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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Physiol.</journal-id>
<journal-title>Frontiers in Physiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Physiol.</abbrev-journal-title>
<issn pub-type="epub">1664-042X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fphys.2019.01179</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physiology</subject>
<subj-group>
<subject>General Commentary</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Commentary: Relation Between Blood Pressure and Pulse Wave Velocity for Human Arteries</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Yavarimanesh</surname> <given-names>Mohammad</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/798331/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Chandrasekhar</surname> <given-names>Anand</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/792383/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Hahn</surname> <given-names>Jin-Oh</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/39720/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Mukkamala</surname> <given-names>Ramakrishna</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/34660/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Electrical and Computer Engineering, Michigan State University</institution>, <addr-line>East Lansing, MI</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Mechanical Engineering, University of Maryland</institution>, <addr-line>College Park, MD</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Luca Mesin, Polytechnic University of Turin, Italy</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Telmo Pereira, Instituto Polit&#x000E9;cnico de Coimbra, Portugal; Carlo Camporeale, Polytechnic University of Turin, Italy</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Ramakrishna Mukkamala <email>rama&#x00040;egr.msu.edu</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Computational Physiology and Medicine, a section of the journal Frontiers in Physiology</p></fn></author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>09</month>
<year>2019</year>
</pub-date>
<pub-date pub-type="collection">
<year>2019</year>
</pub-date>
<volume>10</volume>
<elocation-id>1179</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>07</month>
<year>2019</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>08</month>
<year>2019</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2019 Yavarimanesh, Chandrasekhar, Hahn and Mukkamala.</copyright-statement>
<copyright-year>2019</copyright-year>
<copyright-holder>Yavarimanesh, Chandrasekhar, Hahn and Mukkamala</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<related-article id="RA1" related-article-type="commentary-article" journal-id="Proc Natl Acad Sci" journal-id-type="nlm-ta" vol="115" page="11144" xlink:href="30322935" ext-link-type="pubmed">A Commentary on: <article-title>Relation Between Blood Pressure and Pulse Wave Velocity for Human Arteries</article-title> by Ma, Y., Choi, J., Hourlier-Fargette, A., Xue, Y., Chung, H. U., Lee, J. Y., et al. (2018). Proc. Natl. Acad. Sci. U.S.A. 115:11144&#x02013;11149. doi: <object-id>10.1073/pnas.1814392115</object-id></related-article>
<kwd-group>
<kwd>blood pressure</kwd>
<kwd>pulse wave velocity (PWV)</kwd>
<kwd>hemodynamics</kwd>
<kwd>arterial stiffness</kwd>
<kwd>cuff-less blood pressure measurement</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Institutes of Health<named-content content-type="fundref-id">10.13039/100000002</named-content></contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="0"/>
<equation-count count="1"/>
<ref-count count="9"/>
<page-count count="3"/>
<word-count count="1187"/>
</counts>
</article-meta>
</front>
<body>
<p>Ma et al. recently proposed to relate blood pressure (P) and pulse wave velocity (PWV) for human arteries via a two-parameter, quadratic formula: <italic>P</italic> &#x0003D; &#x003B1;<italic>PWV</italic><sup>2</sup>&#x0002B;&#x003B2;. Once &#x003B1; and &#x003B2; are determined, this formula could potentially be applied for cuff-less P measurement.</p>
<p>The authors (i) applied force balance to a thick-walled cylindrical tube under internal pressure and composed of elastic material characterized by the arterial strain-energy function of Fung to derive a relation between arterial cross-sectional area (A) and P; (ii) substituted this A-P relation into the Bramwell-Hill equation (<inline-formula><mml:math id="M1"><mml:mi>P</mml:mi><mml:mi>W</mml:mi><mml:mi>V</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi>A</mml:mi><mml:mo>/</mml:mo><mml:mi>&#x003C1;</mml:mi></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi>d</mml:mi><mml:mi>P</mml:mi><mml:mo>/</mml:mo><mml:mi>d</mml:mi><mml:mi>A</mml:mi></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msqrt></mml:math></inline-formula>, where &#x003C1; is blood density) to yield a complicated relation between PWV and P; and (iii) made approximations to arrive at the reduced formula. They imply that the PWV can be measured anywhere in the arteries (see Figures 1, 5C,D), but several aspects of their derivation appear to assume the aorta. For example, the resulting PWV in Figure 4 represents aortic values [see Figure 3 of Reference values for arterial stiffness&#x00027; collaboration, <xref ref-type="bibr" rid="B8">2010</xref> and Figure 19.15 of Vlachopoulos et al., <xref ref-type="bibr" rid="B9">2011</xref>].</p>
<p>PWV in large arteries, which are relatively sparse in smooth muscle (Burton, <xref ref-type="bibr" rid="B2">1954</xref>), may best track P. However, the Fung strain-energy function cannot predict the sigmoid-shaped A-P relation of the aorta (see p. 41 of Holzapfel et al., <xref ref-type="bibr" rid="B4">2000</xref>), which is most prominent in youth (Hallock and Benson, <xref ref-type="bibr" rid="B3">1937</xref>) and at <italic>in situ</italic> length (Bergel, <xref ref-type="bibr" rid="B1">1960</xref>). Equation (10) in the authors&#x00027; paper does not have positive and negative second derivatives for physical parameters, and, as shown in <xref ref-type="fig" rid="F1">Figure 1A</xref>, cannot fit renowned human aortic A-P data (Hallock and Benson, <xref ref-type="bibr" rid="B3">1937</xref>) well. Holzapfel et al. proposed a histologically-based strain-energy function with more parameters to produce sigmoid-shaped A-P relations (see Figure 16a of Holzapfel et al., <xref ref-type="bibr" rid="B4">2000</xref>). King proposed a physical model based on force balance in a thin-walled cylindrical tube with elastomeric wall, which could also predict sigmoid-shaped A-P relations (see Figure 2 of King, <xref ref-type="bibr" rid="B5">1946</xref>). Langewouters et al. reported that a simple arctangent fits human aortic A-P data particularly well, as shown in <xref ref-type="fig" rid="F1">Figure 1B</xref> (Langewouters et al., <xref ref-type="bibr" rid="B7">1984</xref>). Substituting this empirical function into the Bramwell-Hill equation yields the P-PWV formula:
<disp-formula id="E1"><label>(A)</label><mml:math id="M2"><mml:mtable columnalign="left"><mml:mtr><mml:mtd><mml:mi>P</mml:mi><mml:mi>W</mml:mi><mml:mi>V</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn><mml:mo>.</mml:mo><mml:mn>357</mml:mn><mml:msqrt><mml:mrow><mml:mi>&#x003C0;</mml:mi><mml:msub><mml:mrow><mml:mi>P</mml:mi></mml:mrow><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="true">(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x0002B;</mml:mo><mml:msup><mml:mrow><mml:mrow><mml:mo stretchy="true">(</mml:mo><mml:mrow><mml:mfrac><mml:mrow><mml:mi>P</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mrow><mml:mi>P</mml:mi></mml:mrow><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi>P</mml:mi></mml:mrow><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mrow><mml:mo stretchy="true">)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow><mml:mo stretchy="true">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="true">(</mml:mo><mml:mrow><mml:mfrac><mml:mrow><mml:mn>1</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:mfrac><mml:mo>&#x0002B;</mml:mo><mml:mfrac><mml:mrow><mml:mn>1</mml:mn></mml:mrow><mml:mrow><mml:mi>&#x003C0;</mml:mi></mml:mrow></mml:mfrac><mml:mo class="qopname">atan</mml:mo><mml:mrow><mml:mo stretchy="true">(</mml:mo><mml:mrow><mml:mfrac><mml:mrow><mml:mi>P</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mrow><mml:mi>P</mml:mi></mml:mrow><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi>P</mml:mi></mml:mrow><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mrow><mml:mo stretchy="true">)</mml:mo></mml:mrow></mml:mrow><mml:mo stretchy="true">)</mml:mo></mml:mrow></mml:mrow></mml:msqrt><mml:mo>,</mml:mo><mml:mrow><mml:mo stretchy="true">(</mml:mo><mml:mrow><mml:mtext>A</mml:mtext></mml:mrow><mml:mo stretchy="true">)</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
where PWV is in m/s and <italic>P</italic><sub>0</sub> and <italic>P</italic><sub>1</sub> are unknown parameters in mmHg. While the quadratic formula predicts concave-up curves, as shown in <xref ref-type="fig" rid="F1">Figure 1C</xref>, Equation (A) here predicts concave-down curves whose shape changes with aging and approaches a line at higher P and in the elderly, as shown in <xref ref-type="fig" rid="F1">Figure 1D</xref>. This two-parameter formula yields predictions similar to the corresponding formula of King (see Figure 3 of King, <xref ref-type="bibr" rid="B6">1947</xref>) while affording a more convenient form.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p><bold>(A,B)</bold> Least squares fits of Equation (10) in the article of Ma et al. and two-parameter arctangent (solid-color) to human aortic cross-sectional area (A)-blood pressure (P) data (dash-black) for different age groups (Hallock and Benson, <xref ref-type="bibr" rid="B3">1937</xref>). <bold>(C,D)</bold> Corresponding P-pulse wave velocity relations resulting from substituting the above model A-P relations into the Bramwell-Hill equation (<inline-formula><mml:math id="M3"><mml:mi>P</mml:mi><mml:mi>W</mml:mi><mml:mi>V</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi>A</mml:mi><mml:mo>/</mml:mo><mml:mi>&#x003C1;</mml:mi></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi>d</mml:mi><mml:mi>P</mml:mi><mml:mo>/</mml:mo><mml:mi>d</mml:mi><mml:mi>A</mml:mi></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msqrt></mml:math></inline-formula>, where &#x003C1; is blood density).</p></caption>
<graphic xlink:href="fphys-10-01179-g0001.tif"/>
</fig>
<p>In the practical case, a line relation may suffice, as the P range may be limited and confounding factors such as smooth muscle contraction and pre-ejection period may have a linearizing effect. Alternatively, these non-trivial factors, which are ignored by all of the formulas, could alter the non-linear form of the relation. It may therefore make most sense to identify both the form and parameters based on measured P-PWV pairs.</p>
<p>In sum, evidence suggests that, in the ideal case, the P-PWV relation for at least the relevant large arteries is given by the two-parameter formula of Equation (A) rather than a quadratic.</p>
<sec id="s1">
<title>Author Contributions</title>
<p>MY, AC, and RM prepared the paper. J-OH edited the paper.</p>
<sec>
<title>Conflict of Interest Statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec></sec>
</body>
<back>
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<fn-group>
<fn fn-type="financial-disclosure"><p><bold>Funding.</bold> The preparation of this commentary was supported by a grant from the US National Institutes of Health (Grant EB018818).</p></fn>
</fn-group>
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</article>