eng. Dept., Univ. of Southern California, Los Angeles, CA, USA
fDate :
Aug. 31 2010-Sept. 4 2010
Abstract :
Sickle cell anemia (SCA) is a genetic disease which is characterized by painful episodes of vascular occlusions. In the present study, we investigated a potential contribution of the autonomic nervous system (ANS) in initiating such episodes. We observed prominent decreases in microvascular perfusion in response to spontaneous sighs, which may increase the likelihood of red blood cell polymerization followed by vascular occlusions in SCA patients. Time-varying spectral analysis of heart rate variability (HRV), based on recursive least squares estimation, was employed to study the modulation of the ANS in response to sighs. To improve robustness of the spectral estimation while retaining its ability to track rapid changes, we propose a time-varying parameter estimate variability reduction (TV-PEVR) technique. Because respiration patterns can vary considerably across subjects, we employed a time-varying autoregressive with exogenous input (TV-ARX) model to adjust for the effect of respiration patterns on the HRV indices. Results from 8 SCA subjects and 9 normal controls suggested that the cardiac ANS responses to sighs are not different between the two groups, after adjusting for the effect of post-sigh respiration. However, the peripheral sympathetic response in SCA appeared to be enhanced in this group relative to normals, and sighs may play a role in initiation of vaso-occlusive events in this group of patients.
Keywords :
blood; blood vessels; diseases; haemodynamics; haemorheology; least squares approximations; patient diagnosis; pneumodynamics; spectral analysis; autonomic control; autonomic nervous system; genetic disease; heart rate variability; microvascular perfusion; recursive least squares estimation; red blood cell polymerization; sickle cell anemia; spectral analysis; spontaneous sighs; time-varying analysis; time-varying autoregressive with exogenous input model; time-varying parameter estimate variability reduction; vascular occlusions; Estimation; Heart rate variability; Mathematical model; Modulation; Pediatrics; Rail to rail inputs; Time frequency analysis; Anemia, Sickle Cell; Autonomic Nervous System; Computer Simulation; Feedback, Physiological; Heart Rate; Humans; Models, Biological; Respiratory Mechanics; Respiratory Sounds; Vascular Resistance;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5626649