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<article article-type="case-report" xml:lang="en" dtd-version="1.4"><front><journal-meta><journal-id journal-id-type="nlm-ta">J Negat Results Biomed</journal-id><journal-id journal-id-type="iso-abbrev">J Negat Results Biomed</journal-id><journal-id journal-id-type="pmc-domain-id">124</journal-id><journal-id journal-id-type="pmc-domain">jnrbm</journal-id><journal-title-group><journal-title>Journal of Negative Results in Biomedicine</journal-title></journal-title-group><issn pub-type="epub">1477-5751</issn><publisher><publisher-name>BMC</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="pmcid">PMC4852437</article-id><article-id pub-id-type="pmcid-ver">PMC4852437.1</article-id><article-id pub-id-type="pmcaid">4852437</article-id><article-id pub-id-type="pmcaiid">4852437</article-id><article-id pub-id-type="pmid">27133202</article-id><article-id pub-id-type="doi">10.1186/s12952-016-0052-1</article-id><article-id pub-id-type="publisher-id">52</article-id><article-version article-version-type="pmc-version">1</article-version><article-categories><subj-group subj-group-type="heading"><subject>Brief Report</subject></subj-group></article-categories><title-group><article-title>Intracerebroventricular injections of dronabinol, a cannabinoid receptor agonist, does not attenuate serotonin-induced apnea in Sprague-Dawley rats</article-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Calik</surname><given-names initials="MW">Michael W.</given-names></name><address><phone>(312) 413-0581</phone><email>mcalik@uic.edu</email></address><xref ref-type="aff" rid="Aff1"/><xref ref-type="aff" rid="Aff2"/></contrib><contrib contrib-type="author"><name name-style="western"><surname>Carley</surname><given-names initials="DW">David W.</given-names></name><address><email>dwcarley@uic.edu</email></address><xref ref-type="aff" rid="Aff1"/><xref ref-type="aff" rid="Aff2"/><xref ref-type="aff" rid="Aff3"/></contrib><aff id="Aff1"><label/>Center for Narcolepsy, Sleep and Health Research, University of Illinois at Chicago, 845 South Damen Avenue (M/C 802), Chicago, IL 60612 USA </aff><aff id="Aff2"><label/>Department of Biobehavioral Health Science, University of Illinois at Chicago, 845 South Damen Avenue (M/C 802), Chicago, IL 60612 USA </aff><aff id="Aff3"><label/>Department of Medicine, University of Illinois at Chicago, 1853 West Polk Street (M/C 784), Chicago, IL 60612 USA </aff></contrib-group><pub-date pub-type="epub"><day>2</day><month>5</month><year>2016</year></pub-date><pub-date pub-type="collection"><year>2016</year></pub-date><volume>15</volume><issue-id pub-id-type="pmc-issue-id">264508</issue-id><elocation-id>8</elocation-id><history><date date-type="received"><day>12</day><month>1</month><year>2016</year></date><date date-type="accepted"><day>2</day><month>4</month><year>2016</year></date></history><pub-history><event event-type="pmc-release"><date><day>02</day><month>05</month><year>2016</year></date></event><event event-type="pmc-live"><date><day>03</day><month>05</month><year>2016</year></date></event><event event-type="pmc-last-change"><date iso-8601-date="2016-05-04 00:19:05.513"><day>04</day><month>05</month><year>2016</year></date></event></pub-history><permissions><copyright-statement>© Calik and Carley. 2016</copyright-statement><license license-type="OpenAccess"><ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/" specific-use="textmining" content-type="ccbylicense">https://creativecommons.org/licenses/by/4.0/</ali:license_ref><license-p>
<bold>Open Access</bold>This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (<ext-link xmlns:xlink="http://www.w3.org/1999/xlink" ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">http://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (<ext-link xmlns:xlink="http://www.w3.org/1999/xlink" ext-link-type="uri" xlink:href="http://creativecommons.org/publicdomain/zero/1.0/">http://creativecommons.org/publicdomain/zero/1.0/</ext-link>) applies to the data made available in this article, unless otherwise stated.</license-p></license></permissions><self-uri xmlns:xlink="http://www.w3.org/1999/xlink" content-type="pmc-pdf" xlink:href="12952_2016_Article_52.pdf"><?pdf-name 12952_2016_Article_52.pdf?><?pdf-size 1026219?><?pdf-md5 3f022873b690e0751a196f63e6e3a44a?><?pdf-image-server-status NEVER_LOAD?><?pdf-cloudpmc-urn urn:app:9409/4852437/3f022873b690/12952_2016_Article_52.pdf?></self-uri><abstract id="Abs1"><sec><title>Background</title><p>Evidence suggests that vagal nerve activity may play a role in sleep apnea induction. In anesthetized rats, dronabinol, a cannabinoid (CB) receptor agonist, injected into the nodose ganglia attenuates reflex apnea and increases genioglossus activity, and reflex apnea attenuation is blocked by systemic pre-treatment with cannabinoid type 1 and/or type 2 receptor antagonists. However, it is unclear whether dronabinol has similar effects in the central nervous system; CB receptors are widely distributed in the brain, especially on neuronal circuitry important for respiration and upper airway activation. Here, we examine the effects of intracerebroventricular (ICV) injection of dronabinol on serotonin (5-HT)-induced apnea.</p></sec><sec><title>Methods</title><p>Adult male Sprague-Dawley rats were anesthetized and instrumented with bilateral electrodes to monitor genioglossi EMG and with a piezoelectric strain gauge to monitor respiratory pattern. Serotonin was intravenously infused into a femoral vein to induce reflex apnea. After baseline recordings, rats were placed in a stereotaxic apparatus. A unilateral osteotomy was made to allow access for injection to the right lateral ventricle, and the dura were carefully removed. Dronabinol (100, 10, 1, or 0.1 μg/3 μl DMSO) or control (3 μl DMSO) was injected into the right lateral ventricle and 5-HT infusion was repeated. Data (mean ± SEM) were analyzed using a mixed model analysis with a repeated/fixed measure.</p></sec><sec><title>Results</title><p>There was no main effect in 5-HT-induced apnea or breath duration, or in breath instability, between ICV dronabinol injected and ICV vehicle control injected groups. Moreover, there was no main effect in phasic or tonic genioglossus activity between ICV dronabinol injected and ICV vehicle control injected groups.</p></sec><sec><title>Conclusion</title><p>Our data show that ICV injection of dronabinol did not decrease 5-HT-induced apneas, and did not increase genioglossus activity. This in contrast to published results of dronabinol’s effect on apnea via the vagus nerve. Our results suggest that the effects of dronabinol on reflex apneas are peripherally mediated via suppression of vagal nerve activity.</p></sec></abstract><kwd-group xml:lang="en"><title>Keywords</title><kwd>Dronabinol</kwd><kwd>Cannabinoids</kwd><kwd>Obstructive sleep apnea</kwd><kwd>Reflex apnea</kwd><kwd>Serotonin</kwd><kwd>Intracerebroventricular injection</kwd></kwd-group><funding-group><award-group><funding-source><institution-wrap><institution-id institution-id-type="FundRef">http://dx.doi.org/10.13039/100000050</institution-id><institution>National Heart, Lung, and Blood Institute</institution></institution-wrap></funding-source><award-id>1UM1HL112856</award-id><principal-award-recipient><name name-style="western"><surname>Carley</surname><given-names>David W.</given-names></name></principal-award-recipient></award-group></funding-group><custom-meta-group><custom-meta><meta-name>pmc-status-qastatus</meta-name><meta-value>0</meta-value></custom-meta><custom-meta><meta-name>pmc-status-live</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-status-embargo</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-status-released</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-open-access</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-olf</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-manuscript</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-legally-suppressed</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-has-pdf</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-has-supplement</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-pdf-only</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-suppress-copyright</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-is-real-version</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-is-scanned-article</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-preprint</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-in-epmc</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-license-ref</meta-name><meta-value>CC BY</meta-value></custom-meta><custom-meta><meta-name>issue-copyright-statement</meta-name><meta-value>© The Author(s) 2016</meta-value></custom-meta></custom-meta-group></article-meta></front><body><sec id="Sec1" sec-type="introduction"><title>Background</title><p>Obstructive sleep apnea (OSA), characterized by a cessation of breathing produced by a narrowed or collapsed upper airway, represents a significant public health risk [<xref ref-type="bibr" rid="CR1">1</xref>, <xref ref-type="bibr" rid="CR2">2</xref>]. Current OSA prevalence estimates indicate that 14 % of American men and 5 % of American women suffer from OSA, and that those estimates are rising [<xref ref-type="bibr" rid="CR1">1</xref>]. More importantly, there are strong associations between OSA and other diseases, such as type 2 diabetes, hypertension, stroke, and coronary heart disease [<xref ref-type="bibr" rid="CR3">3</xref>–<xref ref-type="bibr" rid="CR5">5</xref>]. The “gold standard” of OSA treatment is to splint open the upper airway via continuous positive air pressure; however, treatment tolerance is low and patients do not adhere to treatment despite obvious health benefits [<xref ref-type="bibr" rid="CR2">2</xref>]. Safe and effective pharmacological treatments for OSA remain to be identified, and such efforts have been limited by incomplete knowledge of the central and peripheral neural mechanisms controlling respiration during sleep [<xref ref-type="bibr" rid="CR2">2</xref>, <xref ref-type="bibr" rid="CR6">6</xref>]. Recently, activating the inhibitory G<sub>i/o</sub>-associated cannabinoid (CB) receptors have been proposed as novel pharmacological intervention to treat OSA [<xref ref-type="bibr" rid="CR7">7</xref>, <xref ref-type="bibr" rid="CR8">8</xref>].</p><p>The endocannabinoid system, associated with cannabinoid type 1 (CB<sub>1</sub>) and cannabinoid type 2 (CB<sub>2</sub>) receptors located on peripheral nerves and central neurons, can be targeted therapeutically to modify disease states [<xref ref-type="bibr" rid="CR9">9</xref>, <xref ref-type="bibr" rid="CR10">10</xref>]. Dronabinol, a synthetic version of Δ9-THC, is a FDA-approved CB<sub>1</sub> and CB<sub>2</sub> receptor agonist used to suppress chemotherapy-induced nausea and stimulate appetite in AIDS patients [<xref ref-type="bibr" rid="CR11">11</xref>]. Dronabinol, when administered to patients with OSA [<xref ref-type="bibr" rid="CR12">12</xref>], or to rats chronically-instrumented to measure respiration during sleep [<xref ref-type="bibr" rid="CR13">13</xref>], decreased apneas. The mechanism of dronabinol’s effect in decreasing apnea propensity appeared to be, in part, due to the activation of both CB<sub>1</sub> and CB<sub>2</sub> receptors located on nodose ganglia of the vagus nerves [<xref ref-type="bibr" rid="CR14">14</xref>, <xref ref-type="bibr" rid="CR15">15</xref>], which transmit vital information from the lungs to the brainstem, contributing to reflex responses regulating: tidal volume, respiratory frequency, augmented breaths and bronchoconstriction [<xref ref-type="bibr" rid="CR16">16</xref>, <xref ref-type="bibr" rid="CR17">17</xref>]. In a well-established model of vagally-mediated reflex apnea [<xref ref-type="bibr" rid="CR18">18</xref>], dronabinol injected into nodose ganglia attenuated apneas [<xref ref-type="bibr" rid="CR15">15</xref>]. Antagonism of CB<sub>1</sub>, CB<sub>2</sub>, or both reversed dronabinol’s attenuation of apneas [<xref ref-type="bibr" rid="CR14">14</xref>]. More importantly, dronabinol also increased phasic upper airway activity via activation of CB receptors at the nodose ganglia [<xref ref-type="bibr" rid="CR14">14</xref>, <xref ref-type="bibr" rid="CR15">15</xref>]. Though recent evidence confirms the role the vagus nerve plays in apnea propensity [<xref ref-type="bibr" rid="CR14">14</xref>, <xref ref-type="bibr" rid="CR15">15</xref>, <xref ref-type="bibr" rid="CR19">19</xref>–<xref ref-type="bibr" rid="CR21">21</xref>], less is known about the role that central CB receptors have in apnea induction or suppression. Dronabinol is highly lipophilic and readily crosses the blood-brain barrier into the central nervous system [<xref ref-type="bibr" rid="CR22">22</xref>], where CB receptors are widely distributed [<xref ref-type="bibr" rid="CR23">23</xref>, <xref ref-type="bibr" rid="CR24">24</xref>] [<xref ref-type="bibr" rid="CR10">10</xref>], including brain areas vital to respiratory control [<xref ref-type="bibr" rid="CR23">23</xref>, <xref ref-type="bibr" rid="CR25">25</xref>–<xref ref-type="bibr" rid="CR28">28</xref>]. Complicating the issue further is that activating central CB receptors can inhibit evoked release of excitatory or inhibitory neurotransmitters [<xref ref-type="bibr" rid="CR29">29</xref>], thereby inhibiting or disinhibiting neuronal activity [<xref ref-type="bibr" rid="CR9">9</xref>, <xref ref-type="bibr" rid="CR30">30</xref>]. It is unknown if central versus peripheral administration of a CB agonist would have similar or dissimilar effects on respiration. Therefore, it is important to understand dronabinol’s global effects on the central nervous system without activating CB receptors in the peripheral nervous system.</p><p>Here, we hypothesized that global central administration via intracerebroventricular (ICV) injection of dronabinol would attenuate reflex apneas and increase upper airway activity.</p></sec><sec id="Sec2"><title>Methods</title><sec id="Sec3"><title>Animals</title><p>Thirty adult male Sprague-Dawley rats (275–300 g) were purchased from Harlan Laboratories (Indianapolis, IN, USA), housed in duplicate, maintained on a 12:12 light:dark cycle at 22 ± 0.5 °C, and allowed <italic toggle="yes">ad libitum</italic> access to food and water. All animal procedures and protocols were approved by the Institutional Animal Care and Use Committee of the University of Illinois at Chicago (Protocol no.: 11–217/14–159).</p></sec><sec id="Sec4"><title>Acute ICV injection experiment paradigm</title><p>Rats (<italic toggle="yes">N</italic> = 30) were anesthetized (IP ketamine:xylazine 100:10 mg/kg; IP redosing 100:5 mg/kg; surgical plane of anesthesia was monitored by toe pinch) and instrumented with bilateral electrodes to monitor genioglossus EMG (EMGgg; 1 mm lateral to the midline) and with a piezoelectric strain gauge to monitor respiratory pattern. The femoral vein was cannulated for 5-HT (12.5 μg/kg; MP Biomedicals, Solon, OH, USA) in PBS (pH 7.4; 0.35 ml/kg) infusions via an infusion pump (63 ml/h; KD Scientific, Holliston, MA, USA) to induce reflex apneas (repeated a minimum of two times). After baseline recordings (<italic toggle="yes">N</italic> = 30), the head of the rat was mounted in a stereotaxic frame, and dorsal craniotomy was performed to allow for right ICV injections of dronabinol (10 mg capsules, <italic toggle="yes">Marinol</italic>, Abbvie Inc., North Chicago, IL, USA) at various concentrations (100, 10, 1, or 0.1 μg/3 μl DMSO; <italic toggle="yes">N</italic> = 6 for each concentration) or vehicle control (3 μl DMSO; <italic toggle="yes">N</italic> = 6) using a 28 gauge needle. Dronabinol ICV doses were chosen based on other physiological effects of various Δ9-THC ICV doses [<xref ref-type="bibr" rid="CR31">31</xref>–<xref ref-type="bibr" rid="CR34">34</xref>]. After ICV injections over a minimum 3 min period, 5-HT infusions were performed again to induce reflex apneas (repeated a minimum of two times).</p></sec><sec id="Sec5"><title>Data recording and processing</title><p>Data recording and processing have been described before [<xref ref-type="bibr" rid="CR14">14</xref>, <xref ref-type="bibr" rid="CR15">15</xref>]. Briefly, during EMGgg and respiratory data acquisition, signals were amplified and band-passed filtered (10–240 Hz and 1–10 Hz, respectively; CyberAmp 380, Axon Instruments, Sunnyvale, CA, USA), digitized at 500 Hz (Data Acquisition Subsystems, DataWave Technologies, Loveland, CO, USA), and recorded and saved using SciWorks Experimenter software (DataWave Technologies, Loveland, CO, USA). After recording, EMGgg data were rectified and smoothed (time constant of 100 ms) using Spike2 software (Cambridge Electronic Design, Cambridge, England). Tonic EMGgg was defined as the nadir of smoothed expiratory genioglossus activity. Phasic EMGgg was defined as the peak of smoothed inspiratory genioglossus activity minus tonic EMGgg. EMGgg signals after ICV injections were normalized by dividing by EMGgg signals recorded before ICV injections, and are reported as arbitrary units (a.u.). Breath durations, and phasic and tonic EMGgg amplitudes were averaged from 5 previous breaths before IV 5-HT infusion; this was repeated a minimum of two times and averaged. Apnea durations were defined as the average of the longest breath durations lasting at least 2.5 seconds [<xref ref-type="bibr" rid="CR13">13</xref>] within 30 seconds following IV 5-HT infusion. For measurement of respiratory instability [<xref ref-type="bibr" rid="CR35">35</xref>], coefficient of variation was calculated for 30 breath durations before and after injection of 5-HT.</p></sec><sec id="Sec6"><title>Statistical analysis</title><p>Data (mean ± SEM) were analyzed using IBM SPSS Statistics 22 (New York, NY, USA) mixed model analysis with a repeated/fixed measure (ICV treatment) or two-way repeated/fixed measure (time × ICV treatment) followed by post hoc multiple comparison tests with Sidak’s correction if there was a significant main effect. Repeated covariance structure was chosen according to the best-fit Schwarz’s Bayesian information criterion. Statistical significance was set at <italic toggle="yes">p</italic> &lt; 0.05.</p></sec></sec><sec id="Sec7"><title>Results</title><p>Reflex apneas induced via IV infusion of 5-HT were conducted in rats before and after ICV injections of various concentrations of dronabinol (Fig. <xref rid="Fig1" ref-type="fig">1</xref>). Also, breath duration, coefficient of breath durations, and phasic and tonic genioglossus activity were quantified before and after ICV injections of various concentrations of dronabinol (Figs. <xref rid="Fig2" ref-type="fig">2, </xref><xref rid="Fig3" ref-type="fig">3</xref>, and <xref rid="Fig4" ref-type="fig">4</xref>, respectively).<fig id="Fig1" position="float" orientation="portrait"><label>Fig. 1</label><caption><p>Apnea duration quantified from acute 5-HT-induced apnea experiments before (baseline; <italic toggle="yes">N</italic> = 30) and after ICV injections of various concentrations of dronabinol (100, 10, 1 or 0.1 μg; <italic toggle="yes">N</italic> = 6 for each dose) or vehicle (DMSO; <italic toggle="yes">N</italic> = 6). ICV injections of dronabinol at any concentration did not significantly (<italic toggle="yes">p</italic> = 0.19) attenuate reflex apneas. Data (mean ± SEM) were analyzed using mixed model analysis with a repeated/fixed measure (ICV treatment)</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" id="MO1" position="float" orientation="portrait" xlink:href="12952_2016_52_Fig1_HTML.jpg"><?image-name 12952_2016_52_Fig1_HTML.jpg?><?image-size 24191?><?image-md5 6b02a574a57b2994d94eb01daaf9943a?><?image-image-server-status NEVER_LOAD?><?image-original-height 253?><?image-original-width 358?><?image-scaled-height 253?><?image-scaled-width 358?><?image-cloudpmc-urn urn:cdn:blobs/9409/4852437/6b02a574a57b/12952_2016_52_Fig1_HTML.jpg?><?thumb-name 12952_2016_52_Fig1_HTML.gif?><?thumb-size 33643?><?thumb-md5 59ab6185b422b17d188b8e1b8d1d255c?><?thumb-image-server-status NEVER_LOAD?><?thumb-scaled-height 253?><?thumb-scaled-width 358?><?thumb-cloudpmc-urn urn:cdn:blobs/9409/4852437/59ab6185b422/12952_2016_52_Fig1_HTML.gif?></graphic></fig><fig id="Fig2" position="float" orientation="portrait"><label>Fig. 2</label><caption><p>Breath duration quantified prior to 5-HT infusion before (baseline; <italic toggle="yes">N</italic> = 30) and after ICV injections of various concentrations of dronabinol (100, 10, 1 or 0.1 μg; <italic toggle="yes">N</italic> = 6 for each dose) or vehicle (DMSO; <italic toggle="yes">N</italic> = 6). There were no significantly (<italic toggle="yes">p</italic> = 0.12) differences in breath duration in the treatment groups. Data (mean ± SEM) were analyzed using mixed model analysis with a repeated/fixed measure (ICV treatment)</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" id="MO2" position="float" orientation="portrait" xlink:href="12952_2016_52_Fig2_HTML.jpg"><?image-name 12952_2016_52_Fig2_HTML.jpg?><?image-size 22441?><?image-md5 e584505cf7885a12adae141be4ab4f49?><?image-image-server-status NEVER_LOAD?><?image-original-height 252?><?image-original-width 358?><?image-scaled-height 252?><?image-scaled-width 358?><?image-cloudpmc-urn urn:cdn:blobs/9409/4852437/e584505cf788/12952_2016_52_Fig2_HTML.jpg?><?thumb-name 12952_2016_52_Fig2_HTML.gif?><?thumb-size 31740?><?thumb-md5 09afe00a37be5395d885094029d1fee0?><?thumb-image-server-status NEVER_LOAD?><?thumb-scaled-height 252?><?thumb-scaled-width 358?><?thumb-cloudpmc-urn urn:cdn:blobs/9409/4852437/09afe00a37be/12952_2016_52_Fig2_HTML.gif?></graphic></fig><fig id="Fig3" position="float" orientation="portrait"><label>Fig. 3</label><caption><p>Coefficient of 30 breath durations (%) quantified prior (pre) to and after (post) 5-HT infusion before (baseline) and after ICV injections of various concentrations of dronabinol (100, 10, 1 or 0.1 μg; <italic toggle="yes">N</italic> = 6 for each dose) or vehicle (DMSO; <italic toggle="yes">N</italic> = 6). There were no significant differences in ICV treatment (<italic toggle="yes">P</italic> = 0.45) or interaction between time and ICV treatment (<italic toggle="yes">p</italic> = 0.46). However, there was a main effect of time (<italic toggle="yes">p</italic> &lt; 0.01), with post hoc analysis showing a significant increase in respiratory instability after 5-HT infusion (<italic toggle="yes">p</italic> &lt; 0.01). Data (mean ± SEM) were analyzed using mixed model analysis with a two-way repeated/fixed measure (time × ICV treatment)</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" id="MO3" position="float" orientation="portrait" xlink:href="12952_2016_52_Fig3_HTML.jpg"><?image-name 12952_2016_52_Fig3_HTML.jpg?><?image-size 27611?><?image-md5 2e6a59daf844d324b9a1ceec750eb8e1?><?image-image-server-status NEVER_LOAD?><?image-original-height 280?><?image-original-width 358?><?image-scaled-height 280?><?image-scaled-width 358?><?image-cloudpmc-urn urn:cdn:blobs/9409/4852437/2e6a59daf844/12952_2016_52_Fig3_HTML.jpg?><?thumb-name 12952_2016_52_Fig3_HTML.gif?><?thumb-size 32775?><?thumb-md5 7c4cac1a868aa4c5d21b820635440324?><?thumb-image-server-status NEVER_LOAD?><?thumb-scaled-height 280?><?thumb-scaled-width 358?><?thumb-cloudpmc-urn urn:cdn:blobs/9409/4852437/7c4cac1a868a/12952_2016_52_Fig3_HTML.gif?></graphic></fig></p><p>At baseline (before ICV injections), IV 5-HT infusion produced reflex apneas lasting 7.29 ± 0.75 seconds (<italic toggle="yes">N</italic> = 30). ICV injections of 100 μg (11.80 ± 2.66 seconds, <italic toggle="yes">N</italic> = 6), 10 μg (7.73 ± 0.85 seconds, <italic toggle="yes">N</italic> = 6), 1 μg (7.48 ± 0.87 seconds, <italic toggle="yes">N</italic> = 6), or 0.1 μg (9.67 ± 1.46 seconds, <italic toggle="yes">N</italic> = 6) of dronabinol, or injection of vehicle (DMSO; 7.79 ± 0.93 seconds, <italic toggle="yes">N</italic> = 6) did not significantly (<italic toggle="yes">F</italic><sub>5, 35.6</sub> = 1.90, <italic toggle="yes">p</italic> = 0.12 for main effect of “treatment”) alter apnea durations compared to baseline (Fig. <xref rid="Fig1" ref-type="fig">1</xref>).</p><p>Breath durations were averaged from 5 breaths prior to 5-HT-induced apneas. Average breath duration before ICV injections was 0.89 ± 0.03 seconds (<italic toggle="yes">N</italic> = 30), and was not significantly (<italic toggle="yes">F</italic><sub>5, 32.7</sub> = 1.89, <italic toggle="yes">p</italic> = 0.12) altered by 100 μg (0.84 ± 0.06 seconds, <italic toggle="yes">N</italic> = 6), 10 μg (0.84 ± 0.08 seconds, <italic toggle="yes">N</italic> = 6), 1 μg (0.75 ± 0.03 seconds, <italic toggle="yes">N</italic> = 6), or 0.1 μg (0.86 ± 0.06 seconds, <italic toggle="yes">N</italic> = 6) ICV injection of dronabinol, or ICV injection of vehicle (DMSO; 0.99 ± 0.11 seconds, <italic toggle="yes">N</italic> = 6; Fig. <xref rid="Fig2" ref-type="fig">2</xref>). Coefficient of variation of 30 breath durations before (pre) and after (post) 5-HT infusion was quantified as a measurement of respiratory instability (Fig. <xref rid="Fig3" ref-type="fig">3</xref>) [<xref ref-type="bibr" rid="CR35">35</xref>]. There was no ICV treatment main effect (<italic toggle="yes">F</italic><sub>5, 11.0</sub> = 1.03, <italic toggle="yes">p</italic> = 0.45) or interaction between ICV treatment and time (<italic toggle="yes">F</italic><sub>5, 11.0</sub> = 1.01, <italic toggle="yes">p</italic> = 0.46). There was a main effect of time (<italic toggle="yes">F</italic><sub>1, 14.5</sub> = 87.7, <italic toggle="yes">p</italic> &lt; 0.01); breathing was more unstable following 5-HT infusion compared to before infusion (<italic toggle="yes">p</italic> &lt; 0.01; Fig. <xref rid="Fig3" ref-type="fig">3</xref>).</p><p>Genioglossus activity was measured at the start of inspiration (Phasic EMGgg) and at the end of expiration (tonic EMGgg) prior to reflex apneas (Fig. <xref rid="Fig4" ref-type="fig">4</xref>). ICV Injections of 100 μg (0.89 ± 0.28 a.u., <italic toggle="yes">N</italic> = 6), 10 μg (1.17 ± 0.41 a.u., <italic toggle="yes">N</italic> = 6), 1 μg (0.59 ± 0.12 a.u., <italic toggle="yes">N</italic> = 6), or 0.1 μg (0.93 ± 0.24 a.u., <italic toggle="yes">N</italic> = 6) of dronabinol, or injection of vehicle (DMSO; 0.63 ± 0.11 a.u., <italic toggle="yes">N</italic> = 6) did not significantly (<italic toggle="yes">F</italic><sub>4, 9.50</sub> = 0.94, <italic toggle="yes">p</italic> = 0.48 for main effect of “treatment”) alter phasic EMGgg (Fig. <xref rid="Fig4" ref-type="fig">4a</xref>). Similarly, ICV injections of 100 μg (0.97 ± 0.13 a.u., <italic toggle="yes">N</italic> = 6), 10 μg (1.46 ± 0.20 a.u., <italic toggle="yes">N</italic> = 6), 1 μg (1.33 ± 0.45 a.u., <italic toggle="yes">N</italic> = 6), or 0.1 μg (1.23 ± 0.29 a.u., <italic toggle="yes">N</italic> = 6) of dronabinol, or injection of vehicle (DMSO; 1.35 ± 0.46 a.u., <italic toggle="yes">N</italic> = 6) did not significantly (<italic toggle="yes">F</italic><sub>4, 7.96</sub> = 1.22, <italic toggle="yes">p</italic> = 0.37 for main effect of “treatment”) alter tonic EMGgg (Fig. <xref rid="Fig4" ref-type="fig">4b</xref>).<fig id="Fig4" position="float" orientation="portrait"><label>Fig. 4</label><caption><p>Phasic (<bold>a</bold>) and tonic (<bold>b</bold>) genioglossus electrogram amplitude (arbitrary units, a.u.; dotted line corresponds to baseline EMGgg) quantified after ICV injections of various concentrations of dronabinol (100, 10, 1 or 0.1 μg; <italic toggle="yes">N</italic> = 6 for each dose) or vehicle (DMSO; <italic toggle="yes">N</italic> = 6). There were no significant differences in phasic (<italic toggle="yes">p</italic> = 0.48) or tonic (<italic toggle="yes">p</italic> = 0.37) EMGgg in the treatment groups. Data (mean ± SEM) were analyzed using mixed model analysis with a repeated/fixed measure (ICV treatment)</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" id="MO4" position="float" orientation="portrait" xlink:href="12952_2016_52_Fig4_HTML.jpg"><?image-name 12952_2016_52_Fig4_HTML.jpg?><?image-size 53298?><?image-md5 33808c60fa7a9ef4554522635ea27907?><?image-image-server-status NEVER_LOAD?><?image-original-height 270?><?image-original-width 778?><?image-scaled-height 270?><?image-scaled-width 778?><?image-cloudpmc-urn urn:cdn:blobs/9409/4852437/33808c60fa7a/12952_2016_52_Fig4_HTML.jpg?><?thumb-name 12952_2016_52_Fig4_HTML.gif?><?thumb-size 88996?><?thumb-md5 05bc609ab7393d43c488d8ca39caace4?><?thumb-image-server-status NEVER_LOAD?><?thumb-scaled-height 270?><?thumb-scaled-width 778?><?thumb-cloudpmc-urn urn:cdn:blobs/9409/4852437/05bc609ab739/12952_2016_52_Fig4_HTML.gif?></graphic></fig></p></sec><sec id="Sec8"><title>Discussion</title><p>With the increasing prevalence [<xref ref-type="bibr" rid="CR1">1</xref>], comorbidity with other diseases [<xref ref-type="bibr" rid="CR3">3</xref>–<xref ref-type="bibr" rid="CR5">5</xref>], and a lack of tolerable and effective treatment options [<xref ref-type="bibr" rid="CR2">2</xref>, <xref ref-type="bibr" rid="CR6">6</xref>], OSA is a significant health problem. An impediment to effective treatments of OSA is insufficient knowledge of peripheral and central neural mechanisms of respiratory control, especially during sleep. Though we have shown previously that modulation of vagal afferents via activation of CB receptors located on nodose ganglion neurons can attenuate reflex apneas [<xref ref-type="bibr" rid="CR14">14</xref>, <xref ref-type="bibr" rid="CR15">15</xref>], it was uncertain what role central CB receptors play in respiratory pattern control. Here we show that ICV injection of dronabinol, a non-specific agonist of CB<sub>1</sub> and CB<sub>2</sub> receptors, does not attenuate peripherally-induced reflex apneas.</p><p>Vagal afferent neurons, which relay important information about respiratory drive and upper airway muscle tone [<xref ref-type="bibr" rid="CR16">16</xref>, <xref ref-type="bibr" rid="CR17">17</xref>, <xref ref-type="bibr" rid="CR36">36</xref>], provide input to the excitatory or inhibitory neurons located in nucleus of the solitary tract (NTS) [<xref ref-type="bibr" rid="CR37">37</xref>, <xref ref-type="bibr" rid="CR38">38</xref>]. The NTS projects to the respiratory centers of the brainstem, including the hypoglossal nucleus (XII) and the rostral ventrolateral medulla (RVLM) [<xref ref-type="bibr" rid="CR36">36</xref>, <xref ref-type="bibr" rid="CR39">39</xref>]. The NTS contains a variety of neuronal populations that fire at distinct points in the expiratory-inspiratory phases of breathing [<xref ref-type="bibr" rid="CR40">40</xref>]. Reflex apneas are induced peripherally via the vagus nerve by pharmacologically activating excitatory receptors located on nodose ganglia, or by mechanically activating stretch receptors located in the lung [<xref ref-type="bibr" rid="CR16">16</xref>, <xref ref-type="bibr" rid="CR41">41</xref>]. Reflex apneas are also induced “downstream” by activation of glutamatergic receptors in the NTS [<xref ref-type="bibr" rid="CR42">42</xref>–<xref ref-type="bibr" rid="CR45">45</xref>]. Conversely, vagally-induced apnea can be reversed by microinjection of a GABA agonist [<xref ref-type="bibr" rid="CR46">46</xref>], or a glutamatergic NMDA antagonist [<xref ref-type="bibr" rid="CR45">45</xref>], into the NTS. Vagal afferents also synapse in regions of the NTS that modulate sympathetic activity, with activation of vagal afferents not only inducing apnea, but decreasing heart rate and blood pressure [<xref ref-type="bibr" rid="CR41">41</xref>]. This trifecta of responses, known as the Bezold-Jarisch reflex, is modulated by different regions of the NTS, and these regions, when activated or inhibited, induce variable responses in blood pressure, heart rate, and breathing [<xref ref-type="bibr" rid="CR45">45</xref>–<xref ref-type="bibr" rid="CR47">47</xref>]. The NTS contains both CB<sub>1</sub> and CB<sub>2</sub> receptors that, when activated, inhibit or promote NTS activity, and attenuate other vagally-mediated behaviors [<xref ref-type="bibr" rid="CR26">26</xref>, <xref ref-type="bibr" rid="CR27">27</xref>, <xref ref-type="bibr" rid="CR48">48</xref>–<xref ref-type="bibr" rid="CR51">51</xref>]. CB<sub>1</sub> activation decreases glutamate release in the NTS [<xref ref-type="bibr" rid="CR51">51</xref>], thus CB<sub>1</sub> activation would have the effect of suppressing apneas. CB<sub>1</sub> activation also disinhibits second order NTS neurons by pre-synaptically decreasing release of GABA [<xref ref-type="bibr" rid="CR51">51</xref>–<xref ref-type="bibr" rid="CR53">53</xref>], thus CB<sub>1</sub> activation would have the opposite effect of potentiating apneas. It might be plausible that the dual effects of CB<sub>1</sub> activation occurred, with the consequence of neither suppressing nor potentiating apneas.</p><p>Moreover, the XII, which modulates the phasic and tonic activation of the genioglossus muscle [<xref ref-type="bibr" rid="CR36">36</xref>], also contains CB<sub>1</sub> receptors [<xref ref-type="bibr" rid="CR23">23</xref>, <xref ref-type="bibr" rid="CR25">25</xref>, <xref ref-type="bibr" rid="CR28">28</xref>, <xref ref-type="bibr" rid="CR54">54</xref>, <xref ref-type="bibr" rid="CR55">55</xref>], of which the physiologic role is unclear. CB<sub>1</sub> activation in the XII is known to disinhibit XII by preventing release of glycine, an inhibitory neurotransmitter [<xref ref-type="bibr" rid="CR25">25</xref>, <xref ref-type="bibr" rid="CR54">54</xref>]. In fact, a CB agonist microinjected in the XII activated the genioglossus in awake, but not sleeping, rats [<xref ref-type="bibr" rid="CR55">55</xref>]. A recent report showed cardiorespiratory anomalies, including unstable breathing and apneas, in CB<sub>1</sub> knockout mice [<xref ref-type="bibr" rid="CR56">56</xref>]. We hypothesized that the activation of CB receptors located at crucial respiratory centers in the brainstem would modulate reflex apneas and increase genioglossus activity; however, we saw no effect of a centrally-administered CB agonist, dronabinol.</p><p>The present work focused on global activation of CB receptors located in the brain, which mimicked patients undergoing dronabinol treatment [<xref ref-type="bibr" rid="CR12">12</xref>], and did not elucidate any specific local effects of the respiratory centers of the brainstem. Due to the variability of Bezold-Jarisch reflex responses to NTS activation or inhibition, and the location of CB receptors on both excitatory and inhibitory neurons of the NTS, it is possible that non-specific and global activation of central CB receptors via ICV injection of dronabinol led to multiple and potentially opposing responses, masking any specific local effects. Therefore no physiologic response was observed. For example, Padley et al. induced apnea by microinjecting a CB<sub>1</sub> agonist centrally into the RVLM, which sends projections to inhibitory neurons located in the respiratory centers of the brainstem [<xref ref-type="bibr" rid="CR39">39</xref>]. Also, injection of CBs peripherally in the nodose ganglia increased genioglossus activity, presumably through disinhibition of parasympathetic input into respiratory centers of the brain [<xref ref-type="bibr" rid="CR15">15</xref>]. Carley et al. showed respiratory stability with intraperitoneal injections of dronabinol, which would involve both peripheral and central CB receptors [<xref ref-type="bibr" rid="CR13">13</xref>]. Moreover, low and high doses of CBs are known to have biphasic effects [<xref ref-type="bibr" rid="CR31">31</xref>, <xref ref-type="bibr" rid="CR57">57</xref>]; however, we saw no changes in apnea response at low or high doses of dronabinol. Since CB receptors are widely distributed in the brain, on both excitatory and inhibitory neurons, and are activated differentially by different concentrations of CBs, specific microinjections in the NTS or XII will need to be completed to see if CBs have any effect on breathing and genioglossus activity in rats.</p></sec><sec id="Sec9"><title>Conclusions</title><p>In conclusion, we show that ICV injections of dronabinol, a non-specific CB agonist, had no effect on 5-HT-induced reflex apnea, and had no effect on genioglossus activity. These results suggest that central CB receptors have a minimal or no effect on breathing when activated globally; however, there might be specific local effects of CBs due to the diverse population of neuronal inputs and outputs of the NTS. Previous work showing stabilization of breathing from CBs might be derived from activation of CB receptors located on peripheral nerves [<xref ref-type="bibr" rid="CR13">13</xref>–<xref ref-type="bibr" rid="CR15">15</xref>], suggesting that pharmacotherapies targeting only peripheral CB receptors for OSA treatment might be sufficient. Future work will concentrate on elucidating specific local effects of CBs on breathing in the NTS and XII.</p></sec></body><back><glossary><title>Abbreviations</title><def-list><def-item><term>5-HT</term><def><p>serotonin</p></def></def-item><def-item><term>a.u.</term><def><p>arbitrary units</p></def></def-item><def-item><term>CB</term><def><p>cannabinoid</p></def></def-item><def-item><term>CB<sub>1</sub></term><def><p>cannabinoid type 1 receptor</p></def></def-item><def-item><term>CB<sub>2</sub></term><def><p>cannabinoid type 2 receptor</p></def></def-item><def-item><term>DMSO</term><def><p>dimethyl sulfoxide</p></def></def-item><def-item><term>ICV</term><def><p>intracerebroventricular</p></def></def-item><def-item><term>NTS</term><def><p>nucleus of the solitary tract</p></def></def-item><def-item><term>OSA</term><def><p>obstructive sleep apnea</p></def></def-item><def-item><term>RVLM</term><def><p>rostral ventrolateral medulla</p></def></def-item><def-item><term>XII</term><def><p>hypoglossal nucleus</p></def></def-item></def-list></glossary><fn-group><fn><p><bold>Competing interests</bold></p><p>DWC has the following interests: owns stocks or shares (Cortex Pharmaceuticals); patents and patent applications assigned to the University of Illinois at Chicago (US 8,207,230 “Functional role for cannabinoids in autonomic stability during sleep”, US 8,076,315 “Pharmacological treatments for sleep disorders (apnoea) with prostanoid receptor antagonists”, US 8,053,413 “Methods for treating sleep disorders by cholecystokinin (CCK) receptor B antagonists”, US 7,705,039 “Method for treating sleep apnea”, US 7,160,898 “Pharmacological treatment for sleep apnea”, US 6,974,814 “Neuropharmacological treatment of sleep-related breathing disorders”, US 6,727,242 “Pharmacological treatment for sleep apnea”, US 6,555,564 “Neuropharmacological treatments of sleep-related breathing disorders”, US 6,331,536 “Pharmacological treatment for sleep apnea”, US 8,775,340 “Detection and prediction of physiological events in people with sleep disordered breathing using a LAMSTAR neural network”, US 20140045755 “METHODS FOR TREATING SLEEP DISORDERS BY CHOLECYSTOKININ (CCK) RECEPTOR B ANTAGONISTS”, US 20120108570 “Pharmacological Treatment for Sleep Apnea”, US 20120010198 “Methods for Treating Sleep Disorders by Cholecystokinin (CCK) Receptor B Antagonists” US 20100137251 “Functional Role for Cannabinoids in Autonomic Stability During Sleep”, US 20090221658 “Pharmacological Treatment for Sleep Apnea”, US 20090005357 “Pharmacological Treatment for Sleep Apnea”, US 20080261922 “Pharmacological Treatments for Sleep Disorders (Apnoea) With Prostanoid Receptor Antagonists”, US 20080200367 “Compositions and Methods for Treating Sleep Disorders”, US 20070123517 “Pharmacological treatment for sleep apnea”, US 20060241164 “Pharmacological treatment for sleep apnea”, US 20040127572 “Functional role for cannabinoids in autonomic stability during sleep”, US 20030236228 “Neuropharmacological treatment of sleep-related breathing disorders”, US 20030130266 “Pharmacological treatment for sleep apnea”, US 20020086870 “Pharmacological treatment for sleep apnea”, US 20110251985 “Detection and Prediction of Physiological Events in People with Sleep Disordered Breathing Using a LAMSTAR Neural Network”, US 20120231083 “SUSTAINED RELEASE CANNABINOID MEDICAMENTS”, ES 2423412 “Composiciones y métodos para tratar los trastornos del sueño”, JP 2010168404 “PHARMACOLOGICAL TREATMENT OF SLEEP APNEA SYNDROME”, JP 2010059195 “PHARMACEUTICAL AGENT WITH SEROTONIN-RELATED ACTIVITY FOR TREATMENT FOR SLEEP APNEA”, EP 1898921 “COMPOSITIONS AND METHODS FOR TREATING SLEEP DISORDERS”, EP 1868602 “PHARMACOLOGICAL TREATMENT FOR SLEEP APNEA”, WO WO/2007/047575 “PHARMACOLOGICAL TREATMENTS FOR SLEEP-RELATED BREATHING DISORDERS”, WO WO/2007/047372 “PHARMACOLOGICAL TREATMENTS FOR SLEEP DISORDERS (APNOEA) WITH PROSTANOID RECEPTOR ANTAGONISTS”, WO WO/2007/047577 “USE OF CALCITONIN-RELATED PEPTIDE (CGRP) ANTAGONISTS OR RELEASE INHIBITORS FOR THE TREATMENT OF SLEEP-RELATED BREATHING DISORDERS”, ES 2267253 “AGENTES CON ACTIVIDAD RELACIONADA CON LA SEROTONINA PARA EL TRATAMIENTO DE LA APNEA DEL SUEÑO”, WO WO/2006/133197 “COMPOSITIONS AND METHODS FOR TREATING SLEEP DISORDERS”, WO WO/2006/113448 “PHARMACOLOGICAL TREATMENT FOR SLEEP APNEA”, CA 2603920 “PHARMACOLOGICAL TREATMENT FOR SLEEP APNEA”, MX PA/a/2005/004448 “USE OF SEROTONIN RECEPTOR ANTAGONISTS FOR THE TREATMENT OF SLEEP APNEA”, CN 1708302 “Pharmacological treatment for sleep apnea”, BR PI0315846 “Tratamento farmacológico para apnéia do sono”, EP 1572202 “USE OF SEROTONIN RECEPTOR ANTAGONISTS FOR THE TREATMENT OF SLEEP APNEA”, WO WO/2004/041272 “USE OF SEROTONIN RECEPTOR ANTAGONISTS FOR THE TREATMENT OF SLEEP APNEA”, CA 2503718 “USE OF SEROTONIN RECEPTOR ANTAGONISTS FOR THE TREATMENT OF SLEEP APNEA”, EP 1372638 “CANNABINOIDS FOR THE TREATMENT OF BREATHING DISORDERS DURING SLEEP”, WO WO/2002/080903 “FUNCTIONAL ROLE FOR CANNABINOIDS IN AUTONOMIC STABILITY DURING SLEEP”, CA 2443105 “FUNCTIONAL ROLE FOR CANNABINOIDS IN AUTONOMIC STABILITY DURING SLEEP”, EP 1066036 “AGENTS WITH SEROTONIN-RELATED ACTIVITY FOR THE TREATMENT FOR SLEEP APNEA”, WO WO/2000/051590 “NEUROPHARMACOLOGICAL TREATMENT OF SLEEP-RELATED BREATHING DISORDERS”, WO WO/1999/043319 “AGENTS WITH SEROTONIN-RELATED ACTIVITY FOR THE TREATMENT FOR SLEEP APNEA”, CA 2321900 “AGENTS WITH SEROTONIN-RELATED ACTIVITY FOR THE TREATMENT FOR SLEEP APNEA”, WO WO/2012/068516 “LOW DOSE CANNABINOID MEDICAMENTS”, WO WO/2011/063164 “SUSTAINED RELEASE CANNABINOID MEDICAMENTS”, WO WO/2010/080405 “DETECTION AND PREDICTION OF PHYSIOLOGICAL EVENTS IN PEOPLE WITH SLEEP DISORDERED BREATHING USING A LAMSTAR NEURAL NETWORK”); completed (not current) research grants from commercial organizations (Glaxo-Wellcome “Effects of adenosine A1 receptor agonists on sleep apnea” 03/96 – 11/96, Glaxo-Wellcome “A single center, randomized double-blind, placebo controlled, two period crossover study to investigate the efficacy of intravenous GR79236 in patients with sleep apnea” 11/98 – 10/99, Synthelabo Research “Effects of serotonin antagonists on sleep apneas in rats” 4/99 – 9/99, Organon Pharmaceutical “A proof of concept trial for Remeron in sleep apnea syndrome” 12/99 – 12/01, BTG International “Pharmacologic treatment of sleep apnea” 04/04 – 03/06, BTG International “Pharmacologic treatment for sleep apnea (clinical pilot), 10/05 – 09/07, Organon Pharmaceutical “A randomized, double-blind, placebo-contrtolled, multicenter, parallel-group dose ranging clinical trial to assess the efficacy and safety of Org4419-2 in the treatment of obstructive sleep apnea/hypopnea syndrome” 09/05 – 09/06, SteadySleep Rx “Randomized, double-blind, placebo controlled study of the safety and efficacy of Marinol in patients with sleep apnea” 10/08 – 10/12). This does not alter our adherence to PLOS ONE policies on sharing data and materials.</p></fn><fn><p><bold>Authors’ contributions</bold></p><p>Conceived and designed the experiments: MWC and DWC. Performed the experiments: MWC. Analyzed the data: MWC. Contributed reagents/ materials/analysis tools: DWC. Contributed to the writing of the manuscript: MWC and DWC. Both authors read and approved the final manuscript.</p></fn></fn-group><ack><p>We would like to thank Miodrag “Misha” Radulovacki, M.D., Ph.D., from University of Illinois at Chicago, for his guidance and mentorship during this project. We also like to thank Barth B. Riley, Ph.D., from the University of Illinois at Chicago, for his help statistical guidance. 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