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(Hypertension. 1995;25:1276-1286.)
© 1995 American Heart Association, Inc.


Articles

Spectral Analysis of Blood Pressure and Heart Rate Variability in Evaluating Cardiovascular Regulation

A Critical Appraisal

Gianfranco Parati; J. Philip Saul; Marco Di Rienzo; Giuseppe Mancia

From the Istituto Scientifico Ospedale S. Luca, Centro Auxologico Italiano, Milano (G.P., G.M.); Medicina Interna I, Ospedale S. Gerardo, Monza and Università di Milano (G.P., G.M.) (Italy); Children's Hospital, Department of Cardiology, Harvard Medical School, Boston (J.P.S.); Massachussetts Institute of Technology, Health Sciences and Technology, Cambridge (J.P.S.), Mass; and LaRC, Centro di Bioingegneria, Fondazione Pro Juventute, Milano, Italy (M. Di R.).

Correspondence to Gianfranco Parati, MD, Centro di Fisiologia Clinica e Ipertensione, Ospedale Maggiore and Università di Milano, via F. Sforza, 35 20122, Milano, Italy.

Abstract Blood pressure variability includes rhythmic and nonrhythmic fluctuations that, with the use of spectral analysis, appear as clear peaks or broadband power, respectively. This review offers a concise and critical description of the spectral methods most commonly used (fast Fourier transform versus autoregressive modeling, time-varying versus broadband spectral analysis) and an evaluation of their advantages and disadvantages. It also provides insight into the problems that still affect the physiological and clinical interpretations of data provided by spectral analysis of blood pressure and heart rate variability. In particular, the assessment of blood pressure and heart rate spectra aimed at providing indexes of autonomic cardiovascular modulation is discussed. Evidence is given that multivariate models—which allow evaluation of the interactions between changes in blood pressure, heart rate, and other biological signals (such as respiratory activity) in the time or frequency domains—offer a more comprehensive approach to the assessment of cardiovascular regulation than that represented by the separate analysis of fluctuations in blood pressure or heart rate only.


Key Words: blood pressure • heart rate • autonomic nervous system • hypertension, essential • sequence analysis




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[Abstract] [Full Text] [PDF]


Home page
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[Abstract] [Full Text] [PDF]


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[Abstract] [Full Text]


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[Abstract] [Full Text] [PDF]


Home page
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[Abstract] [Full Text] [PDF]


Home page
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M Galinier, A Pathak, J Fourcade, C Androdias, D Curnier, S Varnous, S Boveda, P Massabuau, M Fauvel, J.M Senard, et al.
Depressed low frequency power of heart rate variability as an independent predictor of sudden death in chronic heart failure
Eur. Heart J., March 2, 2000; 21(6): 475 - 482.
[Abstract] [PDF]


Home page
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F. Lombardi
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Circulation, January 4, 2000; 101(1): 8 - 10.
[Full Text] [PDF]


Home page
Cardiovasc ResHome page
F. Lombardi and G. Parati
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Cardiovasc Res, January 1, 2000; 45(1): 200 - 211.
[Full Text] [PDF]


Home page
Am. J. Physiol. Regul. Integr. Comp. Physiol.Home page
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Am J Physiol Regulatory Integrative Comp Physiol, August 1, 1999; 277(2): R591 - R600.
[Abstract] [Full Text] [PDF]


Home page
Am. J. Physiol. Heart Circ. Physiol.Home page
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Am J Physiol Heart Circ Physiol, July 1, 1999; 277(1): H221 - H227.
[Abstract] [Full Text] [PDF]


Home page
Am. J. Physiol. Heart Circ. Physiol.Home page
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Sympathovagal balance is major determinant of short-term blood pressure variability in healthy subjects
Am J Physiol Heart Circ Physiol, April 1, 1999; 276(4): H1245 - H1252.
[Abstract] [Full Text] [PDF]


Home page
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Hypertension, January 1, 1999; 33(1): 248 - 255.
[Abstract] [Full Text] [PDF]


Home page
CirculationHome page
M. Malik and D. L Eckberg
Sympathovagal Balance: A Critical Appraisal • Response
Circulation, December 8, 1998; 98(23): 2643 - 2644.
[Full Text] [PDF]


Home page
CirculationHome page
J. Nolan, P. D. Batin, R. Andrews, S. J. Lindsay, P. Brooksby, M. Mullen, W. Baig, A. D. Flapan, A. Cowley, R. J. Prescott, et al.
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Circulation, October 13, 1998; 98(15): 1510 - 1516.
[Abstract] [Full Text] [PDF]


Home page
Am. J. Physiol. Heart Circ. Physiol.Home page
H. Dabire, D. Mestivier, J. Jarnet, M. E. Safar, and N. P. Chau
Quantification of sympathetic and parasympathetic tones by nonlinear indexes in normotensive rats
Am J Physiol Heart Circ Physiol, October 1, 1998; 275(4): H1290 - H1297.
[Abstract] [Full Text] [PDF]


Home page
J. Appl. Physiol.Home page
R. Zhang, J. H. Zuckerman, and B. D. Levine
Deterioration of cerebral autoregulation during orthostatic stress: insights from the frequency domain
J Appl Physiol, September 1, 1998; 85(3): 1113 - 1122.
[Abstract] [Full Text] [PDF]


Home page
J. Clin. Endocrinol. Metab.Home page
E. Muscelli, M. Emdin, A. Natali, L. Pratali, S. Camastra, A. Gastaldelli, S. Baldi, C. Carpeggiani, and E. Ferrannini
Autonomic and Hemodynamic Responses to Insulin in Lean and Obese Humans
J. Clin. Endocrinol. Metab., June 1, 1998; 83(6): 2084 - 2090.
[Abstract] [Full Text]


Home page
CirculationHome page
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Comparison Between Noninvasive Indices of Baroreceptor Sensitivity and the Phenylephrine Method in Post–Myocardial Infarction Patients
Circulation, April 14, 1998; 97(14): 1362 - 1367.
[Abstract] [Full Text] [PDF]


Home page
Am. J. Physiol. Heart Circ. Physiol.Home page
H. M. Stauss, E. A. Anderson, W. G. Haynes, and K. C. Kregel
Frequency response characteristics of sympathetically mediated vasomotor waves in humans
Am J Physiol Heart Circ Physiol, April 1, 1998; 274(4): H1277 - H1283.
[Abstract] [Full Text] [PDF]


Home page
Am. J. Physiol. Heart Circ. Physiol.Home page
R. Zhang, J. H. Zuckerman, C. A. Giller, and B. D. Levine
Transfer function analysis of dynamic cerebral autoregulation in humans
Am J Physiol Heart Circ Physiol, January 1, 1998; 274(1): H233 - H241.
[Abstract] [Full Text] [PDF]


Home page
CirculationHome page
P. van de Borne, N. Montano, B. Zimmerman, M. Pagani, and V. K. Somers
Relationship Between Repeated Measures of Hemodynamics, Muscle Sympathetic Nerve Activity, and Their Spectral Oscillations
Circulation, December 16, 1997; 96(12): 4326 - 4332.
[Abstract] [Full Text]


Home page
J. Appl. Physiol.Home page
R. Zhang, J. H. Zuckerman, J. A. Pawelczyk, and B. D. Levine
Effects of head-down-tilt bed rest on cerebral hemodynamics during orthostatic stress
J Appl Physiol, December 1, 1997; 83(6): 2139 - 2145.