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<article article-type="rapid-communication" dtd-version="1.0" xml:lang="en" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">ADMET</journal-id>
<journal-title-group>
<journal-title>ADMET &#x0026; DMPK</journal-title>
<abbrev-journal-title>ADMET &#x0026; DMPK</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1848-7718</issn>
<publisher>
<publisher-name>International Association of Physical Chemists</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5599/admet.1568</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Short Communication</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Thickness of the aqueous boundary layer in stirred microtitre plate permeability assays (PAMPA and Caco-2), based on the Levich equation<xref ref-type="fn" rid="fn1"><sup>&#x01C2;</sup></xref></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Avdeef</surname><given-names>Alex</given-names></name>
<uri content-type="orcid">http://orcid.org/0000-0002-3139-5442</uri>
</contrib>
</contrib-group>
<aff>in-ADME Research, <addr-line>1732 First Avenue #102, New York, NY 10128 USA</addr-line>. E-mail: <email>alex@in-ADME.com</email>; Tel.: <phone>+1-646-678-5713</phone></aff>
<pub-date pub-type="epub">
<day>06</day>
<month>12</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<issue>4</issue>
<fpage>249</fpage>
<lpage>252</lpage>
<history>
<date date-type="received">
<day>24</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="rev-recd">
<day>27</day>
<month>10</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 by the authors.</copyright-statement>
<copyright-year>2022</copyright-year>
<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<license-p>This article is an open-access article distributed under the terms and conditions of the Creative Commons Attribution license (<ext-link ext-link-type="uri" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://creativecommons.org/licenses/by/4.0/">http://creativecommons.org/licenses/by/4.0/</ext-link>).</license-p>
</license>
</permissions>
<counts>
<fig-count count="1"/>
<table-count count="2"/>
<equation-count count="5"/>
<ref-count count="12"/>
<page-count count="4"/>
</counts>
</article-meta>
</front>
<body>
<p>In permeability assays using microtitre plates, either based on cellular models (<italic>e.g</italic>., Caco-2, MDCK) or PAMPA (parallel artificial membrane permeability assay) [<xref ref-type="bibr" rid="ref1 ref2 ref3">1-3</xref>], the thickness of the aqueous boundary layer (ABL) has been approximated by:</p>
<disp-formula id="eq001">
<label>(1)</label>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="ADMET-10-1568-e001.tif" mime-subtype="tif"/>
</disp-formula>
<p>where <italic>D</italic><sub>aq</sub> is the diffusivity, <italic>f</italic> is the stirring frequency (RPM), and <italic>K</italic> and &#x03B1; are fitted constants [<xref ref-type="bibr" rid="ref4 ref5 ref6 ref7 ref8 ref9">4-9</xref>].</p>
<p>Based on testosterone Caco-2 measurements, Karlsson and Artursson [<xref ref-type="bibr" rid="ref5">5</xref>] reported &#x03B1; = 1 and implied <italic>K</italic> = 0.57 x 10<sup>-6</sup> cm/s. Adson <italic>et al.</italic> [<xref ref-type="bibr" rid="ref6">6</xref>] reported <italic>K</italic> = 4.1 x 10<sup>-6</sup> cm/s and &#x03B1; = 0.8, also for testosterone. Orbital shakers were used to agitate the microtitre plates during the assay, as is the common practice in cellular assays. Both groups noted that the <italic>K</italic> parameter is a function of aqueous diffusivity, kinematic viscosity, and geometrical factors. Adson <italic>et al.</italic> [<xref ref-type="bibr" rid="ref6">6</xref>] pondered on the &#x03B1; factor being greater than the theoretically expected value of 0.5 and reasoned that the asymmetric hydrodynamic conditions of the Transwell plates may have led to the elevated values.</p>
<p>In a PAMPA study of 53 ionizable molecules, Avdeef <italic>et al.</italic> [<xref ref-type="bibr" rid="ref9">9</xref>] determined the ABL permeability, <italic>P</italic><sub>ABL</sub>, using the p<italic>K</italic><sub>a</sub><sup>flux</sup> method at four different stirring speeds (49, 118, 186, 622 RPM). Efficient individual-well magnetic stirring (using the Gut-Box device) was used in their study. Since <italic>P</italic><sub>ABL</sub> = <italic>D</italic><sub>aq</sub> / <italic>h</italic><sub>ABL</sub>, the constants <italic>K</italic> and &#x03B1; can be determined for each molecule by linear regression based on log <italic>P</italic><sub>ABL</sub> = log <italic>K</italic> + &#x03B1; log <italic>f</italic>. The p<italic>K</italic><sub>a</sub><sup>flux</sup> method uniquely made such an analysis possible. The least-squares refined parameters (based on several molecules) were reported as <italic>K</italic> = 23.1 x 10<sup>-6</sup> cm/s and &#x03B1; = 0.709. The implicit assumption in the analysis was that for a given rate of stirring, there is a unique ABL thickness for all molecules.</p>
<p>In the above three studies, different values of &#x03B1; were reported, all greater than the theoretical value of 0.5 expected from the solution to the convective diffusion model partial differential equation, based on the rotating disk geometry, according to Levich [<xref ref-type="bibr" rid="ref10">10</xref>]. In the theoretical model, the thickness of the ABL may be calculated from:</p>
<disp-formula id="eq002">
<label>(2)</label>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="ADMET-10-1568-e002.tif" mime-subtype="tif"/>
</disp-formula>
<p>where <italic>&#x03BD;</italic> is the kinematic viscosity (cm<sup>2</sup>/s). If the Levich equation were applicable to microtitre plate permeability assay geometries, then <xref ref-type="disp-formula" rid="eq002">Eq. (2)</xref> suggests that <italic>K</italic> = 0.201 <italic>&#x03BD;</italic><sup>- 1/6</sup> <italic>D</italic><sub>aq</sub><sup>2/3</sup>, provided &#x03B1; were 0.5 in <xref ref-type="disp-formula" rid="eq001">Eq. (1)</xref>. Hence, each molecule in the permeability assay would be expected to have its own <italic>h</italic><sub>ABL</sub> value, depending on its diffusivity. According to Pohl <italic>et al</italic>. [<xref ref-type="bibr" rid="ref11">11</xref>], such "theoretical predictions ...[are]... widely ignored." Moreover, using ion-selective microelectrodes, Pohl and coworkers unequivocally showed that <italic>h</italic><sub>ABL</sub> varied with ionic substances at a given level of stirring.</p>
<p>In this Communication, it is hypothesized that the theoretical &#x03B1; = 0.5 was obscured in prior Caco-2 and PAMPA microtitre plate permeability studies [<xref ref-type="bibr" rid="ref5 ref6 ref7 ref8 ref9">5-9</xref>], either because (i) <italic>K</italic> was evaluated without explicit consideration of the <italic>D</italic><sub>aq</sub> term from the Levich equation, and/or (ii) the data were not of sufficient sensitivity to reveal the theoretical values. We proceeded to test the hypothesis with PAMPA data by re-arranging the Levich equation into a parametric form. Combining <italic>P</italic><sub>ABL</sub> = <italic>D</italic><sub>aq</sub><italic></italic> / <italic>h</italic><sub>ABL</sub> with <xref ref-type="disp-formula" rid="eq002">Eq. (2)</xref> and converting into the logarithmic form:</p>
<disp-formula id="eq003">
<label>(3)</label>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="ADMET-10-1568-e003.tif" mime-subtype="tif"/>
</disp-formula>
<p>with the theoretical constants a = log (0.201 w<sup>-1/6</sup>) = -0.356 (25 &#x00B0;C) and b = 0.5. We applied <xref ref-type="disp-formula" rid="eq003">Eq. (3)</xref> to the (<italic>P</italic><sub>ABL</sub>, <italic>f</italic>) data of Avdeef <italic>et al.</italic> [<xref ref-type="bibr" rid="ref9">9</xref>], augmented with additional measurements at 21 and 313 RPM (<xref ref-type="table" rid="table001">Table 1</xref>), and found a = -0.731 and b = 0.505 (r<sup>2</sup> = 0.93, SD = 0.09, F = 50, n = 6). The plot of the data used in the re-analysis is shown in <xref ref-type="fig" rid="fig001">Figure 1</xref>. The slope factor, 0.505, is so close to the theoretical value that we propose to simply use the theoretical value henceforth. Substituting the new parameters into <xref ref-type="disp-formula" rid="eq003">Eq. (3)</xref> and converting the resulting equation to the form of <xref ref-type="disp-formula" rid="eq002">Eq. (2)</xref> results in:</p>
<disp-formula id="eq004">
<label>(4)</label>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="ADMET-10-1568-e004.tif" mime-subtype="tif"/>
</disp-formula>
<p>From <xref ref-type="disp-formula" rid="eq002">Eqs. (2)</xref> and <xref ref-type="disp-formula" rid="eq004">(4)</xref>, <italic>h</italic><sub>ABL</sub><sup>PAMPA</sup>/<italic>h</italic><sub>ABL</sub><sup>Levich</sup> = 2.4. The geometry of the rotating disk apparatus allows the convective flow to reach closer to the rotating surface (thus diminishing the thickness of the pure diffusion layer) compared to the geometry of magnetically stirred PAMPA wells. The stirring of Caco-2 plates by orbital shakers produces even a greater ratio, <italic>h</italic><sub>ABL</sub><sup>Caco-2</sup>/<italic>h</italic><sub>ABL</sub><sup>Levich</sup>, indicating less "efficient" stirring [<xref ref-type="bibr" rid="ref9">9</xref>]. <xref ref-type="table" rid="table002">Table 2</xref> shows sample calculations using <xref ref-type="disp-formula" rid="eq002">Eqs. (2)</xref> and <xref ref-type="disp-formula" rid="eq004">(4)</xref> for three drugs, widely ranging in size.</p>
<p>Pohl <italic>et al.</italic> [<xref ref-type="bibr" rid="ref11">11</xref>] suggested that if a single reference compound is used to calibrate the geometrical factor, then calculations of subsequent <italic>h</italic><sub>ABL</sub> should be according to the diffusivity dependence in the Levich equation:</p>
<disp-formula id="eq005">
<label>(5)</label>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="ADMET-10-1568-e005.tif" mime-subtype="tif"/>
</disp-formula>
<p><xref ref-type="disp-formula" rid="eq005">Eq. (5)</xref> was experimentally verified with several combinations of ions and buffers by Pohl <italic>et al.</italic> [<xref ref-type="bibr" rid="ref11">11</xref>], using <italic>pH</italic> and other ion-selective microelectrodes to directly measure the change in concentrations in the aqueous boundary layer adjacent to black lipid membranes.</p>
<p>In conclusion, the stirring frequency exponent of -1/2 in the theoretical Levich expression appears to apply to PAMPA assays, where efficient individual-well magnetic stirring (> 20 RPM) is used. The same may be true for Caco-2 assays, although additional measurements at varied stirring speeds would make this a more confident assertion. If a single molecule is used as a stirring calibrant, then it seems reasonable to use the scaling suggested by <xref ref-type="disp-formula" rid="eq005">Eq. (5)</xref> with microtitre plate data. As <xref ref-type="table" rid="table002">Table 2</xref> suggests, the error in calculating <italic>h</italic><sub>ABL</sub> based on unscaled <italic>h</italic><sub>ABL</sub><sup>ref<italic></italic></sup> can be as high as 30 &#x0025;. Hence, it is prudent to incorporate <xref ref-type="disp-formula" rid="eq005">Eq. (5)</xref> in the calibration procedure. This is especially important to bear in mind for nonionizable molecules since the p<italic>K</italic><sub>a</sub><sup>flux</sup> method cannot be directly applied to them. This is of practical importance in PAMPA and perhaps cellular assays as well.</p>
</body>
<back>
<fn-group>
<fn id="fn1"><p><sup>&#x01C2;</sup> This contribution is dedicated to the memory of Dr. Konstantin Tsinman. The work here is based on discussions with Konstantin before his tragic passing in 2020 from Covid-19. During the discussions, he kindly shared the data reported here at 21 and 313 RPM.</p></fn>
</fn-group>
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</back>
<floats-group>
<fig id="fig001" position="float">
<label>Figure 1.</label>
<caption><p>The averaged log <italic>P</italic><sub>ABL</sub> - 2/3log<italic>D</italic><sub>aq</sub> vs. log <italic>f</italic> (RPM) plot of ionizable molecules, with PAMPA measurements done at six different stirring speeds. The data are from Avdeef et al.[<xref ref-type="bibr" rid="ref9">9</xref>], augmented with previously unpublished measurements at 21 and 313 RPM. The values in parentheses refer to the RPM values.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="ADMET-10-1568-g001.tif" mime-subtype="tif"/>
</fig>
<table-wrap id="table001" position="float" orientation="portrait">
<label>Table 1.</label>
<caption><p>Aqueous boundary layer permeability data</p></caption>
<table rules="all" frame="box">
<thead>
<tr>
<th align="center" valign="bottom"><italic>f</italic> (RPM)</th>
<th align="center" valign="bottom">log <italic>P</italic><sub>ABL</sub> - &#x2154; log <italic>D</italic><sub>aq</sub> <sup><xref ref-type="table-fn" rid="table1-tfn1">a</xref></sup></th>
<th align="center" valign="bottom"><italic>SD</italic></th>
<th align="center" valign="bottom"><italic>n</italic> <sup><xref ref-type="table-fn" rid="table1-tfn2">b</xref></sup></th>
</tr>
</thead>
<tbody>
<tr>
<td align="center" valign="top">21</td>
<td align="center" valign="top">0.037 <sup><xref ref-type="table-fn" rid="table1-tfn3">c</xref></sup></td>
<td align="center" valign="top">0.119</td>
<td align="center" valign="top">15</td>
</tr>
<tr>
<td align="center" valign="top">49</td>
<td align="center" valign="top">0.004 <sup><xref ref-type="table-fn" rid="table1-tfn4">d</xref></sup></td>
<td align="center" valign="top">0.154</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="center" valign="top">118</td>
<td align="center" valign="top">0.294 <sup><xref ref-type="table-fn" rid="table1-tfn4">d</xref></sup></td>
<td align="center" valign="top">0.104</td>
<td align="center" valign="top">6</td>
</tr>
<tr>
<td align="center" valign="top">186</td>
<td align="center" valign="top">0.435 <sup><xref ref-type="table-fn" rid="table1-tfn4">d</xref></sup></td>
<td align="center" valign="top">0.340</td>
<td align="center" valign="top">51</td>
</tr>
<tr>
<td align="center" valign="top">313</td>
<td align="center" valign="top">0.495 <sup><xref ref-type="table-fn" rid="table1-tfn3">c</xref></sup></td>
<td align="center" valign="top">0.268</td>
<td align="center" valign="top">49</td>
</tr>
<tr>
<td align="center" valign="top">622</td>
<td align="center" valign="top">0.737 <sup><xref ref-type="table-fn" rid="table1-tfn4">d</xref></sup></td>
<td align="center" valign="top">0.222</td>
<td align="center" valign="top">22</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table1-tfn1"><p><sup>a</sup> <italic>P</italic><sub>ABL</sub> is aqueous boundary layer permeability determined by the p<italic>K</italic><sub>a</sub><sup>flux</sup> method [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref9">9</xref>].</p></fn>
<fn id="table1-tfn2"><p><sup>b</sup> Number of measurements averaged.</p></fn>
<fn id="table1-tfn3"><p><sup>c</sup> This work.</p></fn>
<fn id="table1-tfn4"><p><sup>d</sup> Values averaged from ref [<xref ref-type="bibr" rid="ref9">9</xref>].</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="table002" position="float" orientation="portrait">
<label>Table 2.</label>
<caption><p>Aqueous boundary layer (ABL) thickness at 300 RPM</p></caption>
<table rules="all" frame="box">
<thead>
<tr>
<th align="left" valign="bottom">COMPOUND</th>
<th align="center" valign="bottom"><italic>t</italic> (&#x2103;)</th>
<th align="center" valign="bottom"><italic>&#x03BD;</italic> (cm<sup>2</sup>/s) <sup><xref ref-type="table-fn" rid="table2-tfn1">a</xref></sup></th>
<th align="center" valign="bottom"><italic>D</italic><sub>aq</sub> (cm<sup>2</sup>/s) <sup><xref ref-type="table-fn" rid="table2-tfn2">b</xref></sup></th>
<th align="center" valign="bottom"><italic>h</italic><sub>ABL</sub><sup>Levich</sup> (&#x03BC;m) <sup><xref ref-type="table-fn" rid="table2-tfn3">c</xref></sup></th>
<th align="center" valign="bottom"><italic>h</italic><sub>ABL</sub><sup>PAMPA</sup> (&#x03BC;m) <sup><xref ref-type="table-fn" rid="table2-tfn4">d</xref></sup></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">vincristine</td>
<td align="center" valign="top">25</td>
<td align="center" valign="top">0.00893</td>
<td align="center" valign="top">3.49E-06</td>
<td align="center" valign="top">20</td>
<td align="center" valign="top">33</td>
</tr>
<tr>
<td align="left" valign="top"></td>
<td align="center" valign="top">37</td>
<td align="center" valign="top">0.00697</td>
<td align="center" valign="top">4.67E-06</td>
<td align="center" valign="top">21</td>
<td align="center" valign="top">35</td>
</tr>
<tr>
<td align="left" valign="top">testosterone</td>
<td align="center" valign="top">25</td>
<td align="center" valign="top">0.00893</td>
<td align="center" valign="top">5.58E-06</td>
<td align="center" valign="top">23</td>
<td align="center" valign="top">39</td>
</tr>
<tr>
<td align="left" valign="top"></td>
<td align="center" valign="top">37</td>
<td align="center" valign="top">0.00697</td>
<td align="center" valign="top">7.47E-06</td>
<td align="center" valign="top">25</td>
<td align="center" valign="top">41</td>
</tr>
<tr>
<td align="left" valign="top">benzoic acid</td>
<td align="center" valign="top">25</td>
<td align="center" valign="top">0.00893</td>
<td align="center" valign="top">8.21E-06</td>
<td align="center" valign="top">26</td>
<td align="center" valign="top">44</td>
</tr>
<tr>
<td align="left" valign="top"></td>
<td align="center" valign="top">37</td>
<td align="center" valign="top">0.00697</td>
<td align="center" valign="top">1.10E-05</td>
<td align="center" valign="top">28</td>
<td align="center" valign="top">47</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table2-tfn1"><p><sup>a</sup> Values of kinematic viscosity, V, were taken from Riddick and Bunger [<xref ref-type="bibr" rid="ref12">12</xref>].</p></fn>
<fn id="table2-tfn2"><p><sup>b</sup> Diffusivity, <italic>D</italic><sub>aq</sub>, calculated by the procedure described elsewhere [<xref ref-type="bibr" rid="ref8">8</xref>].</p></fn>
<fn id="table2-tfn3"><p><sup>c</sup> Values of the ABL thicknesses, <italic>h</italic><sub>ABL</sub><sup>Levich</sup>, were calculated by <xref ref-type="disp-formula" rid="eq002">Eq. (2)</xref>.</p></fn>
<fn id="table2-tfn4"><p><sup>d</sup> <italic>h</italic><sub>ABL</sub><sup>PAMPA</sup> calculated by <xref ref-type="disp-formula" rid="eq004">Eq. (4)</xref>.</p></fn>
</table-wrap-foot>
</table-wrap>
</floats-group>
</article>