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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pain Res.</journal-id><journal-title-group>
<journal-title>Frontiers in Pain Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pain Res.</abbrev-journal-title></journal-title-group>
<issn pub-type="epub">2673-561X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpain.2026.1666510</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>OPRM1 gene polymorphism linked to anxiety in cancer-related pain patients: an observational study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes"><name><surname>Mo</surname><given-names>Jianwen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="an1"><sup>&#x2020;</sup></xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role></contrib>
<contrib contrib-type="author" equal-contrib="yes"><name><surname>Xie</surname><given-names>Zhuolun</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="an1"><sup>&#x2020;</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2977103/overview"/><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role></contrib>
<contrib contrib-type="author"><name><surname>Li</surname><given-names>Xiaolan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role></contrib>
<contrib contrib-type="author"><name><surname>Hu</surname><given-names>Lei</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="visualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/visualization/">Visualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role></contrib>
<contrib contrib-type="author"><name><surname>Chen</surname><given-names>Min</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/3342880/overview" /><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Xia</surname><given-names>Xiaolin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="validation" vocab-term-identifier="https://credit.niso.org/contributor-roles/validation/">Validation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Wang</surname><given-names>Wei</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="validation" vocab-term-identifier="https://credit.niso.org/contributor-roles/validation/">Validation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role></contrib>
</contrib-group>
<aff id="aff1"><label>1</label><institution>Department of Oncology, Yunfu People&#x2019;s Hospital</institution>, <city>Yunfu</city>, <country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Radiation Oncology, Nanfang Hospital, Southern Medical University</institution>, <city>Guangzhou</city>, <country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Pharmacy, Yunfu People&#x0027;s Hospital</institution>, <city>Yunfu</city>, <country country="cn">China</country></aff>
<aff id="aff4"><label>4</label><institution>Guangdong Provincial Key Laboratory for Prevention and Control of Major Liver Disease, Southern Medical University Nanfang Hospital</institution>, <city>Guangzhou</city>, <country country="cn">China</country></aff>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Xiaolin Xia <email xlink:href="mailto:31657047@qq.com">31657047@qq.com</email> Wei Wang <email xlink:href="mailto:wwei9500@smu.edu.cn">wwei9500@smu.edu.cn</email></corresp>
<fn fn-type="equal" id="an1"><label>&#x2020;</label><p>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-05"><day>05</day><month>02</month><year>2026</year></pub-date>
<pub-date publication-format="electronic" date-type="collection"><year>2026</year></pub-date>
<volume>7</volume><elocation-id>1666510</elocation-id>
<history>
<date date-type="received"><day>23</day><month>07</month><year>2025</year></date>
<date date-type="rev-recd"><day>09</day><month>01</month><year>2026</year></date>
<date date-type="accepted"><day>12</day><month>01</month><year>2026</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2026 Mo, Xie, Li, Hu, Chen, Xia and Wang.</copyright-statement>
<copyright-year>2026</copyright-year><copyright-holder>Mo, Xie, Li, Hu, Chen, Xia and Wang</copyright-holder><license><ali:license_ref start_date="2026-02-05">https://creativecommons.org/licenses/by/4.0/</ali:license_ref><license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p></license>
</permissions>
<abstract><sec><title>Introduction</title>
<p>Anxiety is common in patients with cancer-related pain, affecting an increasing number of individuals annually and negatively impacting prognosis. Limited methods are available for early identification of anxiety in these patients. This study explores the link between the OPRM1 gene&#x0027;s polymorphism and anxiety in cancer patients.</p>
</sec><sec><title>Methods</title>
<p>We prospectively recruited 76 patients experiencing pain from Yunfu People&#x0027;s Hospital and assessed them with questionnaires on anxiety, depression, quality of life, and other metrics before they commenced opioid treatment. Additionally, Numeric Rating Scale (NRS) scores and opioid usage data were recorded. In situ hybridization was used to analyze the OPRM1 polymorphism rs1799971. Based on the available data, appropriate opioid dosage conversion relationships were established.</p>
</sec><sec><title>Results</title>
<p>This study found that 40.8&#x0025; (31/76) exhibited anxiety symptoms. OPRM1 genotyping revealed 31.6&#x0025; AA, 48.7&#x0025; AG, and 19.7&#x0025; GG genotypes, conforming to Hardy-Weinberg equilibrium. No genotype differences were found in morphine dosage or NRS pain scores. However, G allele carriers exhibited significantly lower anxiety scores (median 27.0 vs. 36.0, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.017). Multivariate analysis identified G allele (OR&#x2009;&#x003D;&#x2009;0.15, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.040) and antitumor therapy (OR&#x2009;&#x003D;&#x2009;0.10, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.027) as protective against anxiety, while breakthrough pain (OR&#x2009;&#x003D;&#x2009;6.65), higher pretreatment NRS scores (OR&#x2009;&#x003D;&#x2009;2.80), and depression (OR&#x2009;&#x003D;&#x2009;61.03) were risk factors (all <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05).</p>
</sec><sec><title>Discussion</title>
<p>Our study indicates that G allele carriers exhibit lower anxiety levels, suggesting a certain correlation between the OPRM1 gene polymorphism and anxiety in cancer pain patients. Furthermore, there is a need to pay increased attention to the psychological health of cancer pain patients with the AA genotype.</p>
</sec>
</abstract>
<kwd-group>
<kwd>cancer pain</kwd>
<kwd>numeric rating scale (NRS)</kwd>
<kwd>OPRM1</kwd>
<kwd>Quality of Life Questionnaire Core 30 (QLQ-C30)</kwd>
<kwd>self-rating anxiety scale (SAS)</kwd>
<kwd>self-rating depression scale (SDS)</kwd>
</kwd-group><funding-group><funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This work was supported by the Research Foundation of Yunfu-people&#x0027;s Hospital (A20221004).</funding-statement></funding-group><counts>
<fig-count count="1"/>
<table-count count="4"/><equation-count count="0"/><ref-count count="41"/><page-count count="8"/><word-count count="8456"/></counts><custom-meta-group><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Cancer Pain</meta-value></custom-meta></custom-meta-group>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<p>Among patients receiving cancer pain treatment, anxiety is highly prevalent, with approximately 10&#x0025; of individuals experiencing varying degrees of anxiety, a number that is continually increasing annually (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B3">3</xref>). Studies indicate that anxiety can lead to a decline in overall quality of life (<xref ref-type="bibr" rid="B4">4</xref>). A meta-analysis demonstrated that anxiety in cancer pain patients adversely affects prognosis, with a 44&#x0025; reduction in survival rates (<xref ref-type="bibr" rid="B5">5</xref>). Therefore, early identification of high-risk patients is crucial. However, current methods for early identification of anxious individuals among cancer pain patients remain limited.</p>
<p>Current early identification of anxiety primarily relies on factors such as age, disease stage, smoking status (<xref ref-type="bibr" rid="B6">6</xref>), reproductive phenotypes, including the age of menarche, age at first sexual intercourse (AFS) (<xref ref-type="bibr" rid="B7">7</xref>), and the availability of <italic>&#x03BC;</italic>-opioid receptors (MOR) (<xref ref-type="bibr" rid="B8">8</xref>). The MOR, encoded by OPRM1, is widely distributed in the brain and plays key roles in pain processing, addiction, and emotional regulation. In the parabrachial nucleus (PBL), manipulating the activity of neurons expressing OPRM1 may trigger the occurrence of anxiety-like behaviors through the activation of ventral tegmental area (VTA) dopaminergic neurons, such as changes in respiratory frequency (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>). Therefore, the OPRM1 gene is considered to be a gene that influences anxiety and social behavior (<xref ref-type="bibr" rid="B11">11</xref>). However, it is currently unclear whether OPRM1 gene polymorphisms can be used for the early identification of cancer pain patients with comorbid anxiety.</p>
<p>During the treatment of cancer pain, it is particularly important to recognize and effectively manage symptoms of anxiety, as psychological health can improve the quality of life and the overall effectiveness of cancer pain treatment (<xref ref-type="bibr" rid="B12">12</xref>). We hypothesize that the OPRM1 gene could serve as early biomarkers for anxiety in cancer pain patients. To test this hypothesis, we conducted the present study. We prospectively recruited 76 patients with malignant tumors who were scheduled to receive opioid analgesic treatment for their pain and administered questionnaires assessing anxiety and other psychological factors upon admission. Patients were subsequently divided into two groups based on whether they carried the G allele of the OPRM1 gene. We then compared differences between the groups across various dimensions of the questionnaire scores. Ultimately, our study results confirmed that G allele carriers exhibited lower levels of anxiety. This insight paves the way for new, personalized psychological support treatments for cancer pain patients and promotes a more diversified approach to cancer care.</p>
</sec>
<sec id="s2" sec-type="methods"><label>2</label><title>Methods</title>
<sec id="s2a"><label>2.1</label><title>Study design and participants</title>
<p>This study is a prospective cohort study of the anxiety levels of cancer pain patients with different OPRM1 genotypes that are conducted at a single institution. Our study was approved by the Yunfu People&#x0027;s Hospital Medical Ethics Committee (2022A050) and was conducted in compliance with the Declaration of Helsinki and Ethical Guidelines for Medical and Health Research Involving Human Subjects. The corresponding authors designed, managed, and provided financial support for the study. All data collection occurred prospectively. Clinical data were registered by physicians. Data analysis was conducted by first authors under the guidance of a statistician. The eligibility criteria: (1) Participants aged over 18 years; (2) Cancer patients requiring appropriate opioid analgesics for pain relief; (3) Individuals with good compliance who can effectively return for follow-up visits; (4) non-cancer pain patients. Key exclusion criteria included: (1) Participants under 18 years of age; (2) Patients with non-cancer pain; (3) Patients suffering from severe mental disorders that might interfere with the normal conduct of the study; (4) Individuals with incomplete data; (5) Participants with poor compliance; (6) Individuals without complete and valid OPRM1 gene testing results. Informed consent was obtained from all individual participants included in the study.</p>
</sec>
<sec id="s2b"><label>2.2</label><title>Patient enrollment</title>
<p>Prior to enrollment, all patients completed comprehensive pretreatment assessments to identify any opioid contraindications. Between January, 2023 to May, 2024, 76 cancer pain patients who met the inclusion criteria and were receiving opioid treatment participated in this study. All recruited patients were from Yunfu People&#x0027;s Hospital. The diagram is shown in (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>).</p>
<fig id="F1" position="float"><label>Figure&#x00A0;1</label>
<caption><p>Study diagram of this study.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fpain-07-1666510-g001.tif"><alt-text content-type="machine-generated">Flowchart showing a patient selection process: 222 patients with cancer pain were screened, all meeting inclusion criteria. Of these, 144 were excluded for declining OPRM1 gene testing. This left 78 consenting patients, 2 of whom were excluded for not completing the questionnaire. Ultimately, 76 patients were analyzed.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2c"><label>2.3</label><title>Data collected</title>
<p>All patients completed relevant questionnaires before receiving opioid treatment.</p>
<p>Each patient&#x0027;s anxiety status was assessed using the Self-Rating Anxiety Scale (SAS). The total score was calculated by summing the ratings of all items. A total score above 36 points was considered a positive screen, indicating the possible presence of anxiety symptoms requiring further examination. The higher the score, the more severe the anxiety.</p>
<p>The European Organization for Research and Treatment of Cancer (EORTC) developed the Quality of Life Questionnaire Core 30 (QLQ-C30) to assess the quality of life in cancer pain patients (<xref ref-type="bibr" rid="B13">13</xref>). This questionnaire includes 30 items covering multiple domains of quality of life, such as overall health status, functional scales and symptom scales.</p>
<p>Each patient&#x0027;s depression status was evaluated using the Self-Rating Depression Scale (SDS). Items are rated on a 4-point scale (1&#x2013;4 for negative statements, 4-1 for positive statements), with scores summed across all 20 items, multiplied by 1.25, and rounded to the nearest whole number to derive the standard total score. Scores below 50 indicate normal, 50-59 mild depression, 60-69 moderate depression, and 70-79 severe depression.</p>
<p>Nutritional status was assessed using a modified Subjective Global Assessment (SGA) with five grades: Normal (no weight loss, adequate intake), Mild malnutrition (5&#x0025;&#x2013;7.5&#x0025; weight loss, slight dietary reduction), Moderate malnutrition (7.5&#x0025;&#x2013;10&#x0025; weight loss, functional impairment), Severe malnutrition (&#x003E;10&#x0025; weight loss, marked depletion), and Overweight (BMI&#x2265;25 without malnutrition). Evaluations included weight history, dietary intake, and physical examination for muscle/fat loss.</p>
<p>All patients underwent pain assessment using the Numeric Rating Scale (NRS; 0&#x2013;10 point scale) both before initiation and after completion of opioid therapy to evaluate treatment-related changes in pain status. All patients underwent an NRS assessment for pain before receiving opioid treatment. After administering an equivalent dose of opioids and once the patients experienced pain relief, another NRS assessment was conducted. The dose of opioid medication required for pain relief was recorded for each patient.</p>
</sec>
<sec id="s2d"><label>2.4</label><title>OPRM1 genotyping</title>
<p>Oral mucosal cell samples were collected from the buccal walls of all participants using disposable sampling swabs and reserved for subsequent use. Swabs that could not be analyzed immediately should be stored at 2&#x2013;8&#x2005;&#x00B0;C and should not exceed 7 days in storage. After collecting, the swabs were allowed to thaw in the reagent room, followed by instantaneous centrifugation and reserved for further processing. A volume of 400&#x2005;&#x03BC;L of sample extraction solution (CQ-ENH type) was pipetted into a 1.5&#x2005;mL centrifuge tube, into which the swab head was immersed, and the stem of the swab was broken off so that the swab head was submerged in the extraction solution. The mixture was vortexed to ensure homogeneity (allowed to stand for 1&#x2005;min). Subsequently, 1.0&#x2005;&#x03BC;L of the processed sample was spotted onto the wall of the reagent tube, followed by centrifugation before being loaded onto the detection instrument. According to the manufacturer&#x0027;s instructions, <italic>in situ</italic> hybridization (ISH) was used to analyze the OPRM1 rs1799971 (A118G) gene polymorphism (reagents provided by Jinan Guangyin Medical Technology Co., Ltd.). The FISH method employed in this study is a liquid-phase hybridization system specifically designed for SNP genotyping of extracted DNA, rather than for traditional tissue localization applications. This method has undergone consistency validation using blood and oral exfoliated cell samples, with validation results demonstrating 100&#x0025; genotypic concordance. The method is reliable and suitable for genotyping analysis of oral swab samples. Full validation data are provided in Attachment 1.</p>
</sec>
<sec id="s2e"><label>2.5</label><title>Medications</title>
<p>In the course of our study, various types of opioid medications were utilized, making it necessary to convert to equivalent doses when comparing patients to different medications. We conducted a comparative analysis of the equivalent analgesic doses of several common analgesics and have listed the dose conversion ratios for these drugs administered via intramuscular (IM) and oral (PO) routes in. Based on the total daily oral morphine consumption, we converted to the recommended dosage of fentanyl patches. These dose conversion relationships are derived from publications by the American Society of Health-System Pharmacists (ASHP) and the instructions for use accompanying the fentanyl transdermal patch (Duragesic) (<xref ref-type="bibr" rid="B38">38</xref>).</p>
</sec>
<sec id="s2f"><label>2.6</label><title>Outcome</title>
<p>The primary objective of this study is to investigate the potential association between the OPRM1 gene and anxiety in a cohort of cancer pain patients. Secondary objectives include examining the correlation between the OPRM1 gene and the dose of opioid medication used.</p>
</sec>
<sec id="s2g"><label>2.7</label><title>Statistical analyses</title>
<p>Quantitative data are presented as median (interquartile range) or mean&#x2009;&#x00B1;&#x2009;standard deviation, and categorical data are presented as number of cases (<italic>n</italic>, &#x0025;). No missing data was encountered in the dataset utilized for this analysis. The relative frequencies of each genotype and allele were calculated and compared using chi-square analysis. Statistical comparisons of SAS, SDS, and QLQ-C30 scores among chronic cancer pain patients were performed using the &#x201C;CreateTableOne()&#x201D; function from the &#x201C;tableone&#x201D; R package, which automatically selects appropriate tests: <italic>t</italic>-tests or Wilcoxon rank-sum tests for continuous variables based on normality distribution, and Pearson&#x0027;s chi-square tests (with automatic switch to Fisher&#x0027;s exact test when expected cell counts &#x003C;5) for categorical variables. To investigate factors associated with anxiety in cancer patients with pain, logistic regression analysis was employed. Variables with a significance level of <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05 were included in the subsequent multivariate analysis. For categorical variables with multiple levels, the entire variable was retained in multivariate analysis if any level reached statistical significance (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), maintaining the integrity of the categorical structure. Multicollinearity among independent variables was evaluated using variance inflation factors (VIFs). Model fit was assessed using a likelihood ratio test.</p>
<p>A <italic>P</italic>-value&#x2009;&#x003C;&#x2009;0.05 was considered statistically significant. Statistical analyses were carried out with R software package version 4.4.0 and SPSS 27.0.</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3</label><title>Results</title>
<sec id="s3a"><label>3.1</label><title>Patients</title>
<p>The main clinical and demographic characteristics of patients are presented in (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>).</p>
<table-wrap id="T1" position="float"><label>Table&#x00A0;1</label>
<caption><p>Patient baseline characteristics table.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" colspan="2">Patient Characteristics (<italic>n</italic>&#x2009;&#x003D;&#x2009;76)</th>
<th valign="top" align="center">Value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="2">Gender, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">61 (80.26)</td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">15 (19.74)</td>
</tr>
<tr>
<td valign="top" align="left">Age (years)</td>
<td valign="top" align="left" rowspan="4">Median [IQR]</td>
<td valign="top" align="center">64 [54, 70]</td>
</tr>
<tr>
<td valign="top" align="left">Height (m)</td>
<td valign="top" align="center">1.65 [1.60, 1.68]</td>
</tr>
<tr>
<td valign="top" align="left">Weight (Kg)</td>
<td valign="top" align="center">54.00 [48.62, 57.25]</td>
</tr>
<tr>
<td valign="top" align="left">BMI (Kg/m<sup>2</sup>)</td>
<td valign="top" align="center">20.07 [18.12, 22.05]</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Smoking history, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="left">YES</td>
<td valign="top" align="center">18 (23.68)</td>
</tr>
<tr>
<td valign="top" align="left">NO</td>
<td valign="top" align="center">58 (76.32)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">History of drug abuse, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="left">YES</td>
<td valign="top" align="center">0 (0.00)</td>
</tr>
<tr>
<td valign="top" align="left">NO</td>
<td valign="top" align="center">76 (100.00)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="8">Cancer type, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="left">Head and Neck</td>
<td valign="top" align="center">20 (26.32)</td>
</tr>
<tr>
<td valign="top" align="left">Lung</td>
<td valign="top" align="center">15 (19.74)</td>
</tr>
<tr>
<td valign="top" align="left">Colon</td>
<td valign="top" align="center">11 (14.47)</td>
</tr>
<tr>
<td valign="top" align="left">Liver</td>
<td valign="top" align="center">8 (10.53)</td>
</tr>
<tr>
<td valign="top" align="left">Esophagus</td>
<td valign="top" align="center">4 (5.26)</td>
</tr>
<tr>
<td valign="top" align="left">Stomach</td>
<td valign="top" align="center">3 (3.95)</td>
</tr>
<tr>
<td valign="top" align="left">Prostate</td>
<td valign="top" align="center">3 (3.95)</td>
</tr>
<tr>
<td valign="top" align="left">Others<sup>1</sup></td>
<td valign="top" align="center">10 (13.16)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="7">Pain location, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="left">Abdomen</td>
<td valign="top" align="center">24 (31.58)</td>
</tr>
<tr>
<td valign="top" align="left">Chest</td>
<td valign="top" align="center">14 (18.42)</td>
</tr>
<tr>
<td valign="top" align="left">Head</td>
<td valign="top" align="center">21 (27.63)</td>
</tr>
<tr>
<td valign="top" align="left">Limbs</td>
<td valign="top" align="center">6 (7.89)</td>
</tr>
<tr>
<td valign="top" align="left">Waist</td>
<td valign="top" align="center">3 (3.95)</td>
</tr>
<tr>
<td valign="top" align="left">Multiple Sites<sup>2</sup></td>
<td valign="top" align="center">5 (6.58)</td>
</tr>
<tr>
<td valign="top" align="left">Others<sup>3</sup></td>
<td valign="top" align="center">3 (3.95)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Antitumor therapy, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="left">YES</td>
<td valign="top" align="center">56 (73.68)</td>
</tr>
<tr>
<td valign="top" align="left">NO</td>
<td valign="top" align="center">20 (26.32)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="5">Opioids, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="left">Oxycodone</td>
<td valign="top" align="center">53 (69.74)</td>
</tr>
<tr>
<td valign="top" align="left">Tramadol</td>
<td valign="top" align="center">8 (10.53&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">Fentanyl</td>
<td valign="top" align="center">6 (7.89&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">Morphine</td>
<td valign="top" align="center">5 (6.58&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">combinded<sup>4</sup></td>
<td valign="top" align="center">4 (5.26)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Breakthrough pain, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="left">YES</td>
<td valign="top" align="center">23 (30.26)</td>
</tr>
<tr>
<td valign="top" align="left">NO</td>
<td valign="top" align="center">53 (69.74)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="4">Depression, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="left">Normal</td>
<td valign="top" align="center">48 (63.16)</td>
</tr>
<tr>
<td valign="top" align="left">Mild</td>
<td valign="top" align="center">17 (22.37)</td>
</tr>
<tr>
<td valign="top" align="left">Moderate</td>
<td valign="top" align="center">9 (11.84)</td>
</tr>
<tr>
<td valign="top" align="left">Severe</td>
<td valign="top" align="center">2 (2.63)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="5">Subjective Global Assessment (SGA), <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="left">Normal</td>
<td valign="top" align="center">20 (26.32)</td>
</tr>
<tr>
<td valign="top" align="left">Mild malnutrition</td>
<td valign="top" align="center">21 (27.63)</td>
</tr>
<tr>
<td valign="top" align="left">Moderate malnutrition</td>
<td valign="top" align="center">10 (13.16)</td>
</tr>
<tr>
<td valign="top" align="left">Severe malnutrition</td>
<td valign="top" align="center">20 (26.32)</td>
</tr>
<tr>
<td valign="top" align="left">Overweight</td>
<td valign="top" align="center">5 (6.58)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Anxiety, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">31 (40.79)</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">45 (59.21)</td>
</tr>
<tr>
<td valign="top" align="left">Allele frequency</td>
<td valign="top" align="left"/>
<td valign="top" align="center">A:0.560 G:0.440</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TF1"><p>IQR, interquartile range; BMI, body mass index; <sup>1</sup>-Including Bladder Cancer, Adrenal Sarcoma, Cervical Cancer; <sup>2</sup>-Pain in Two or More Sites; <sup>3</sup>-Including Anal, Foot, Liver Areas, etc.; <sup>4</sup>-Use of Two or More Opioids.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The population was predominantly male (80.26&#x0025;) with a median age of 64 years (IQR:54&#x2013;70). Anthropometric measurements revealed a median height of 1.65&#x2005;m, weight of 54.00&#x2005;kg, and BMI of 20.07&#x2005;kg/m<sup>2</sup>. Smoking history was reported in 23.68&#x0025; of patients, while no cases of drug abuse were documented. Regarding cancer distribution showed head and neck tumors as most prevalent (26.32&#x0025;), followed by lung (19.74&#x0025;) and colon cancers (14.47&#x0025;). Pain locations were primarily abdominal (31.58&#x0025;) and cephalic (27.63&#x0025;). Current antitumor therapy was administered to 73.68&#x0025; of patients. The psychological evaluation revealed that 31 patients (40.79&#x0025;) presented with anxiety. Regarding depressive symptoms, 17 cases (22.37&#x0025;) were classified as mild, 9 (11.84&#x0025;) as moderate, and 2 (2.63&#x0025;) as severe. Nutritional status evaluation demonstrated comparable proportions of normal nutrition (26.32&#x0025;) and severe malnutrition (26.32&#x0025;). The cohort exhibited allele frequencies of 0.560 (A) and 0.440 (G) for the studied genetic variant.</p>
</sec>
<sec id="s3b"><label>3.2</label><title>OPRM1 genotype and opioid correlation</title>
<p>The morphine dosage required by OPRM1 genotype patients and their NRS scores are presented in (<xref ref-type="table" rid="T2">Table&#x00A0;2</xref>). A comparative analysis of equianalgesic dosing was conducted, with intramuscular and oral dose conversion ratios provided in <xref ref-type="sec" rid="s12">Supplementary Table S1</xref> and fentanyl patch dosing recommendations based on daily oral morphine intake summarized in <xref ref-type="sec" rid="s12">Supplementary Table S2</xref>.</p>
<table-wrap id="T2" position="float"><label>Table&#x00A0;2</label>
<caption><p>Morphine-equivalent opioid dosage requirements and numerical rating scale (NRS) pain scores stratified by genotype.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Index</th>
<th valign="top" align="center" colspan="4">Allele frequency</th>
<th valign="top" align="center" rowspan="2">Test statistic<sup>1</sup></th>
<th valign="top" align="center" rowspan="2"><italic>p</italic>-value</th>
</tr>
<tr>
<th valign="top" align="center">A/A<break/><italic>n</italic>&#x2009;&#x003D;&#x2009;24 (31.6&#x0025;)</th>
<th valign="top" align="center">A/G<break/><italic>n</italic>&#x2009;&#x003D;&#x2009;37 (48.7&#x0025;)</th>
<th valign="top" align="center">G/G<break/><italic>n</italic>&#x2009;&#x003D;&#x2009;15 (19.7&#x0025;)</th>
<th valign="top" align="center">A/G&#x2009;&#x002B;&#x2009;G/G<break/><italic>n</italic>&#x2009;&#x003D;&#x2009;52 (68.4&#x0025;)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Dose of Morphine (mg/day) (SD)</td>
<td valign="top" align="center">52.73 (39.01)</td>
<td valign="top" align="center">50.51 (51.82)</td>
<td valign="top" align="center">50.73 (56.18)</td>
<td valign="top" align="center">50.58 (52.56)</td>
<td valign="top" align="center">0.538</td>
<td valign="top" align="center">0.911</td>
</tr>
<tr>
<td valign="top" align="left">NRS score before treatment (0&#x2013;10) (SD)</td>
<td valign="top" align="center">4.38 (0.98)</td>
<td valign="top" align="center">4.22 (1.13)</td>
<td valign="top" align="center">4.00 (1.00)</td>
<td valign="top" align="center">4.15 (1.09)</td>
<td valign="top" align="center">2.931</td>
<td valign="top" align="center">0.402</td>
</tr>
<tr>
<td valign="top" align="left">NRS score after treatment (0&#x2013;10) (SD)</td>
<td valign="top" align="center">1.75 (0.42)</td>
<td valign="top" align="center">1.74 (0.48)</td>
<td valign="top" align="center">1.70 (0.53)</td>
<td valign="top" align="center">1.73 (0.49)</td>
<td valign="top" align="center">0.032</td>
<td valign="top" align="center">0.999</td>
</tr>
<tr>
<td valign="top" align="left"><italic>&#x0394;</italic>NRS<sup>2</sup></td>
<td valign="top" align="center">2.62 (1.1)</td>
<td valign="top" align="center">2.47 (0.98)</td>
<td valign="top" align="center">2.30 (0.88)</td>
<td valign="top" align="center">2.42 (0.95)</td>
<td valign="top" align="center">0.690</td>
<td valign="top" align="center">0.875</td>
</tr>
<tr>
<td valign="top" align="left">Average Dose (mg/day) (SD)</td>
<td valign="top" align="center">21.64 (23.81)</td>
<td valign="top" align="center">22.60 (24.85)</td>
<td valign="top" align="center">21.09 (13.85)</td>
<td valign="top" align="center">21.45 (17.68)</td>
<td valign="top" align="center">0.512</td>
<td valign="top" align="center">0.916</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TF2"><p>SD, standard deviation; NRS, Numerical Rating Scale; <sup>1</sup>- Kruskal&#x2013;Wallis H Test was used to examine; <sup>2</sup>- decrease in Numerical Rating Scale.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>In this study, the OPRM1 genotyping of 76 pain patients revealed 24 cases (31.6&#x0025;) with the AA genotype, 37 cases (48.7&#x0025;) with the AG genotype, and 15 cases (19.7&#x0025;) with the GG genotype. Statistical analysis confirmed that the genotype distribution was in accordance with Hardy-Weinberg equilibrium, indicating that the sample population was representative. We initially analyzed whether there were differences in pain and opioid dosage requirements among cancer pain patients with different genotypes. The distribution of opioids used in this population is as follows: oxycodone (<italic>n</italic>&#x2009;&#x003D;&#x2009;53, 69.74&#x0025;), tramadol (<italic>n</italic>&#x2009;&#x003D;&#x2009;8, 10.53&#x0025;), fentanyl (<italic>n</italic>&#x2009;&#x003D;&#x2009;6, 7.89&#x0025;), morphine (<italic>n</italic>&#x2009;&#x003D;&#x2009;5, 6.58&#x0025;), and combination therapy (<italic>n</italic>&#x2009;&#x003D;&#x2009;4, 5.26&#x0025;). The results showed no statistically significant differences among the different genotype groups in terms of daily morphine dosage (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.911), NRS scores before and after treatment (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.402, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.999), <italic>&#x0394;</italic>NRS scores (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.875), and the Average Dose of morphine (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.916).</p>
</sec>
<sec id="s3c"><label>3.3</label><title>Patients carrying at least one G allele had significantly lower anxiety scores</title>
<p>The scores for each dimension and the statistical results are presented in (<xref ref-type="table" rid="T3">Table&#x00A0;3</xref>).</p>
<table-wrap id="T3" position="float"><label>Table&#x00A0;3</label>
<caption><p>Self-Rating anxiety scale (SAS), self-rating depression scale (SDS) and quality of life questionnaire core 30 (QLQ-C30) score.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Index</th>
<th valign="top" align="center">A/A<break/>median [IQR]</th>
<th valign="top" align="center">A/G&#x2009;&#x002B;&#x2009;G/G<break/>median [IQR]</th>
<th valign="top" align="center"><italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Global health status/QoL (GQOL)</td>
<td valign="top" align="center">3.00 [2.00, 3.00]</td>
<td valign="top" align="center">3.00 [2.00, 4.00]</td>
<td valign="top" align="center">0.095</td>
</tr>
<tr>
<td valign="top" align="left">Physical functioning (PF)</td>
<td valign="top" align="center">2.10 [1.55, 3.05]</td>
<td valign="top" align="center">2.00 [1.55, 2.60]</td>
<td valign="top" align="center">0.682</td>
</tr>
<tr>
<td valign="top" align="left">Role functioning (RF)</td>
<td valign="top" align="center">2.25 [1.88, 3.62]</td>
<td valign="top" align="center">2.00 [1.50, 3.00]</td>
<td valign="top" align="center">0.578</td>
</tr>
<tr>
<td valign="top" align="left">Social functioning (SF)</td>
<td valign="top" align="center">2.00 [1.38, 3.00]</td>
<td valign="top" align="center">2.00 [1.88, 2.25]</td>
<td valign="top" align="center">0.929</td>
</tr>
<tr>
<td valign="top" align="left">Emotional functioning (EF)</td>
<td valign="top" align="center">1.75 [1.19, 2.00]</td>
<td valign="top" align="center">1.25 [1.00, 1.75]</td>
<td valign="top" align="center">0.070</td>
</tr>
<tr>
<td valign="top" align="left">Cognitive functioning (CF)</td>
<td valign="top" align="center">1.75 [1.00, 2.12]</td>
<td valign="top" align="center">1.50 [1.00, 2.00]</td>
<td valign="top" align="center">0.412</td>
</tr>
<tr>
<td valign="top" align="left">Pain (PA)</td>
<td valign="top" align="center">2.00 [1.50, 2.50]</td>
<td valign="top" align="center">2.00 [1.50, 2.50]</td>
<td valign="top" align="center">0.94</td>
</tr>
<tr>
<td valign="top" align="left">Fatigue (FA)</td>
<td valign="top" align="center">2.00 [1.58, 2.75]</td>
<td valign="top" align="center">2.00 [1.58, 2.33]</td>
<td valign="top" align="center">0.713</td>
</tr>
<tr>
<td valign="top" align="left">Nausea and vomiting (NV)</td>
<td valign="top" align="center">1.00 [1.00, 2.00]</td>
<td valign="top" align="center">1.00 [1.00, 2.00]</td>
<td valign="top" align="center">0.624</td>
</tr>
<tr>
<td valign="top" align="left">Dyspnea (DY)</td>
<td valign="top" align="center">1.00 [1.00, 2.00]</td>
<td valign="top" align="center">1.00 [1.00, 2.00]</td>
<td valign="top" align="center">0.995</td>
</tr>
<tr>
<td valign="top" align="left">Insomnia (SL)</td>
<td valign="top" align="center">2.00 [1.00, 2.25]</td>
<td valign="top" align="center">2.00 [1.00, 2.00]</td>
<td valign="top" align="center">0.995</td>
</tr>
<tr>
<td valign="top" align="left">Appetite loss (AP)</td>
<td valign="top" align="center">2.00 [1.75, 2.25]</td>
<td valign="top" align="center">2.00 [1.00, 2.00]</td>
<td valign="top" align="center">0.811</td>
</tr>
<tr>
<td valign="top" align="left">Constipation (CO)</td>
<td valign="top" align="center">2.00 [1.00, 2.00]</td>
<td valign="top" align="center">1.00 [1.00, 2.00]</td>
<td valign="top" align="center">0.185</td>
</tr>
<tr>
<td valign="top" align="left">Diarrhea (DI)</td>
<td valign="top" align="center">1.00 [1.00, 1.00]</td>
<td valign="top" align="center">1.00 [1.00, 1.00]</td>
<td valign="top" align="center">0.944</td>
</tr>
<tr>
<td valign="top" align="left">Financial difficulties (FI)</td>
<td valign="top" align="center">2.00 [2.00, 2.25]</td>
<td valign="top" align="center">2.00 [2.00, 2.00]</td>
<td valign="top" align="center">0.751</td>
</tr>
<tr>
<td valign="top" align="left">SDS Score</td>
<td valign="top" align="center">42.00 [32.75, 58.25]</td>
<td valign="top" align="center">37.00 [28.75, 51.25]</td>
<td valign="top" align="center">0.216</td>
</tr>
<tr>
<td valign="top" align="left">SAS Score</td>
<td valign="top" align="center">36.00 [28.00, 42.00]</td>
<td valign="top" align="center">27.00 [22.00, 36.25]</td>
<td valign="top" align="center">0.016</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TF3"><p><italic>P</italic>&#x2009;&#x003C;&#x2009;0.05, statistically significant; SD&#x2009;&#x003D;&#x2009;standard deviation; SDS, the total score ranges from 20 to 80 points; SAS, the total score ranges from 20 to 80 points; QLQ-C30, Except for the GQOL total score, which is out of 6 points, all others are out of 3 points.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The study results indicate that there are no significant differences between patients with the A/A genotype and the combined G allele carriers in multiple dimensions of the QLQ-C30 and the SDS scores. However, a significant difference was observed in anxiety scores between genotype groups (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.017). Patients with the A/A genotype demonstrated significantly higher median anxiety scores (36.00 [IQR: 28.00&#x2013;42.00) compared to those with A/G&#x2009;&#x002B;&#x2009;G/G genotypes (27.00 [IQR: 22.00&#x2013;36.25).</p>
</sec>
<sec id="s3d"><label>3.4</label><title>Genotype has a significant impact on anxiety status</title>
<p>To identify key determinants of anxiety status, univariate analysis revealed significant associations with genotype, pain location, antitumor therapy, breakthrough pain, pretreatment NRS scores, and depression. Notably, multivariate analysis confirmed that G allele carriers (OR:0.15, 95&#x0025;CI: 0.02&#x2013;0.91, <italic>P</italic>&#x2009;&#x003D;&#x2009;0.040) and antitumor therapy (OR:0.10, 95&#x0025;CI: 0.01&#x2013;0.77, <italic>P</italic>&#x2009;&#x003D;&#x2009;0.027) served as independent protective factors, while breakthrough pain (OR:6.65, 95&#x0025;CI: 1.00&#x2013;44.16, <italic>P</italic>&#x2009;&#x003D;&#x2009;0.050), higher pretreatment NRS scores (OR:2.80, 95&#x0025;CI: 1.05&#x2013;7.44, <italic>P</italic>&#x2009;&#x003D;&#x2009;0.039), and depression (OR:61.03, 95&#x0025;CI: 8.40&#x2013;443.66, <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001) emerged as independent risk factors for anxiety (<xref ref-type="table" rid="T4">Table&#x00A0;4</xref>). Most VIFs were below 5, with the exception of &#x201C;AST after treatment&#x201D; which had a VIF of 6.25 (<xref ref-type="sec" rid="s12">Supplementary Table S3</xref>). The full model provided a significantly better fit to the data than the null model, as evidenced by a likelihood ratio test (<italic>&#x03C7;</italic><sup>2</sup>&#x003D; 75.33, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001).</p>
<table-wrap id="T4" position="float"><label>Table&#x00A0;4</label>
<caption><p>Univariate and multivariate analysis of anxiety Status.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2" colspan="2">Variable</th>
<th valign="top" align="center" colspan="2">Univariate analysis</th>
<th valign="top" align="center" colspan="2">Multivariate analysis</th>
</tr>
<tr>
<th valign="top" align="center">OR (95&#x0025;Cl)</th>
<th valign="top" align="center"><italic>P</italic>-value</th>
<th valign="top" align="center">OR (95&#x0025;Cl)</th>
<th valign="top" align="center"><italic>P</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Gene</td>
<td valign="top" align="left">AA</td>
<td valign="top" align="center">1 [Reference]</td>
<td valign="top" align="center"/>
<td valign="top" align="center">1 [Reference]</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">AG&#x2009;&#x002B;&#x2009;GG</td>
<td valign="top" align="center">0.35 (0.13&#x2013;0.94)</td>
<td valign="top" align="center">0.037</td>
<td valign="top" align="center">0.15 (0.02&#x2013;0.91)</td>
<td valign="top" align="center">0.040</td>
</tr>
<tr>
<td valign="top" align="left">Age, years</td>
<td valign="top" align="left"/>
<td valign="top" align="center">0.99 (0.95&#x2013;1.03)</td>
<td valign="top" align="center">0.575</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Sex</td>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">1 [Reference]</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">1.04 (0.33&#x2013;3.30)</td>
<td valign="top" align="center">0.945</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Smoking history</td>
<td valign="top" align="left">NO</td>
<td valign="top" align="center">1 [Reference]</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">YES</td>
<td valign="top" align="center">1.64 (0.56&#x2013;4.75)</td>
<td valign="top" align="center">0.365</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Diagnosis</td>
<td valign="top" align="left">Chest</td>
<td valign="top" align="center">1 [Reference]</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Abdomen</td>
<td valign="top" align="center">1.21 (0.31&#x2013;4.73)</td>
<td valign="top" align="center">0.782</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Head</td>
<td valign="top" align="center">0.30 (0.08&#x2013;1.14)</td>
<td valign="top" align="center">0.078</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Abdomenr</td>
<td valign="top" align="center">0.55 (0.10&#x2013;2.89)</td>
<td valign="top" align="center">0.476</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Others</td>
<td valign="top" align="center">0.40 (0.09&#x2013;1.73)</td>
<td valign="top" align="center">0.223</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Pain loction</td>
<td valign="top" align="left">Abdomen</td>
<td valign="top" align="center">1 [Reference]</td>
<td valign="top" align="center"/>
<td valign="top" align="center">1 [Reference]</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Chest</td>
<td valign="top" align="center">0.40 (0.10&#x2013;1.55)</td>
<td valign="top" align="center">0.183</td>
<td valign="top" align="center">0.46 (0.05&#x2013;3.98)</td>
<td valign="top" align="center">0.482</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Head</td>
<td valign="top" align="center">0.22 (0.06&#x2013;0.81)</td>
<td valign="top" align="center">0.023</td>
<td valign="top" align="center">0.31 (0.04&#x2013;2.39)</td>
<td valign="top" align="center">0.263</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Others</td>
<td valign="top" align="center">0.50 (0.14&#x2013;1.77)</td>
<td valign="top" align="center">0.281</td>
<td valign="top" align="center">0.15 (0.01&#x2013;1.54)</td>
<td valign="top" align="center">0.109</td>
</tr>
<tr>
<td valign="top" align="left">Antitumor therapy</td>
<td valign="top" align="left">NO</td>
<td valign="top" align="center">1 [Reference]</td>
<td valign="top" align="center"/>
<td valign="top" align="center">1 [Reference]</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">YES</td>
<td valign="top" align="center">0.26 (0.09&#x2013;0.75)</td>
<td valign="top" align="center">0.013</td>
<td valign="top" align="center">0.10 (0.01&#x2013;0.77)</td>
<td valign="top" align="center">0.027</td>
</tr>
<tr>
<td valign="top" align="left">Breakthrough pain</td>
<td valign="top" align="left">NO</td>
<td valign="top" align="center">1 [Reference]</td>
<td valign="top" align="center"/>
<td valign="top" align="center">1 [Reference]</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">YES</td>
<td valign="top" align="center">3.29 (1.19&#x2013;9.11)</td>
<td valign="top" align="center">0.022</td>
<td valign="top" align="center">6.65 (1.00&#x2013;44.16)</td>
<td valign="top" align="center">0.050</td>
</tr>
<tr>
<td valign="top" align="left">Opioid Dosage, mg/day</td>
<td valign="top" align="left"/>
<td valign="top" align="center">1.01 (1.00&#x2013;1.02)</td>
<td valign="top" align="center">0.174</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">NRS score before treatment</td>
<td valign="top" align="left"/>
<td valign="top" align="center">1.91 (1.15&#x2013;3.18)</td>
<td valign="top" align="center">0.013</td>
<td valign="top" align="center">2.80 (1.05&#x2013;7.44)</td>
<td valign="top" align="center">0.039</td>
</tr>
<tr>
<td valign="top" align="left">NRS score after treatment</td>
<td valign="top" align="left"/>
<td valign="top" align="center">1.18 (0.44&#x2013;3.20)</td>
<td valign="top" align="center">0.740</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">AST before treatment</td>
<td valign="top" align="left"/>
<td valign="top" align="center">1.01 (0.99&#x2013;1.03)</td>
<td valign="top" align="center">0.486</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">ALT before treatment</td>
<td valign="top" align="left"/>
<td valign="top" align="center">1.01 (1.00&#x2013;1.01</td>
<td valign="top" align="center">0.256</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">AST after treatment</td>
<td valign="top" align="left"/>
<td valign="top" align="center">1.01 (0.99&#x2013;1.03)</td>
<td valign="top" align="center">0.316</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">ALT after treatment</td>
<td valign="top" align="left"/>
<td valign="top" align="center">1.01 (1.00&#x2013;1.02)</td>
<td valign="top" align="center">0.197</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Depression</td>
<td valign="top" align="left">NO</td>
<td valign="top" align="center">1 [Reference]</td>
<td valign="top" align="center"/>
<td valign="top" align="center">1 [Reference]</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">YES</td>
<td valign="top" align="center">23.00 (6.73&#x2013;78.64)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">61.03 (8.40&#x2013;443.66)</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Subjective Global Assessment (SGA)</td>
<td valign="top" align="left">Normal</td>
<td valign="top" align="center">1 [Reference]</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Malnutrition</td>
<td valign="top" align="center">0.49 (0.17&#x2013;1.39)</td>
<td valign="top" align="center">0.177</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Overweight</td>
<td valign="top" align="center">0.20 (0.02&#x2013;2.17)</td>
<td valign="top" align="center">0.188</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TF4"><p>OR&#x2009;&#x003D;&#x2009;Odds Ratio; 95&#x0025; CI&#x2009;&#x003D;&#x2009;95&#x0025; confidence interval; <italic>P</italic>&#x2009;&#x003C;&#x2009;0.05, statistically significant.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4</label><title>Discussion</title>
<p>In this small-scale cohort study, we prospectively enrolled 76 cancer patients with varying OPRM1 genotypes. Of these, 40.79&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;31) exhibited anxiety symptoms, with AA genotype carriers demonstrating significantly higher susceptibility. Both univariate and multivariate analyses identified AA genotype as an independent risk factor for anxiety. These findings suggest an association between the OPRM1 AA genotype and anxiety development in cancer pain patients, supporting its potential utility as a biomarker for early psychological intervention in this population.</p>
<p>No significant differences in pain scores or morphine use were found across OPRM1 genotypes. High baseline pain was an independent risk factor for anxiety, suggesting pain itself does not mediate genotype-related anxiety. Additionally, anxiety was significantly associated with OPRM1 genotype, antitumor therapy, breakthrough pain, and depression. These factors may potentially exacerbate anxiety symptoms (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>).</p>
<p>Chen et al. reported fewer female pain patients with anxiety or depression carried the GG genotype compared to the AA/AG genotype, consistent with our findings (<xref ref-type="bibr" rid="B16">16</xref>). Although no significant association was found between OPRM1 G allele and depression, G allele carriers showed lower depression scores. Numerous studies have demonstrated that anxiety negatively impacts pain treatment outcomes by increasing pain sensitivity (<xref ref-type="bibr" rid="B17">17</xref>) and causing muscle tension (<xref ref-type="bibr" rid="B18">18</xref>), which exacerbates pain (<xref ref-type="bibr" rid="B19">19</xref>&#x2013;<xref ref-type="bibr" rid="B21">21</xref>). A study on how psychological factors affect postoperative pain has indicated that among many factors, state anxiety has the most significant impact on pain, followed by negative suggestions from other patients and the patient&#x0027;s own level of attention to pain (<xref ref-type="bibr" rid="B22">22</xref>). Unlike depression, anxiety shows a strong correlation with pain intensity and is more disruptive to daily functioning in advanced cancer patients (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). This may explain why no significant differences in levels of depression have been observed among patients with chronic cancer-related pain, while anxiety is one of the key factors affecting pain management in such patients.Although numerous studies have suggested that the G allele may increase the dosage of opioids required (<xref ref-type="bibr" rid="B25">25</xref>&#x2013;<xref ref-type="bibr" rid="B28">28</xref>), our research on cancer pain patients observed a different situation. However, this finding exhibit population heterogeneity. The association is more commonly observed in Asian populations (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>). While most studies on postoperative pain patients report this correlation, numerous studies involving cancer pain patients have failed to demonstrate such an association (<xref ref-type="bibr" rid="B30">30</xref>&#x2013;<xref ref-type="bibr" rid="B32">32</xref>). A study revealed that G allele carriers exhibit an overall reduction in baseline &#x03BC;-opioid receptor availability in brain regions associated with pain processing and emotional regulation (<xref ref-type="bibr" rid="B33">33</xref>). Furthermore, neuroimaging data demonstrated that among chronic pain patients (e.g., fibromyalgia), G allele carriers showed weakened functional connectivity within the prefrontal regulatory network, coupled with enhanced activation in the posterior cingulate cortex (PCC), despite displaying comparable pain ratings to AA homozygotes (<xref ref-type="bibr" rid="B34">34</xref>). This suggests distinct pain modulation processes may exist across OPRM1 genotypes. These findings potentially elucidate the key mechanism underlying the observed association between genotype and anxiety in this study, while no direct correlation was found with pain intensity or analgesic requirements. Future investigations should further explore the specific effects of this genotype on the aforementioned emotion-regulation circuits within the context of cancer-related pain.</p>
<p>Our study has several limitations that should be considered. First, the modest sample size (<italic>N</italic>&#x2009;&#x003D;&#x2009;76) resulted in small subgroup populations for each genotype, which may have reduced statistical power. Future research should validate these findings in larger multicenter cohorts and examine the longitudinal psychological outcomes associated with OPRM1 genotypes. Second, the significant gender imbalance, with males comprising 80&#x0025; of the cohort, may restrict the generalizability of the results to female populations. Third, the heterogeneity in cancer types included in this study could introduce tumor-specific confounding effects that were not fully accounted for in the analysis.</p>
</sec>
<sec id="s5" sec-type="conclusions"><label>5</label><title>Conclusions</title>
<p>Our study indicates that there is a heightened need to focus on the psychological well-being of patients with the A/A genotype. It is imperative to recognize the inseparable relationship between anxiety and pain, where pain can induce anxiety, and anxiety, in turn, can exacerbate pain, creating a vicious cycle. Consequently, the concurrent management of pain and psychological health is essential for achieving better prognostic outcomes. Non-pharmacological interventions, such as hypnosis, acupuncture, massage therapy, aromatherapy, music therapy, and enhanced nursing care, can effectively alleviate pain, ameliorate anxiety and emotional fluctuations, and enhance the quality of life (<xref ref-type="bibr" rid="B35">35</xref>&#x2013;<xref ref-type="bibr" rid="B37">37</xref>). Future research should validate these findings in larger multicenter cohorts and examine the longitudinal psychological outcomes associated with OPRM1 genotypes.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The studies involving humans were approved by the Yunfu People&#x0027;s Hospital Medical Ethics Committee (2022A050). The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s8" sec-type="author-contributions"><title>Author contributions</title>
<p>JM: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. ZX: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. XL: Conceptualization, Data curation, Investigation, Writing &#x2013; original draft. LH: Methodology, Project administration, Visualization, Writing &#x2013; original draft. MC: Methodology, Supervision, Writing &#x2013; original draft. XX: Project administration, Resources, Supervision, Validation, Writing &#x2013; review &#x0026; editing. WW: Project administration, Resources, Validation, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec id="s10" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="ai-statement"><title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s13" sec-type="disclaimer"><title>Publisher&#x0027;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="s12" sec-type="supplementary-material"><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/fpain.2026.1666510/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpain.2026.1666510/full&#x0023;supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table2.docx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table3.docx" id="SM3" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Datasheet1.pdf" id="SM4" mimetype="application/pdf"/>
<supplementary-material xlink:href="Datasheet2.pdf" id="SM5" mimetype="application/pdf"/>
</sec>
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<fn-group>
<fn id="n1" fn-type="custom" custom-type="edited-by"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/97949/overview">Dominique Massotte</ext-link>, Universit&#x00E9; de Strasbourg, France</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2033583/overview">MyeongJin Yi</ext-link>, National Institute of Environmental Health Sciences (NIH), United States</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/364164/overview">Fahad S. Alshehri</ext-link>, Umm Al Qura University, Saudi Arabia</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1758985/overview">Jiale Zhang</ext-link>, China Science and Technology Development Center for Chinese Medicine, China</p></fn>
</fn-group>
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