This work was supported in part by the Alan A. and Edith L. Wolff Charitable Trust, St. Louis, and the Barnes-Jewish Hospital Foundation. L. Shmuylovich and E. Ghosh were partially supported by predoctoral fellowship awards from the Heartland Affiliate of the American Heart Association. S. Zhu received partial support from the Washington University Compton Scholars Program and the College of Arts and Sciences&#8217; Summer&#160;Undergraduate&#160;Research&#160;Award. S. Mossahebi received partial support from the Department of Physics.&#160;

The procedure for acquiring echocardiographic images and analyzing them to obtain the PDF parameters is detailed below. Although cardiac catheterization is mentioned in the subject selection portion below, the methodology described applies only to the echocardiographic portion. The description of the catheterization portion was included for independent validation of model based predictions and is unrelated to the analysis of E-waves via the PDF formalism. Prior to data acquisition, all subjects provide signed, i...

<ol>
	<li>Katz, L. N. <a target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed&cmd=Search&doptcmdl=Citation&defaultField=Title+Word&term=The+role+played+by+the+ventricular+relaxation+process+in+filling+the+ventricle.">The role played by the ventricular relaxation process in filling the ventricle.</a> Am. J. Physiol. 95, 542-553 (1930).</li><li>Frais, M. A., Bergman, D. W., Kingma, I., Smiseth, O. A., Smith, E. R., Tyberg, J. V. <a target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed&cmd=Search&doptcmdl=Citation&defaultField=Title+Word&term=The+dependence+of+the+time+constant+of+left+ventricular+isovolumic+relaxation+on+pericardial+pressure.">The dependence of the time constant of left ventricular isovolumic relaxation on pericardial pressure.</a> Circulation. 81, 1071-1080 (1990).</li><li>Weiss, J. L., Frederiksen, J. W., Weisfeldt, M. 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The authors have no competing financial interests.

In keeping with our methodologic focus, the key aspects of the methods that facilitate obtaining accurate and meaningful results are highlighted.
ECHOCARDIOGRAPHY
The American Society of Echocardiography (ASE) has guidelines for the performance of transthoracic studies16. During an echo exam, there are a multitude of factors that affect image quality. Factors that are beyond the control of the sonographer include: technical capabilities of the imager bein...

Pioneering studies by Katz1 in 1930 revealed that the mammalian left ventricle initiates filling by being a mechanical suction pump, and much effort since then has been devoted to unraveling the workings of diastole. For many years, invasive methods were the only options available for clinical or research assessment of diastolic function (DF)2-16. In the 1970s, however, technical advancements and developments in echocardiography&#160;finally gave cardiologists and physiologists practical tools for noninvasive characterization of DF.
Without a unifying causal theory or paradigm for diastole regarding how the heart works when it fills, researchers proposed numerous phenomenologic indexes based on correlation with clinical features. The curvilinear, rapidly rising and falling shape of the transmitral blood flow velocity contour during early, rapid filling, for example, was approximated as a triangle and diastolic function indexes were defined from geometric features (height, width, area, etc.) of that triangle. Technical advancements in echocardiography have allowed tissue motion, strain, and strain rate during filling to be measured, for example, and each technical advancement brought with it a new crop of phenomenological indexes to be correlated with clinical features. However, the indexes remain correlative and not causal and many indexes are different measures of the same underlying physiology. It&#8217;s not surprising, therefore, that currently employed clinical indexes of DF have limited specificity and sensitivity.
To overcome these limitations the Parametrized Diastolic Filling (PDF) formalism, a causal kinematic, lumped parameter model of left ventricular filling that is motivated by and incorporates the suction-pump physiology of diastole was developed and validated17. It models diastolic function (as manifested by the curvilinear shapes of transmitral flow contours) in accordance with the rules of damped harmonic oscillatory motion. The equation for damped harmonic oscillatory motion is based on Newton&#8217;s Second Law and can be written, per unit mass, as:
<img alt="Equation 1" fo:content-width="1in" src="/files/ftp_upload/51471/51471eq1.jpg" />&#160; &#160; Equation&#160;1
This linear 2nd order differential equation has three parameters: k- chamber stiffness, c- viscoelasticity/relaxation, and xo- the oscillator&#8217;s initial displacement/preload. The model predicts that the different clinically observed diastolic filling patterns are the result of variation in the numerical value of these three&#160;model parameters. Based on the PDF formalism and classical mechanics, E-waves can be classified as being determined by under-damped or over-damped regimes of motion. Numerous studies17-21 have validated that clinically recorded E-wave contours and PDF model predicted contours show superb agreement&#160;and have elucidated the hemodynamic/physiologic analogues of the three&#160;PDF parameters21. The process for extracting model parameters from clinically recorded E-wave data is detailed in the methods below.
Unlike typical indexes of DF in current clinical use, the PDF model&#8217;s three&#160;parameters are causality based. As discussed in the methods below, additional indexes of diastolic physiology can be derived from these fundamental parameters&#160;and from application of the PDF formalism to aspects of diastole other than transmitral flow. In this work, methods of PDF-based analysis of transmitral flow and the physiologic relations that can be drawn from the PDF approach, its parameters and the derived indexes are described. Additionally, it is shown that the PDF parameters or indexes derived from them can tease apart intrinsic chamber properties from the external effects of load&#160;can provide correlates to traditional invasively defined parameters&#160;and can differentiate between normal and pathologic groups.

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			<td height="42" style="height:42px;width:216px;">Name of Equipment/ Software</td>
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			<td height="21" style="height:21px;width:216px;">Philips iE33</td>
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			<td height="21" style="height:21px;width:216px;">LabVIEW 6.0</td>
			<td style="width:159px;">National Instruments</td>
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			<td>Version 6.0.2</td>
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			<td height="21" style="height:21px;width:216px;">MATLAB</td>
			<td style="width:159px;">MathWorks</td>
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			<td>Version R2010b</td>
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quantification of global diastolic function by kinematic modeling-based analysis of transmitral flow via the parametrized diastolic filling formalism

Quantitative cardiac function assessment remains a challenge for physiologists and clinicians.&#160;Although historically invasive methods have comprised the only means available, the development of noninvasive imaging modalities (echocardiography, MRI, CT) having high temporal and spatial resolution provide a new window for quantitative diastolic function assessment. Echocardiography is the agreed upon standard for diastolic function assessment, but indexes in current clinical use merely utilize selected features of chamber dimension (M-mode) or blood/tissue motion (Doppler) waveforms without incorporating the physiologic causal determinants of the motion itself.&#160;The recognition that all left ventricles (LV) initiate filling by serving as mechanical suction pumps allows global diastolic function to be assessed based on laws of motion that apply to all chambers. What differentiates one heart from another are the parameters of the equation of motion that governs filling. Accordingly, development of the Parametrized Diastolic Filling (PDF) formalism&#160;has shown that the entire range of clinically observed early transmitral flow (Doppler E-wave) patterns are extremely well fit by the laws of damped oscillatory motion.&#160;This permits analysis of individual E-waves in accordance with a causal mechanism (recoil-initiated suction) that yields three (numerically) unique lumped parameters whose physiologic analogues are chamber stiffness (k), viscoelasticity/relaxation (c), and load (xo).&#160;The recording of transmitral flow (Doppler E-waves) is standard practice in clinical cardiology and, therefore, the echocardiographic recording method is only briefly reviewed. Our focus is on determination of the PDF parameters from routinely recorded E-wave data.&#160;As the highlighted results indicate, once the PDF parameters have been obtained from a suitable number of load varying E-waves, the investigator is free to use the parameters or construct indexes from the parameters (such as stored energy 1/2kxo2, maximum A-V pressure gradient kxo, load independent index of diastolic function, etc.) and select the aspect of physiology or pathophysiology to be quantified.

Doppler waveforms representative of the four different types of filling patterns (normal, pseudonormal, delayed relaxation, constrictive-restrictive) using the method detailed above are shown in Figure 2. Figure&#160;2A shows the normal pattern, which, by itself is indistinguishable from the pseudonormal pattern. Figure 2B shows a delayed relaxation and Figure 2C shows a constrictive-restrictive pattern associated with severe diastolic dysfunction. For c...

Watch this Scientific Journal Video about Quantification of Global Diastolic Function by Kinematic Modeling-based Analysis of Transmitral Flow via the Parametrized Diastolic Filling Formalism at JoVE.

Quantification of Global Diastolic Function by Kinematic Modeling-based Analysis of Transmitral Flow via the Parametrized Diastolic Filling Formalism

Accurate, causality-based quantification of global diastolic function has been achieved by kinematic modeling-based analysis of transmitral flow via the Parametrized Diastolic Filling (PDF) formalism. PDF generates unique stiffness, relaxation,&#160;and load parameters and elucidates &#39;new&#39; physiology while providing sensitive and specific indexes of dysfunction.

Quantitative cardiac function assessment remains a challenge for physiologists and clinicians.&#160;Although historically invasive methods have comprised ...

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11.1K vistas.  Washington University in St. Louis.  Exacta cuantificación, basada en la causalidad de la función diastólica global ha sido alcanzado por el análisis basado en la modelización cinemática de flujo transmitral a través de la parametrizada llenado diastólico (PDF) formalismo. PDF genera rigidez, la relajación, y los parámetros de carga única y aclara "nuevo" fisiología mientras que proporciona índices de sensibilidad y especificidad de la disfunción. 

Video: Quantification of Global Diastolic Function by Kinematic Modeling-based Analysis of Transmitral Flow via the Parametrized Diastolic Filling Formalism