Evaluation of model-based processing algorithms for averaged transmitral spectral Doppler images

被引:8
作者
Hall, AF [1 ]
Nudelman, SP [1 ]
Kovacs, SJ [1 ]
机构
[1] Washington Univ, Sch Med, Div Cardiovasc, Cardiovasc Biophys Lab, St Louis, MO 63110 USA
关键词
diastolic function; left ventricle; Doppler echocardiography; kinematic models; image processing; numerical methods;
D O I
10.1016/S0301-5629(97)00232-9
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In an effort to characterize more fully diastolic function using Doppler echocardiography, we have previously developed an automated method of model-based image processing for spectral Doppler images of transmitral blood how. In this method, maximum velocity envelopes (MVEs) extracted from individual Doppler images are aligned and averaged over several cardiac cycles. The averaged waveform is fit by the solution of a kinematic model of diastolic filling. The results are estimates of the model parameters. As expected, the mean and standard deviation of the model parameter estimates depend on many factors such as noise, the number of cardiac cycles averaged, beat-to-beat variation, waveform shape, observation time and the processing methods used, among others. A comprehensive evaluation of these effects has not been performed to date. A simulation was developed to evaluate the performance of three automated processing methods and to measure the influence of noise, beat-to-beat variation and observation time on the model parameter estimates. The simulation's design and a description and analysis of the three automated processing methods are presented. Of the three methods evaluated, using the inflection point in the acceleration portion of the velocity contour as the first data point to be fit was found to be the most robust method for processing averaged E-wave MVE waveforms. Using this method under nominal conditions, the average bias was measured to be < 3% for each of the model parameters. As expected, the biases and standard deviations of the estimates increased as a result of increased noise levels, increased beat-to-beat variation and decreased observation time. Another important finding was that the effects of noise, beat-to-beat variation and waveform observation time on the parameter estimates are dependent on the location in model parameter space. (C) 1998 World Federation for Ultrasound in Medicine & Biology.
引用
收藏
页码:55 / 66
页数:12
相关论文
共 18 条
  • [1] DETERMINANTS OF DOPPLER INDEXES OF LEFT-VENTRICULAR DIASTOLIC FUNCTION IN NORMAL SUBJECTS (THE FRAMINGHAM HEART-STUDY)
    BENJAMIN, EJ
    LEVY, D
    ANDERSON, KM
    WOLF, PA
    PLEHN, JF
    EVANS, JC
    COMAI, K
    FULLER, DL
    SUTTON, MS
    [J]. AMERICAN JOURNAL OF CARDIOLOGY, 1992, 70 (04) : 508 - 515
  • [2] A practical guide to assessment of ventricular diastolic function using Doppler echocardiography
    Cohen, GI
    Pietrolungo, JF
    Thomas, JD
    Klein, AL
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 1996, 27 (07) : 1753 - 1760
  • [3] FEYNMANN RP, 1965, FEYNMANN LECT PHYSIC, V1
  • [4] AUTOMATED-METHOD FOR CHARACTERIZATION OF DIASTOLIC TRANSMITRAL DOPPLER VELOCITY CONTOURS - EARLY RAPID FILLING
    HALL, AF
    KOVACS, SJ
    [J]. ULTRASOUND IN MEDICINE AND BIOLOGY, 1994, 20 (02) : 107 - 116
  • [5] HALL AF, 1993, P 15 INT C IEEE EMBS, V1, P385
  • [6] HALL AF, 1997, THESIS WASHINGTON U
  • [7] HALL AF, 1997, ULTRASOUND MED BIOL
  • [8] KASS DA, 1997, ACC CURR J REV MAR, P13
  • [9] The role played by the ventricular relaxation process in filling the ventricle
    Katz, LN
    [J]. AMERICAN JOURNAL OF PHYSIOLOGY, 1930, 95 (03): : 542 - 553
  • [10] EVALUATION OF DIASTOLIC FUNCTION WITH DOPPLER ECHOCARDIOGRAPHY - THE PDF FORMALISM
    KOVACS, SJ
    BARZILAI, B
    PEREZ, JE
    [J]. AMERICAN JOURNAL OF PHYSIOLOGY, 1987, 252 (01): : H178 - H187