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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
<issn pub-type="epub">1663-9812</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1199794</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2023.1199794</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Pharmacological interventions for preventing opioid-induced hyperalgesia in adults after opioid-based anesthesia: a systematic review and network meta-analysis</article-title>
<alt-title alt-title-type="left-running-head">Xie et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphar.2023.1199794">10.3389/fphar.2023.1199794</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Xie</surname>
<given-names>Wei-Ji</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hong</surname>
<given-names>Ji-Shuang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2269504/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Feng</surname>
<given-names>Cheng-Fei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2342698/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Hao-Feng</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Yong-Chun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Anesthesiology</institution>, <institution>State Key Laboratory of Oncology in Southern China</institution>, <institution>Sun Yat-sen University Cancer Center</institution>, <institution>Collaborative Innovation Center for Cancer Medicine</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Anesthesiology</institution>, <institution>The First Affiliated Hospital</institution>, <institution>Sun Yat-sen University</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/469926/overview">Tomoya Tachi</ext-link>, Nagoya City University, Japan</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/596919/overview">Shamseddin Ahmadi</ext-link>, University of Kurdistan, Iran</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1481143/overview">Lin Zhang</ext-link>, Sichuan University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/907518/overview">Salvador Romero Molina</ext-link>, Hospital Cl&#xed;nico Universitario Virgen de la Victoria, Spain</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Wei Li, <email>Liw@sysucc.org.cn</email>; Yong-Chun Li, <email>liyongch@sysucc.org.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>06</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1199794</elocation-id>
<history>
<date date-type="received">
<day>04</day>
<month>04</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>12</day>
<month>06</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Xie, Hong, Feng, Chen, Li and Li.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Xie, Hong, Feng, Chen, Li and Li</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>
<abstract>
<p>
<bold>Background:</bold> Opioid-induced hyperalgesia (OIH) is an adverse event of prolonged opioid use that increases pain intensity. The optimal drug to prevent these adverse effects is still unknown. We aimed to conduct a network meta-analysis to compare different pharmacological interventions for preventing the increase in postoperative pain intensity caused by OIH.</p>
<p>
<bold>Methods:</bold> Several databases were searched independently for randomized controlled trials (RCTs) comparing various pharmacological interventions to prevent OIH. The primary outcomes were postoperative pain intensity at rest after 24&#xa0;h and the incidence of postoperative nausea and vomiting (PONV). Secondary outcomes included pain threshold at 24&#xa0;h after surgery, total morphine consumption over 24 h, time to first postoperative analgesic requirement, and shivering incidence.</p>
<p>
<bold>Results:</bold> In total, 33 RCTs with 1711 patients were identified. In terms of postoperative pain intensity, amantadine, magnesium sulphate, pregabalin, dexmedetomidine, ibuprofen, flurbiprofen plus dexmedetomidine, parecoxib, parecoxib plus dexmedetomidine, and S (&#x2b;)-ketamine plus methadone were all associated with milder pain intensity than placebo, with amantadine being the most effective (SUCRA values &#x3d; 96.2). Regarding PONV incidence, intervention with dexmedetomidine or flurbiprofen plus dexmedetomidine resulted in a lower incidence than placebo, with dexmedetomidine showing the best result (SUCRA values &#x3d; 90.3).</p>
<p>
<bold>Conclusion:</bold> Amantadine was identified as the best in controlling postoperative pain intensity and non-inferior to placebo in the incidence of PONV. Dexmedetomidine was the only intervention that outperformed placebo in all indicators.</p>
<p>
<bold>Clinical Trial Registration:</bold> <ext-link ext-link-type="uri" xlink:href="https://www.crd.york.ac. uk/prospero/display_record.php?">https://www.crd.york.ac. uk/prospero/display_record.php?</ext-link>, CRD42021225361.</p>
</abstract>
<kwd-group>
<kwd>opioid-induced hyperalgesia</kwd>
<kwd>pharmacological interventions</kwd>
<kwd>general anesthesia</kwd>
<kwd>network meta-analysis</kwd>
<kwd>postoperative pain</kwd>
<kwd>postoperative nausea and vomiting</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Drugs Outcomes Research and Policies</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>What is already known about this subject?</title>
<p>OIH is highly prevalent in surgery patients, contributing to various undesirable outcomes, such as more severe postoperative pain, increased opioid demand, and a high incidence of side effects.</p>
<p>In clinical routine, multiple medications with various mechanisms were proven to prevent the increase in postoperative pain caused by OIH. However, the comparative effects of different pharmacological interventions are urgently needed for a better guideline for the individualized anesthesia protocols.</p>
<sec id="s1-1">
<title>What this study adds</title>
<p>Amantadine, magnesium sulphate, pregabalin, dexmedetomidine, ibuprofen, flurbiprofen plus dexmedetomidine, parecoxib, parecoxib plus dexmedetomidine, and S (&#x2b;)-ketamine plus methadone all have statistically significantly lower pain intensity than placebo. Amantadine was the most effective compared to placebo but failed to demonstrate superiority in the incidence of PONV.</p>
<p>Dexmedetomidine is not the best option, but it is the most well-balanced choice because it is the only intervention that outperforms placebo in all indicators.</p>
</sec>
</sec>
<sec id="s2">
<title>1 Introduction</title>
<p>Opioids are the most commonly used analgesics during the perioperative period as a part of balanced anesthesia. Timely opioid administration during surgery reduces the need for general anesthetics, resulting in faster recovery (<xref ref-type="bibr" rid="B34">Lang et al., 1996</xref>), and post-surgery patient-controlled opioid analgesia improves patient comfort and satisfaction (<xref ref-type="bibr" rid="B45">McNicol et al., 2015</xref>). However, a state of nociceptive sensitization with reduction in nociceptive thresholds and paradoxical increase in pain after exposure to opioids (<xref ref-type="bibr" rid="B32">Koppert et al., 2003</xref>), referred to as opioid-induced hyperalgesia (OIH), have been demonstrated in animal models (<xref ref-type="bibr" rid="B48">Minville et al., 2010</xref>), human volunteers (<xref ref-type="bibr" rid="B62">Vinik and Kissin, 1998</xref>) and surgical patients (<xref ref-type="bibr" rid="B18">Fletcher and Martinez, 2014</xref>). Patients who experience more severe postoperative pain due to nociceptive sensitization may be obliged to accept more opioids unless alternatives are considered (<xref ref-type="bibr" rid="B24">He et al., 2020</xref>). Furthermore, opioid-related adverse drug events have been associated with increased inpatient mortality, prolonged stay, and a high cost of hospitalization (<xref ref-type="bibr" rid="B55">Shafi et al., 2018</xref>).</p>
<p>Although the precise molecular mechanism underlying OIH is unknown, it is widely assumed to be triggered by neuroplastic changes in the peripheral and central nervous systems (<xref ref-type="bibr" rid="B38">Lee et al., 2011</xref>). Previous research has demonstrated that opioids contribute to the occurrence of OIH by inhibiting glutamate recapture and inducing production of pro-inflammatory molecules (<xref ref-type="bibr" rid="B53">Roeckel et al., 2016</xref>). The inhibition of the glutamate transporter leads to increased synaptic concentrations of glutamate, which, in turn, activates the N-methyl-D-aspartate (NMDA) receptor, thus triggering OIH (<xref ref-type="bibr" rid="B1">Antal et al., 2008</xref>; <xref ref-type="bibr" rid="B4">Arout et al., 2015</xref>). Previous electrophysiological studies also identified the rapid and persistent upregulation of NMDA receptor function by clinically relevant concentrations of remifentanil, mirroring the potential target for the pathologic activation of NMDA receptor in the intervention of OIH (<xref ref-type="bibr" rid="B23">Guntz et al., 2005</xref>; <xref ref-type="bibr" rid="B70">Zhao and Joo Daisy, 2008</xref>). Furthermore, neuroinflammation mediated by opioid-triggered release of pro-inflammatory molecules and the activation of glial cells can sensitize pain pathways, lower pain thresholds, and contribute to the development of OIH (<xref ref-type="bibr" rid="B20">Grace et al., 2015</xref>). Additionally, the interactions between mu and delta opioid receptors (<xref ref-type="bibr" rid="B9">Beaudry et al., 2015</xref>),&#x3b1;-2 adrenoreceptors (<xref ref-type="bibr" rid="B47">Mercieri et al., 2017</xref>), neurokinin-1 receptor mediated transmission (<xref ref-type="bibr" rid="B61">Vera-Portocarrero et al., 2007</xref>), and spinal dynorphin expression (<xref ref-type="bibr" rid="B60">Vanderah et al., 2001</xref>) also have been reported to play a role in the development and maintenance of OIH.</p>
<p>In light of these findings, clinical investigators mainly focused on manipulating the glutaminergic system through modulation of the NMDA receptor and blocking the neuroinflammation to prevent the occurrence and development of OIH. Various interventions have been explored, including NMDA receptor antagonists (amantadine (<xref ref-type="bibr" rid="B56">Snijdelaar Dirk et al., 2004</xref>), magnesium sulphate (<xref ref-type="bibr" rid="B54">Ryu et al., 2008</xref>), methadone (<xref ref-type="bibr" rid="B58">Tognoli et al., 2020</xref>), and ketamine (<xref ref-type="bibr" rid="B36">Leal et al., 2015</xref>)), non-steroidal anti-inflammatory drugs (NSAIDs) (Ibuprofen (<xref ref-type="bibr" rid="B31">Koo et al., 2016</xref>), flurbiprofen (<xref ref-type="bibr" rid="B69">Zhang et al., 2016</xref>), and parecoxib (<xref ref-type="bibr" rid="B14">Du et al., 2019</xref>)), opioid receptor antagonist (naloxone (<xref ref-type="bibr" rid="B14">Du et al., 2019</xref>)), agonist-antagonist opioid analgesics (nalbuphine (<xref ref-type="bibr" rid="B26">Hu et al., 2020</xref>) and buprenorphine (<xref ref-type="bibr" rid="B47">Mercieri et al., 2017</xref>)) and &#x3b1;-2 adrenoceptor agonist (dexmedetomidine (<xref ref-type="bibr" rid="B66">Wu et al., 2021</xref>)). These interventions, with different mechanisms of action, have been shown the potential in reduce pain intensity and the need for postoperative analgesics due to OIH. Regretfully, clinical routines are still debatable about the optimal intervention strategy to prevent the increase in postoperative pain intensity caused by OIH due to small sample sizes and varying medication dosages in existing literature (<xref ref-type="bibr" rid="B65">Wu et al., 2015</xref>). Importantly, the relative effects of different types of medications remain unknown.</p>
<p>Given these uncertainties, we conducted a systematic review and network meta-analysis of various pharmacological interventions to prevent the increase in postoperative pain intensity caused by OIH in adults following general anesthesia, hoping better to guide clinical practice for more individualized general anesthesia protocols.</p>
</sec>
<sec sec-type="methods" id="s3">
<title>2 Methods</title>
<p>This network meta-analysis was registered on <ext-link ext-link-type="uri" xlink:href="https://www.crd.york.ac.uk/PROSPERO">https://www.crd.york.ac.uk/PROSPERO</ext-link>. The registration number is CRD42021225361.</p>
<sec id="s3-1">
<title>2.1 Search strategy and selection criteria</title>
<p>According to PRISMA Extension Statement for Reporting of Systematic Reviews Incorporating Network Meta-analyses (<xref ref-type="bibr" rid="B27">Hutton et al., 2015</xref>), MEDLINE, Embase, The Cochrane Central Register of Controlled Trials, and Web of Science were searched in English with language restrictions. The search strategy combined free text words and medical subject heading (MeSH) terms to maximize the results. The following keywords were used in the search: 1) opioid, 2) hyperalgesia, and 3) magnesium, naloxone, buprenorphine, ketamine, dexmedetomidine, butorphanol, propofol, flurbiprofen, morphine, methadone, lornoxicam, nitrous oxide, parecoxib, clonidine, amantadine, nalbuphine, paracetamol, pregabalin, nefopam, acetazolamide.</p>
</sec>
<sec id="s3-2">
<title>2.2 Selection of studies and data extraction</title>
<p>Two investigators (WJX and HFC) reviewed all titles, abstracts, and full texts sequentially. Finally, eligible trials were identified, and data on eligibility, quality, and outcomes were independently retrieved. Disagreements between the two reviewers on eligibility were resolved through mutual discussion. A third reviewer (YCL) was requested for the final decision when needed. Relevant data were extracted from eligible literature using a standard extraction formula and cross-checked.</p>
<p>Retrieved data included: 1) first author, year of publication, study location, study design, sample size, gender, age, American Society of Anesthesiologists (ASA) status, types of surgery, premedication, anesthesia maintenance, intervention description, control description, dose of opioid, postoperative analgesic strategies, and 2) pain intensity in the form of the various pain scores during the 0 to 24 postoperative hours, pain threshold or normalized area of hyperalgesia during the 0 to 48 postoperative hours, cumulative morphine consumption at 24&#xa0;h after surgery, time to first rescue analgesic, and incidence of postoperative opioid-related side-effects, such as postoperative nausea and vomiting (PONV), shivering, dizziness and hypotension. Dichotomous data were extracted as the number of patients (%). Continuous data were extracted in the form of mean &#xb1; standard deviation (SD).</p>
<p>We tried to contact the author via e-mail twice when the target data in the article were incomplete, but no responses were received. Range and median estimation (<xref ref-type="bibr" rid="B20">Grace et al., 2015</xref>) were used to convert the data when the standard deviation was missing.</p>
</sec>
<sec id="s3-3">
<title>2.3 Type of outcome measures</title>
<p>Our primary outcomes were postoperative pain intensity at rest after 24&#xa0;h and the incidence of PONV. Postoperative pain intensity was measured using pain scores scaling from 0 (no pain) to 10 (worst possible pain). Intensity scores reported on a visual analogue scale (VAS: 0: no pain to 100: worst possible pain) were transformed to a 0&#x2013;10 scale. PONV, the most common adverse event, contributes to the highly distressing experience and severe patient dissatisfaction (<xref ref-type="bibr" rid="B49">Myles et al., 2000</xref>; <xref ref-type="bibr" rid="B16">Eberhart et al., 2002</xref>), with an incidence as high as 80% in high-risk cohorts (<xref ref-type="bibr" rid="B3">Apfel Christian et al., 1999</xref>).</p>
<p>Secondary outcomes include pain thresholds at 24&#xa0;h after surgery, cumulative morphine consumption over the 24&#xa0;h period, time to first postoperative analgesic requirement, and shivering incidence.</p>
</sec>
<sec id="s3-4">
<title>2.4 Assessment of risk of bias</title>
<p>Two investigators (WJX and HFC) read the eligible articles independently. They assessed their methodological validity using the Cochrane Collaboration&#x2019;s tool of Review Manager software (RevMan version 5.4, Cochrane Community, London, England) for evaluating the risk of bias in randomized controlled trials (RCTs), and disagreements were resolved through discussion (<xref ref-type="bibr" rid="B25">Higgins et al., 2011</xref>). The tool includes seven items that describe random sequence generation, allocation concealment, participants and personnel blinding, outcome assessment, blinding, incomplete outcome data, selective reporting, and other biases. Each item was assigned a risk of material bias judgment of high, low, or unclear.</p>
</sec>
<sec id="s3-5">
<title>2.5 Statistical analysis</title>
<p>For dichotomous outcomes, odds ratios (ORs) with 95% confidence intervals (CIs) were calculated, as were standardized mean differences (SMDs) or mean differences (MDs) with 95% CIs for continuous outcomes.</p>
<p>This network meta-analysis was performed within a frequentist framework using the STATA 16.0 (StataCorp, Texas, United States) command &#x2018;mvmeta&#x2019; (<xref ref-type="bibr" rid="B64">White, 2011</xref>). First, a network geometry plot for each outcome was created, which provided a visual and concise description of the relationship between pairs of interventions (<xref ref-type="bibr" rid="B11">Chaimani et al., 2013</xref>). Second, the node-splitting method and loop inconsistency mode were used to assess the statistical consistency. <italic>p</italic>-value &#x2265;0.05 or 95% CI for each closed-loop containing 0 means direct and indirect comparisons were considered consistent (<xref ref-type="bibr" rid="B59">van Valkenhoef et al., 2016</xref>). Third, a comparison-adjusted funnel plot was used to assess publication bias. A symmetrical graph indicated that publication bias had a low influence, whereas an asymmetric graph indicated possible publication bias. Finally, the forest plot was used to report the results of the mixed comparison of interventions and placebo, and the league table was used to illustrate all head-to-head comparisons. We assumed that 95% of CIs that did not contain 0 were statistically significant for SMDs or MDs, and those that did not have 1 were statistically significant for ORs. The two-dimensional graph is prepared to visualize comprehensive drug for placebo comparisons. The point in the lower-left portion of the coordinate system that does not intersect with the dark grey dashed line indicates that this pharmacological intervention outperforms the placebo regarding postoperative pain intensity and PONV incidence. Furthermore, the ranking probabilities of all interventions at each possible intervention rank were estimated (<xref ref-type="bibr" rid="B11">Chaimani et al., 2013</xref>). The treatment hierarchy was summarized and reported as the surface under the cumulative ranking curve (SUCRA) (<xref ref-type="bibr" rid="B11">Chaimani et al., 2013</xref>) the ranking probabilities. The higher the SUCRA value, the higher the rank of the treatment outcomes.</p>
</sec>
<sec id="s3-6">
<title>2.6 Inclusion and exclusion criteria</title>
<p>RCTs that met the following criteria were considered eligible: 1) anesthesia was induced and maintained with opioids; 2) pharmacological interventions were administered to patients at any dose before or during the operative period; and 3) pharmacological interventions were compared to the placebo.</p>
<p>Articles were excluded based on the following criteria: 1) combination with regional nerve block during the anesthesia induction or maintenance period, and 2) data from healthy volunteer or pediatric studies, abstracts, letters, or reviews.</p>
</sec>
</sec>
<sec sec-type="results" id="s4">
<title>3 Results</title>
<sec id="s4-1">
<title>3.1 Study selection and characteristics</title>
<p>We identified 1,602 potentially relevant studies in total. After adjusting for duplicates and reviewing the title/abstract, the remaining 39 full-text manuscripts were reviewed. Following the study protocol, six trials were excluded due to a lack of outcome of interest (n &#x3d; 4) and a combination with a regional nerve block (n &#x3d; 2). In total, 33 RCTs with a total of 1711 patients were identified. <xref ref-type="fig" rid="F1">Figure 1</xref> depicts the process of literature selection.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Flow chart of search strategy to identify the eligible randomized controlled trials (RCTs).</p>
</caption>
<graphic xlink:href="fphar-14-1199794-g001.tif"/>
</fig>
<p>A total of 960 subjects were randomly assigned to pharmacological intervention and 751 to placebo. The included RCTs were published between 2002 and 2020 and included orthopedic (n &#x3d; 2), urinary (n &#x3d; 4), abdominal (n &#x3d; 10), gynecologic (n &#x3d; 9), thyroid surgery (n &#x3d; 5), thoracic (n &#x3d; 1) and ear-nose-throat surgery (n &#x3d; 2). <xref ref-type="table" rid="T1">Table 1</xref> describes the basic characteristics of the enrolled studies.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Characteristics of studies.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Study (author/year)</th>
<th align="center">Country</th>
<th align="center">Sample Size (intervention/control)</th>
<th align="center">Gender (M/F)</th>
<th align="center">Mean Age</th>
<th align="center">ASA Status (&#x2160;/&#x2161;/&#x2162;)</th>
<th align="center">Intervention</th>
<th align="center">Type of Surgery</th>
<th align="center">Does of Opioid</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">W. Jaksch 2002</td>
<td align="center">Austria</td>
<td align="center">15/15</td>
<td align="center">15/15</td>
<td align="center">31.5</td>
<td align="center">NA</td>
<td align="center">S (&#x2b;)-ketamine 0.5&#xa0;mg/kg IV &#x2b; 2.0&#xa0;&#xb5;g/kg&#xb7; min continuous infusion</td>
<td align="center">Arthroscopic anterior cruciate ligament repair</td>
<td align="center">Remifentanil 0.125&#x2013;1.0&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">B. Guignard 2002</td>
<td align="center">France</td>
<td align="center">25/25</td>
<td align="center">14/16</td>
<td align="center">62.5</td>
<td align="center">9/35/7</td>
<td align="center">Ketamine 0.15&#xa0;mg/kg IV &#x2b; 2.0&#xa0;&#xb5;g/kg&#xb7; min continuous infusion</td>
<td align="center">Open colorectal surgery</td>
<td align="center">Remifentanil 0.25&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">A. Sahin 2004</td>
<td align="center">Turkey</td>
<td align="center">17/16</td>
<td align="center">16/17</td>
<td align="center">47.4</td>
<td align="center">NA</td>
<td align="center">Ketamine 0.5&#xa0;mg/kg IV</td>
<td align="center">Lumbar disk operation</td>
<td align="center">Remifentanil 0.1&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">A. C. Van Elstraete 2004</td>
<td align="center">France</td>
<td align="center">20/20</td>
<td align="center">20/20</td>
<td align="center">29.0</td>
<td align="center">NA</td>
<td align="center">Ketamine 0.5&#xa0;mg/kg IV &#x2b; 2.0&#xa0;&#xb5;g/kg&#xb7; min continuous infusion</td>
<td align="center">Elective electrodissection tonsillectomy</td>
<td align="center">Remifentanil 0.125&#x2013;1.0&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">D. G. Snijdelaar 2004</td>
<td align="center">Canada</td>
<td align="center">11/10</td>
<td align="center">21/0</td>
<td align="center">60.0</td>
<td align="center">8/12/1</td>
<td align="center">Amantadine 200&#xa0;mg orally at night and at 1&#xa0;h before surgery and 100&#xa0;mg at 8, 20, and 32&#xa0;h after surgery</td>
<td align="center">Radical prostatectomy</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="center">V. Joly 2005</td>
<td align="center">France</td>
<td align="center">24/25</td>
<td align="center">18/32</td>
<td align="center">57.5</td>
<td align="center">21/22/7</td>
<td align="center">Ketamine 0.5&#xa0;mg/kg IV &#x2b; 5.0&#xa0;&#xb5;g/kg&#xb7; min continuous infusion &#x2b;2.0&#xa0;&#xb5;g/kg&#xb7; min for 48&#xa0;h after surgery</td>
<td align="center">Abdominal surgery</td>
<td align="center">Remifentanil 0.4&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">J. H. Ryu 2008</td>
<td align="center">Korea</td>
<td align="center">25/25</td>
<td align="center">0/50</td>
<td align="center">42.4</td>
<td align="center">37/13/0</td>
<td align="center">Magnesium sulphate 50&#xa0;mg/kg IV &#x2b; 15&#xa0;mg/kg&#xb7; h continuous infusion</td>
<td align="center">Total abdominal hysterectomy</td>
<td align="center">Remifentanil TCI 4&#xa0;ng/mL</td>
</tr>
<tr>
<td align="center">S. Kaya 2009</td>
<td align="center">Turkey</td>
<td align="center">20/20</td>
<td align="center">NA</td>
<td align="center">50.0</td>
<td align="center">NA</td>
<td align="center">Magnesium sulphate 30&#xa0;mg/kg IV &#x2b; 500&#xa0;mg/h continuous infusion</td>
<td align="center">Elective abdominal hysterectomy</td>
<td align="center">Remifentanil 0.25&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">H. R. Jo 2011</td>
<td align="center">Korea</td>
<td align="center">20/20</td>
<td align="center">0/40</td>
<td align="center">46.1</td>
<td align="center">34/6/0</td>
<td align="center">Pregabalin 150&#xa0;mg orally</td>
<td align="center">Non-malignant total abdominal hysterectomy</td>
<td align="center">Remifentanil TCI 3&#x2013;4&#xa0;ng/mL</td>
</tr>
<tr>
<td align="center">C. Lee 2011</td>
<td align="center">Korea</td>
<td align="center">25/25</td>
<td align="center">50/0</td>
<td align="center">63.4</td>
<td align="center">NA</td>
<td align="center">Magnesium sulfate 80&#xa0;mg/kg IV</td>
<td align="center">Robot-assisted laparoscopic prostatectomy</td>
<td align="center">Remifentanil 0.3&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">C. Lee 2011</td>
<td align="center">Korea</td>
<td align="center">30/30</td>
<td align="center">38/22</td>
<td align="center">38.2</td>
<td align="center">NA</td>
<td align="center">Adenosine 80&#xa0;&#xb5;g/kg&#xb7; min continuous infusion</td>
<td align="center">Tonsillectomy</td>
<td align="center">Remifentanil 0.1&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">J. W. Song 2011</td>
<td align="center">Korea</td>
<td align="center">28/28</td>
<td align="center">11/45</td>
<td align="center">46.0</td>
<td align="center">NA</td>
<td align="center">Magnesium sulphate 30&#xa0;mg/kg IV &#x2b; 10&#xa0;mg/kg&#xb7; h continuous infusion</td>
<td align="center">Thyroidectomy</td>
<td align="center">Remifentanil 0.2&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">H. Bornemann-Cimenti 2012</td>
<td align="center">Germany</td>
<td align="center">13/13</td>
<td align="center">11/15</td>
<td align="center">56.9</td>
<td align="center">NA</td>
<td align="center">Pregabalin 300&#xa0;mg orally</td>
<td align="center">Elective transperitoneal nephrectomy</td>
<td align="center">Remifentanil 0.1&#x2013;0.5&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">C. Lee 2013</td>
<td align="center">Korea</td>
<td align="center">28/29</td>
<td align="center">0/57</td>
<td align="center">48.7</td>
<td align="center">NA</td>
<td align="center">Dexmedetomidine 1.0&#xa0;&#xb5;g/kg IV &#x2b; 0.7&#xa0;&#xb5;g/kg&#xb7; h continuous infusion</td>
<td align="center">Laparoscopically assisted vaginal hysterectomy</td>
<td align="center">Remifentanil 0.3&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">C. Lee 2013</td>
<td align="center">Korea</td>
<td align="center">31/29</td>
<td align="center">31/29</td>
<td align="center">50.7</td>
<td align="center">NA</td>
<td align="center">Pregabalin 300&#xa0;mg orally</td>
<td align="center">Laparoendoscopic single-site urologic surgery</td>
<td align="center">Remifentanil 0.3&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">S. Treskatsch 2014</td>
<td align="center">Germany</td>
<td align="center">16/17</td>
<td align="center">8/25</td>
<td align="center">66.0</td>
<td align="center">NA</td>
<td align="center">Amantadine 200 mg/500&#xa0;mL solution</td>
<td align="center">Intra-abdominal surgery</td>
<td align="center">Remifentanil 0.2&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">E. Choi 2015</td>
<td align="center">Korea</td>
<td align="center">25/25</td>
<td align="center">0/50</td>
<td align="center">44.1</td>
<td align="center">NA</td>
<td align="center">Ketamine 0.5&#xa0;mg/kg IV &#x2b; 5.0&#xa0;&#xb5;g/kg&#xb7; min continuous infusion</td>
<td align="center">Elective laparoscopic gynecological surgery</td>
<td align="center">Remifentanil 0.3&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">P. C. Leal 2015</td>
<td align="center">Brazil</td>
<td align="center">28/28</td>
<td align="center">9/47</td>
<td align="center">44.6</td>
<td align="center">28/28/0</td>
<td align="center">Ketamine 5.0&#xa0;&#xb5;g/kg&#xb7; min continuous infusion</td>
<td align="center">Laparoscopic cholecystectomy</td>
<td align="center">Remifentanil 0.4&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">H. Bornemann-Cimenti 2016</td>
<td align="center">Austria</td>
<td align="center">37/19</td>
<td align="center">31/25</td>
<td align="center">60.5</td>
<td align="center">4/24/28</td>
<td align="center">S (&#x2b;)-ketamine 0.25&#xa0;mg/kg IV &#x2b; 0.125&#xa0;mg/kg&#xb7; h continuous infusion or S (&#x2b;)-ketamine 0.015&#xa0;mg/kg&#xb7; h continuous infusion</td>
<td align="center">Elective major abdominal surgery</td>
<td align="center">Remifentanil 0.1&#x2013;0.3&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">M. Kong 2016</td>
<td align="center">China</td>
<td align="center">25/25</td>
<td align="center">32/18</td>
<td align="center">51.5</td>
<td align="center">NA</td>
<td align="center">Butorphanol 0.2&#xa0;&#xb5;g/kg IV &#x2b; 0.02&#xa0;&#xb5;g/kg&#xb7; min continuous infusion</td>
<td align="center">Laparoscopic cholecystectomy</td>
<td align="center">Remifentanil 0.3&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">C.-H. Koo 2016</td>
<td align="center">Korea</td>
<td align="center">27/26</td>
<td align="center">33/20</td>
<td align="center">63.7</td>
<td align="center">NA</td>
<td align="center">Ibuprofen 800&#xa0;mg IV over 30&#xa0;min</td>
<td align="center">Pancreaticoduodenectomy</td>
<td align="center">Remifentanil TCI 4&#xa0;ng/mL</td>
</tr>
<tr>
<td align="center">Z. Yu 2016</td>
<td align="center">China</td>
<td align="center">57/29</td>
<td align="center">0/86</td>
<td align="center">46.1</td>
<td align="center">NA</td>
<td align="center">Dexmedetomidine 0.5&#xa0;&#xb5;g/kg IV &#x2b; 0.6&#xa0;&#xb5;g/kg h continuous infusion or flurbiprofen 1.5&#xa0;mg/kg combination with dexmedetomidine infusion</td>
<td align="center">Laparoscopic assisted vaginal hysterectomy</td>
<td align="center">Remifentanil 0.3&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">L. Zhang 2016</td>
<td align="center">China</td>
<td align="center">56/28</td>
<td align="center">0/84</td>
<td align="center">46.0</td>
<td align="center">67/NA/NA</td>
<td align="center">Butorphanol 20&#xa0;&#xb5;g/kg IV or butorphanol 20&#xa0;&#xb5;g/kg combined with flurbiprofen 0.5&#xa0;mg/kg</td>
<td align="center">Elective laparoscopicgynaecological surgery</td>
<td align="center">Remifentanil 0.3&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">C. H. Koo 2017</td>
<td align="center">Korea</td>
<td align="center">30/31</td>
<td align="center">20/41</td>
<td align="center">47.0</td>
<td align="center">50/11/0</td>
<td align="center">Naloxone 0.05&#xa0;&#xb5;g/kg&#xb7; min continuous infusion</td>
<td align="center">Thyroid surgery</td>
<td align="center">Remifentanil TCI 4&#xa0;ng/mL</td>
</tr>
<tr>
<td align="center">M. Mercieri 2017</td>
<td align="center">Italy</td>
<td align="center">31/32</td>
<td align="center">34/29</td>
<td align="center">64.5</td>
<td align="center">6/42/15</td>
<td align="center">Buprenorphine 25&#xa0;&#xb5;g/h continuous infusion</td>
<td align="center">Lateral thoracotomy</td>
<td align="center">Remifentanil TCI 5&#xa0;ng/mL</td>
</tr>
<tr>
<td align="center">L. Zhang 2017</td>
<td align="center">China</td>
<td align="center">28/28</td>
<td align="center">0/56</td>
<td align="center">44.8</td>
<td align="center">45/11/0</td>
<td align="center">Flurbiprofen 1.0&#xa0;mg/kg IV</td>
<td align="center">Elective laparoscopic gynecologic surgery</td>
<td align="center">Remifentanil 0.3&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">H. Qiu 2018</td>
<td align="center">China</td>
<td align="center">32/16</td>
<td align="center">24/24</td>
<td align="center">NA</td>
<td align="center">NA</td>
<td align="center">Dexmedetomidine 0.2&#xa0;&#xb5;g/kg IV or 0.6&#xa0;&#xb5;g/kg</td>
<td align="center">Thyroidectomy</td>
<td align="center">Remifentanil 0.2&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">B. Sng 2018</td>
<td align="center">Singapore</td>
<td align="center">45/44</td>
<td align="center">0/89</td>
<td align="center">48.1</td>
<td align="center">NA</td>
<td align="center">S (&#x2b;)-ketamine 0.25&#xa0;mg/kg IV</td>
<td align="center">Open abdominal hysterectomy</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="center">X. Du 2019</td>
<td align="center">China</td>
<td align="center">60/20</td>
<td align="center">NA</td>
<td align="center">NA</td>
<td align="center">NA</td>
<td align="center">Parecoxib 40&#xa0;mg IV or dexmedetomidine 0.6&#xa0;&#xb5;g/kg&#xb7; h continuous infusion or both</td>
<td align="center">Laparoscopic cholecystectomy</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="center">R. Guti&#xe9;rrez 2019</td>
<td align="center">Chile</td>
<td align="center">23/24</td>
<td align="center">4/43</td>
<td align="center">44.5</td>
<td align="center">18/29/0</td>
<td align="center">ACTZ 250&#xa0;mg IV</td>
<td align="center">Total thyroidectomy without neck dissection</td>
<td align="center">Remifentanil TCI 4.5 &#xb1; 0.5&#xa0;ng/mL</td>
</tr>
<tr>
<td align="center">J. Hu 2020</td>
<td align="center">China</td>
<td align="center">24/24</td>
<td align="center">11/37</td>
<td align="center">50.2</td>
<td align="center">24/24/0</td>
<td align="center">Nalbuphine 0.2&#xa0;mg/kg IV</td>
<td align="center">Laparoscopic cholecystectomy</td>
<td align="center">Remifentanil 0.4&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
<tr>
<td align="center">E. Tognoli 2020</td>
<td align="center">Italy</td>
<td align="center">24/24</td>
<td align="center">29/19</td>
<td align="center">58.6</td>
<td align="center">19/24/5</td>
<td align="center">S (&#x2b;)-ketamine 5.0, 2.5 and 2&#xa0;&#xb5;g/kg&#xb7; min continuous infusion &#x2b; methadone 2.0&#xa0;mg IV</td>
<td align="center">Open laparotomy for anterior resection of the rectum</td>
<td align="center">Remifentanil TCI 5&#x2013;7&#xa0;ng/mL</td>
</tr>
<tr>
<td align="center">Z. Wu 2020</td>
<td align="center">China</td>
<td align="center">60/29</td>
<td align="center">28/61</td>
<td align="center">40.0</td>
<td align="center">74/15/0</td>
<td align="center">Dexmedetomidine 0.2&#xa0;&#xb5;g/kg continuous infusion or 0.5&#xa0;&#xb5;g/kg</td>
<td align="center">Thyroidectomy</td>
<td align="center">Remifentanil 0.3&#xa0;&#x3bc;g/kg&#xb7; min</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4-2">
<title>3.2 Risk of bias assessment</title>
<p>
<xref ref-type="sec" rid="s11">Supplementary Appendix S2</xref> contains the details for the risk of bias assessment. The random sequence generation was specified in 24 trials (72.7%). Although 18 trials (54.5%) reported allocation concealment, one trial had a high risk of bias. Only one trial did not use blinding methods. Eight trials (24.2%) had selective reporting. No trials were found to be at high risk of bias due to incomplete outcome data and other bias. Overall, the included studies were of relatively high quality.</p>
</sec>
<sec id="s4-3">
<title>3.3 Network geometry of eligible comparisons</title>
<p>The network geometry plot (<xref ref-type="fig" rid="F2">Figure 2</xref>) represents the network of eligible comparisons for postoperative pain intensity at rest at 24&#xa0;h (A) and the incidence of PONV (B). The postoperative pain intensity at rest at 24&#xa0;h after surgery was reported in 28 studies involving 20 treatments, and the incidence of PONV was reported in 27 studies involving 17 treatments. There was at least one placebo-controlled trial for each treatment. When a direct comparison was performed, each treatment was represented by a node and linked by an edge. More sample sizes indicate a bigger node, while more studies demonstrate a thicker edge.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Network meta-analysis of eligible comparisons for postoperative pain intensity at rest at 24&#xa0;h <bold>(A)</bold> and the incidence of PONV <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fphar-14-1199794-g002.tif"/>
</fig>
</sec>
<sec id="s4-4">
<title>3.4 Results of primary outcomes</title>
<p>The forest plot (<xref ref-type="fig" rid="F3">Figure 3</xref>) displays the network meta-analysis results for the primary outcomes. In terms of postoperative pain intensity, amantadine, magnesium sulphate, pregabalin, dexmedetomidine, ibuprofen, flurbiprofen plus dexmedetomidine, parecoxib, parecoxib plus dexmedetomidine and S (&#x2b;)-ketamine plus methadone were all associated with milder pain intensity than placebo, with SMDs ranging between &#x2212;3.06 (95% CI: &#x2212;4.67, &#x2212;1.45) for amantadine and &#x2212;0.62 (95% CI: &#x2212;1.23, &#x2212;0.01) for magnesium sulphate. Regarding the PONV incidence, intervention with dexmedetomidine (OR &#x3d; 0.25, 95% CI: 0.11, 0.54) or flurbiprofen plus dexmedetomidine (OR &#x3d; 0.27, 95% CI: 0.08, 0.87) results in a lower incidence of PONV than placebo.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Forest plots of network meta-analysis of all trials for postoperative pain intensity at rest at 24&#xa0;h <bold>(A)</bold> and the incidence of PONV <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fphar-14-1199794-g003.tif"/>
</fig>
<p>The league table (<xref ref-type="fig" rid="F4">Figure 4</xref>) illustrates head-to-head comparisons of all pharmacological intervention strategies and placebo for postoperative pain intensity (lower left portion) and PONV incidence (upper right portion). The results of pairwise comparisons are expressed as SMD (95% CI) and OR (95% CI), respectively. The two-dimensional graph (<xref ref-type="fig" rid="F5">Figure 5</xref>) reveals that only dexmedetomidine and flurbiprofen plus dexmedetomidine outperform placebo in terms of postoperative pain intensity and PONV incidence.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>League table of head-to-head comparisons for postoperative pain intensity at rest at 24&#xa0;h and the incidence of PONV of all pharmacological interventions and placebo. PLA &#x3d; placebo. SKET &#x3d; S (&#x2b;)-ketamine. KET &#x3d; ketamine. AMA &#x3d; amantadine. MAG &#x3d; magnesium sulphate. PRE &#x3d; pregabalin. ADE &#x3d; adenosine. DEX &#x3d; dexmedetomidine. BUT &#x3d; butorphanol. IBU &#x3d; ibuprofen. FLU &#x2b; DEX &#x3d; flurbiprofen &#x2b; dexmedetomidine. FLU &#x2b; BUT &#x3d; flurbiprofen &#x2b; butorphanol. NALO &#x3d; naloxone. BUP &#x3d; buprenorphine. FLU &#x3d; flurbiprofen. PAR &#x3d; parecoxib. PAR &#x2b; DEX &#x3d; parecoxib &#x2b; dexmedetomidine. NALB &#x3d; nalbuphine. SKET &#x2b; MET &#x3d; S (&#x2b;)-ketamine &#x2b; methadone.</p>
</caption>
<graphic xlink:href="fphar-14-1199794-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Two-dimensional graphs for postoperative pain intensity at rest at 24&#xa0;h and the incidence of PONV. 1 &#x3d; placebo; 2 &#x3d; S (&#x2b;)-ketamine; 3 &#x3d; ketamine; 4 &#x3d; amantadine; 5 &#x3d; magnesium sulphate; 6 &#x3d; pregabalin; 7 &#x3d; dexmedetomidine; 8 &#x3d; butorphanol; 9 &#x3d; ibuprofen; 10 &#x3d; flurbiprofen &#x2b; dexmedetomidine; 11 &#x3d; flurbiprofen &#x2b; butorphanol; 12 &#x3d; naloxone; 13 &#x3d; buprenorphine; 14 &#x3d; flurbiprofen; 15 &#x3d; nalbuphine; 16 &#x3d; S (&#x2b;)-ketamine &#x2b; methadone; 17 &#x3d; ACTZ.</p>
</caption>
<graphic xlink:href="fphar-14-1199794-g005.tif"/>
</fig>
<p>In the ranking probability plot (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref>, <xref ref-type="fig" rid="F4">Figure 4</xref>), amantadine appeared to be the best agent for postoperative pain intensity among all 20 treatments with a SUCRA value of 96.2. In terms of PONV incidence, it was determined that dexmedetomidine appeared to be the best option among all 17 PONV treatments, with a SUCRA value of 90.3.</p>
</sec>
<sec id="s4-5">
<title>3.5 Results of secondary outcomes</title>
<sec id="s4-5-1">
<title>3.5.1 Pain threshold at 24&#xa0;h after surgery</title>
<p>Ten studies involving 11 interventions reported pain thresholds 24&#xa0;h after surgery (measured by QST and in g) (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.1.1</xref>). Butorphanol (SMD &#x3d; 2.43, 95% CI: 1.65, 3.22), magnesium sulphate (SMD &#x3d; 1.01, 95% CI: 0.14, 1.88) and dexmedetomidine (SMD &#x3d; 1.01, 95% CI: 0.14, 1.88) have higher pain thresholds than placebo at 24&#xa0;h after surgery (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.1.2</xref>). The league table (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.1.3</xref>) illustrates the comparison of each intervention to one another. Flurbiprofen plus dexmedetomidine was ranked first in the ranking probability plot (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.1.4</xref>) among 11 interventions with a SUCRA value of 98.1.</p>
</sec>
<sec id="s4-5-2">
<title>3.5.2 Cumulative morphine consumption over the 24&#xa0;h</title>
<p>A total of 14 studies with 11 interventions reported cumulative morphine consumption over a 24&#xa0;h period (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.2.1</xref>). Flurbiprofen (SMD &#x3d; &#x2212;17.36, 95% CI: &#x2212;22.13, &#x2212;12.59) and dexmedetomidine (SMD &#x3d; &#x2212;11.83, 95% CI: &#x2212;17.77, &#x2212;5.90) caused more morphine consumption at 24&#xa0;h after surgery than placebo (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.2.2</xref>). The league table (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.2.3</xref>) compares the outcomes of each intervention to one another. Flurbiprofen plus dexmedetomidine was ranked first in the ranking probability plot (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.2.4</xref>) among 11 interventions with a SUCRA value of 100.</p>
</sec>
<sec id="s4-5-3">
<title>3.5.3 The time to first postoperative analgesic requirement</title>
<p>The time to the first postoperative analgesic requirement was reported in 14 studies involving 13 interventions (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.3.1</xref>). When compared with placebo, flurbiprofen plus dexmedetomidine (MD &#x3d; 43.05, 95% CI: 28.49, 57.60), adenosine (MD &#x3d; 26.90, 95% CI: 11.98, 41.82), magnesium sulphate (MD &#x3d; 23.29, 95% CI: 12.27, 34.30) and dexmedetomidine (MD &#x3d; 11.39, 95% CI: 0.93, 21.84) have a longer time to require first postoperative analgesic (<xref ref-type="sec" rid="s11">Supplementary Appendix S5</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 5.3.2</xref>). The league table (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.3.3</xref>) compares the outcome of each intervention to one another. Flurbiprofen plus dexmedetomidine was ranked first in the ranking probability plot (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.3.4</xref>) among 13 interventions with SUCRA value of 98.5.</p>
</sec>
<sec id="s4-5-4">
<title>3.5.4 Incidence of shivering</title>
<p>Nine studies involving nine interventions reported the incidence of shivering (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.4.1</xref>). Dexmedetomidine (OR &#x3d; 0.16, 95% CI: 0.06, 0.43), flurbiprofen plus dexmedetomidine (OR &#x3d; 0.12, 95% CI: 0.03, 0.49), magnesium sulphate (OR &#x3d; 0.07, 95% CI: 0.02, 0.36) and S (&#x2b;) -ketamine (OR &#x3d; 0.05, 95% CI: 0.00, 0.99) have a lower incidence of shivering than placebo (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.4.2</xref>). The league table (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.4.3</xref>) compares the outcomes of each intervention to one another. S (&#x2b;) -ketamine was ranked highest in the ranking probability plot (<xref ref-type="sec" rid="s11">Supplementary Appendix S4</xref> and <xref ref-type="sec" rid="s11">Supplementary Figure 4.4.4</xref>) among nine interventions with SUCRA value of 82.0.</p>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="s5">
<title>4 Discussion</title>
<p>Because of the morbidity concealment, complex pathogenesis, and treatment uncertainty of OIH, the best strategy is to avoid it. This is the first systematic review and network meta-analysis to compare various pharmacological interventions and investigate the best strategy for preventing the increase in postoperative pain caused by OIH in adults following general anesthesia. The following aspects of the 20 treatments were compared and analyzed: pain intensity, opioid-related adverse effects, pain threshold, time first to rescue analgesia, and morphine consumption. We identified that no such perfect drug performs best in all indicators. This emphasizes the significance of individualized treatment selection and a multimodal approach.</p>
<p>Our findings reveal that amantadine, magnesium sulphate, pregabalin, dexmedetomidine, ibuprofen, flurbiprofen plus dexmedetomidine, parecoxib, parecoxib plus dexmedetomidine and S (&#x2b;)-ketamine plus methadone all have the potential to prevent the increase in postoperative pain intensity, with amantadine appearing to be the best option among the 20 interventions studies. Although the mechanisms underlying OIH are not fully understood. Preclinical models implicate the glutaminergic system and pathological NMDA receptor activation in the development of central sensitization (<xref ref-type="bibr" rid="B42">Mao et al., 1994</xref>; <xref ref-type="bibr" rid="B44">Mao et al., 2002</xref>; <xref ref-type="bibr" rid="B71">Zhao et al., 2012</xref>). Amantadine, magnesium sulphate, methadone, and S (&#x2b;)-ketamine are known to be the NMDA receptor&#x2019;s antagonists, where its primary effects are thought to occur. Wu L et al. found that perioperative administration of NMDA receptor antagonists effectively reduced postoperative pain intensity and morphine consumption (<xref ref-type="bibr" rid="B65">Wu et al., 2015</xref>), without evident psychological effects. However, our findings suggest that amantadine may be the best option when either ketamine or S (&#x2b;)-ketamine fails to show significant superiority in preventing the rise of postoperative pain intensity. A possible explanation for this discrepancy is that Wu L et al.&#x27;s conclusion requires extraordinary caution in interpretation due to high heterogeneity even after subgroup analysis. The studies involved were small (only 14 studies included 3 drugs which directly act on NMDA receptors), with possible overestimation of the risk of Type II statistical error. However, the effect of an intervention may be influenced to varying degrees by other factors in NMDA. Therefore, we suggest that future studies should consider confirming the findings of our meta-analysis.</p>
<p>Ibuprofen, flurbiprofen, and parecoxib are NSAIDs that have potent anti-inflammatory, analgesic, and antipyretic activities and are used globally. One of their primary mechanisms of action is the inhibition of cyclo-oxygenase (COX), an enzyme involved in the biosynthesis of prostaglandins and thromboxane (<xref ref-type="bibr" rid="B6">Bacchi et al., 2012</xref>). Prostaglandins have been demonstrated to modulate nociceptive processing (<xref ref-type="bibr" rid="B5">Baba et al., 2001</xref>) and stimulate the release of the excitatory amino acid glutamate in the dorsal horns of the spinal cord (<xref ref-type="bibr" rid="B50">O&#x2019;Rielly Darren and Loomis Christopher, 2006</xref>). Moreover, COX constitutively expressed in the spinal cord and is activated in response to peripheral stimuli that cause pain, primarily through the involvement of NMDA and substance P signaling (<xref ref-type="bibr" rid="B67">Yaksh and Malmberg, 1993</xref>). As such, NSAIDs have been demonstrated to inhibit the heightened sensitivity to pain triggered by the activation of spinal NMDA and substance P receptors (<xref ref-type="bibr" rid="B41">Malmberg and Yaksh, 1992</xref>; <xref ref-type="bibr" rid="B67">Yaksh and Malmberg, 1993</xref>). Clinical studies or meta-analyses about the effect of COX inhibitors on OIH are still lacking, even though it has been proved in animal models (<xref ref-type="bibr" rid="B40">Li et al., 2018</xref>; <xref ref-type="bibr" rid="B51">Peng et al., 2019</xref>) and human volunteers (<xref ref-type="bibr" rid="B33">Koppert et al., 2004</xref>; <xref ref-type="bibr" rid="B39">Lenz et al., 2011</xref>).</p>
<p>It has been indicated that opioid-induced pronociceptive effects are caused by central and peripheral nervous system sensitization, similar to the mechanism of hyperalgesia associated with nerve injury (<xref ref-type="bibr" rid="B43">Mao et al., 1995</xref>). Pregabalin is a 3-substituted analogue of &#x3b3;-aminobutyric acid used to treat neuropathic pain (<xref ref-type="bibr" rid="B22">Guay, 2005</xref>) with the side effects of dizziness and drowsiness. It has a similar structure and mechanism of action to gabapentin but has fewer side effects (<xref ref-type="bibr" rid="B10">Ben-Menachem, 2004</xref>). Pregabalin binds strongly to the &#x3b1;2&#x3b4;-1 subunit of voltage-gated calcium channels. This binding impairs channel trafficking and reduces the release of various neurotransmitters, including glutamate, noradrenaline, and substance P (<xref ref-type="bibr" rid="B7">Bannister et al., 2011</xref>). These effects result in interactions with spino-bulbo-spinal loop-comprising projection neurons in the superficial dorsal horn and brainstem, leading to facilitation of 5-hydroxytryptamine3 receptor-mediated effects in pain modulation. It has been indicated that pregabalin reduce hyperalgesia and allodynia in human volunteers (<xref ref-type="bibr" rid="B12">Chizh et al., 2007</xref>) and rat models (<xref ref-type="bibr" rid="B17">Field et al., 1999</xref>). However, A&#xa0;J Lederer et al. reviewed the effects of pregabalin on OIH and concluded that, despite strong support by theoretical considerations, the recommendation as a clinical use still lacks clinical evidence (<xref ref-type="bibr" rid="B37">Lederer et al., 2011</xref>). Stoicia et al. reached a similar conclusion, stating that applying gabapentin in mitigating OIH still requires support from large-scale standardized patient studies (<xref ref-type="bibr" rid="B57">Stoicea et al., 2015</xref>).</p>
<p>Dexmedetomidine is a potent and highly selective &#x3b1;-2 adrenoceptor agonist with sympatholytic, sedative, amnestic, and analgesic properties (<xref ref-type="bibr" rid="B30">Khan et al., 1999</xref>). Its anti-hyperalgesia effects are closely associated with NMDA receptors. Animal studies reveal that dexmedetomidine modulates spinal cord NMDA receptor activation by suppressing tyrosine phosphorylation of NR2B in the superficial spinal cord, which was found to be upregulated during remifentanil-induced hyperalgesia (<xref ref-type="bibr" rid="B72">Zheng et al., 2012</xref>). Furthermore, another study has provided evidence supporting the prevention of OIH by dexmedetomidine through the regulation of spinal NMDA receptors, as well as the levels of protein kinase C (PKC) and calcium/calmodulin-dependent protein kinase II (CaMKII), both of which are involved in neuronal signaling (<xref ref-type="bibr" rid="B68">Yuan et al., 2017</xref>). Similarly, its anti-hyperalgesia effect in clinical practice requires further investigation.</p>
<p>The findings of the present meta-analysis also revealed that dexmedetomidine and flurbiprofen plus dexmedetomidine are interventions associated with a lower PONV incidence compared to placebo. It is worth noting that flurbiprofen alone has no superior effect. This appears to imply that dexmedetomidine plays a significant role in preventing PONV, consistent with previous studies (<xref ref-type="bibr" rid="B35">Le Bot et al., 2015</xref>; <xref ref-type="bibr" rid="B28">Jin et al., 2017</xref>; <xref ref-type="bibr" rid="B21">Grape et al., 2019</xref>). Jin S et al. (<xref ref-type="bibr" rid="B28">Jin et al., 2017</xref>) investigated the effect of dexmedetomidine on PONV in patients undergoing general anesthesia. They identified that dexmedetomidine (irrespective of administration mode) had a significantly lower incidence of PONV than placebo. It was thought that this additional antiemetic effect of &#x3b1;2 agonists might be explained by inhibiting catecholamines by parasympathetic tone, even though the biological basis remains unknown. Alternatively, dexmedetomidine may reduce intraoperative anesthetics and opioids, which have been considered risk factors for PONV (<xref ref-type="bibr" rid="B19">Gan et al., 2020</xref>).</p>
<p>The treatment risk/benefit ratio is an important consideration in clinical decision-making. Our findings revealed that, while there is the best option in every index, dexmedetomidine is the only pharmacological intervention that outperformed placebo in all indicators. In addition, the multifaceted benefit of dexmedetomidine in improving the quality of emergence from anesthesia (<xref ref-type="bibr" rid="B2">Aouad et al., 2019</xref>), reducing postoperative delirium incidence (<xref ref-type="bibr" rid="B15">Duan et al., 2018</xref>), enhancing recovery after surgery (<xref ref-type="bibr" rid="B29">Kaye et al., 2020</xref>) and providing organ-protective effects (<xref ref-type="bibr" rid="B8">Bao and Tang, 2020</xref>) has already been fully demonstrated and widely accepted. Despite the side effects of hypotension and bradycardia, it is difficult to deny that dexmedetomidine is an attractive anesthetic adjuvant (<xref ref-type="bibr" rid="B63">Weerink et al., 2017</xref>).</p>
<p>This network meta-analysis had several possible limitations. First, because multiple interventions were included in the analysis, several had data from only one study, resulting in a relatively small sample size, which could have led to possible bias and overestimation of the treatment effect. Second, some non-pharmacological interventions, such as gradual withdrawal of remifentanil (<xref ref-type="bibr" rid="B13">Comelon et al., 2016</xref>), opioid rotation (<xref ref-type="bibr" rid="B46">Mercadante and Arcuri, 2005</xref>) and combination with a regional nerve block (<xref ref-type="bibr" rid="B52">Rivat et al., 2013</xref>), were not included in the comparison. Third, it is important to acknowledge that despite conducting comprehensive literature research prior to designing the retrieval strategy and considering commonly used drugs in clinical anesthesia, there is a possibility that our study may have omitted other drugs that have been investigated for their effects on OIH. Finally, there was variation in gender, opioid dosage, timing, administration regimens, surgery duration, and anesthesia maintenance. These disparities limit the amount of data pooled in a meta-analysis, posing significant challenges in interpreting and applying the results.</p>
<p>Overall, this systematic review and network meta-analysis provides the most comprehensive summary of the comparative effect of various pharmacological interventions on improving the intensity of postoperative pain caused by OIH.</p>
</sec>
<sec sec-type="conclusion" id="s6">
<title>5 Conclusion</title>
<p>In summary, a meta-analysis of eligible RCTs identified that amantadine was the best at preventing an increase in postoperative pain and non-inferior to placebo in the incidence of PONV. In contrast, dexmedetomidine was the only intervention superior to placebo in all indicators.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s7">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s8">
<title>Author contributions</title>
<p>W-JX and WL proposed and designed the study. Y-CL, J-SH, C-FF, and H-FC provided experimental research. W-JX and Y-CL participated in data analysis. W-JX and J-SH wrote and revised the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s9">
<title>Conflict of interest</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 sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11">
<title>Supplementary material</title>
<p>The supplementary material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2023.1199794/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphar.2023.1199794/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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