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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">OL</journal-id>
<journal-title-group>
<journal-title>Oncology Letters</journal-title>
</journal-title-group>
<issn pub-type="ppub">1792-1074</issn>
<issn pub-type="epub">1792-1082</issn>
<publisher>
<publisher-name>D.A. Spandidos</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3892/ol.2025.14920</article-id>
<article-id pub-id-type="publisher-id">OL-29-4-14920</article-id>
<article-categories>
<subj-group>
<subject>Articles</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>A study of the association between <italic>Helicobacter pylori</italic> infection type and pancreatic cancer risk: A systematic review and meta‑analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Qin</surname><given-names>Chao</given-names></name>
<xref rid="af1-ol-29-4-14920" ref-type="aff">1</xref>
<xref rid="fn1-ol-29-4-14920" ref-type="author-notes">&#x002A;</xref></contrib>
<contrib contrib-type="author"><name><surname>Xu</surname><given-names>Chonghe</given-names></name>
<xref rid="af2-ol-29-4-14920" ref-type="aff">2</xref>
<xref rid="fn1-ol-29-4-14920" ref-type="author-notes">&#x002A;</xref></contrib>
<contrib contrib-type="author"><name><surname>Zhu</surname><given-names>Zhongqi</given-names></name>
<xref rid="af1-ol-29-4-14920" ref-type="aff">1</xref>
<xref rid="fn1-ol-29-4-14920" ref-type="author-notes">&#x002A;</xref></contrib>
<contrib contrib-type="author"><name><surname>Song</surname><given-names>Xixi</given-names></name>
<xref rid="af1-ol-29-4-14920" ref-type="aff">1</xref></contrib>
<contrib contrib-type="author"><name><surname>Wang</surname><given-names>Xin</given-names></name>
<xref rid="af1-ol-29-4-14920" ref-type="aff">1</xref></contrib>
<contrib contrib-type="author"><name><surname>Xu</surname><given-names>Wei</given-names></name>
<xref rid="af3-ol-29-4-14920" ref-type="aff">3</xref>
<xref rid="c1-ol-29-4-14920" ref-type="corresp"/></contrib>
<contrib contrib-type="author"><name><surname>Zhu</surname><given-names>Mei</given-names></name>
<xref rid="af1-ol-29-4-14920" ref-type="aff">1</xref>
<xref rid="c2-ol-29-4-14920" ref-type="corresp"/></contrib>
</contrib-group>
<aff id="af1-ol-29-4-14920"><label>1</label>Department of Clinical Laboratory, The Affiliated Chaohu Hospital of Anhui Medical University, Chaohu, Anhui 238000, P.R. China</aff>
<aff id="af2-ol-29-4-14920"><label>2</label>School of Basic Medical Sciences, Capital Medical University, Beijing 100069, P.R. China</aff>
<aff id="af3-ol-29-4-14920"><label>3</label>Department of Blood Transfusion, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui 230022, P.R. China</aff>
<author-notes>
<corresp id="c1-ol-29-4-14920"><italic>Correspondence to</italic>: Dr Wei Xu, Department of Blood Transfusion, The First Affiliated Hospital of Anhui Medical University, 210 Jixi Road, Hefei, Anhui 230022, P.R. China, E-mail: <email>xuwei@ahmu.edu.cn </email></corresp>
<corresp id="c2-ol-29-4-14920">Dr Mei Zhu, Department of Clinical Laboratory, The Affiliated Chaohu Hospital of Anhui Medical University, 64 Chaohu North Road, Chaohu, Anhui 238000, P.R. China, E-mail: <email>zhumei@ahmu.edu.cn </email></corresp>
<fn id="fn1-ol-29-4-14920"><label>&#x002A;</label><p>Contributed equally</p></fn></author-notes>
<pub-date pub-type="collection">
<month>04</month>
<year>2025</year></pub-date>
<pub-date pub-type="epub">
<day>07</day>
<month>02</month>
<year>2025</year></pub-date>
<volume>29</volume>
<issue>4</issue>
<elocation-id>174</elocation-id>
<history>
<date date-type="received"><day>15</day><month>09</month><year>2024</year></date>
<date date-type="accepted"><day>16</day><month>01</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>Copyright: &#x00A9; 2025 Qin et al.</copyright-statement>
<copyright-year>2025</copyright-year>
<license license-type="open-access">
<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-nc-nd/4.0/">Creative Commons Attribution-NonCommercial-NoDerivs License</ext-link>, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made.</license-p></license>
</permissions>
<abstract>
<p>Pancreatic cancer is a highly invasive malignant tumor with a complex pathogenesis that makes early diagnosis challenging. The potential association between <italic>Helicobacter pylori</italic> infection and pancreatic cancer risk has been noted; however, the available results are still highly divergent. The aim of the present study was to systematically evaluate the association between different types of <italic>H. pylori</italic> infection and pancreatic cancer risk as well as to explore the possible causes. A systematic search was conducted using the PubMed, Embase and Cochrane Library databases up to August 2023. The literature quality was evaluated using the Newcastle-Ottawa Scale. All studies that met the criteria were included in the overall meta-analysis to calculate the odds ratios (ORs) and corresponding 95&#x0025; confidence intervals (CIs). In addition, subgroup analyses were performed based on factors such as diagnostic criteria for <italic>H. pylori</italic> infection, study region, type of study design and CagA status. The effect of publication bias on the quantitative synthesis results was assessed using the trim-and-fill analysis, and sensitivity analyses were used to verify the robustness of the quantitative synthesis results. A total of 17 studies involving 67,910 participants, including 64,372 controls and 3,538 patients with pancreatic cancer, were included in the present study. The overall analysis showed that no significant association was observed between <italic>H. pylori</italic> infection and pancreatic cancer risk (OR, 1.15; 95&#x0025; CI, 0.93&#x2013;1.41). Further subgroup analyses, which did not consider the effects of study quality, diagnostic criteria, geographical distribution and the type of study design, did not produce new findings that contradicted the results of the overall analysis. CagA<sup>&#x002B;</sup> <italic>H. pylori</italic> infection did not significantly affect the risk of pancreatic cancer (OR, 0.95; 95&#x0025; CI, 0.78&#x2013;1.16), whereas CagA<sup>&#x2212;</sup> <italic>H. pylori</italic> infection may be a possible risk factor for pancreatic cancer (OR, 1.24; 95&#x0025; CI, 1.004&#x2013;1.541). The <italic>H. pylori</italic> infection did not significantly increase the risk of pancreatic cancer. However, it is noteworthy that CagA<sup>&#x2212;</sup> <italic>H. pylori</italic> infection could be a potential factor that elevated the risk of pancreatic cancer.</p>
</abstract>
<kwd-group>
<kwd><italic>Helicobacter pylori</italic> infection</kwd>
<kwd>pancreatic cancer</kwd>
<kwd>meta-analysis</kwd>
<kwd>CagA<sup>&#x2212;</sup> <italic>Helicobacter pylori</italic></kwd>
</kwd-group>
<funding-group>
<award-group>
<funding-source>Anhui Province Higher Education Institutions Natural Science Research Key Project</funding-source>
<award-id>2024AH050739</award-id>
</award-group>
<award-group>
<funding-source>Anhui Medical University Clinical and Early Discipline Co-construction Project</funding-source>
</award-group>
<funding-statement>This study received funding from Anhui Province Higher Education Institutions Natural Science Research Key Project (grant no. 2024AH050739) and Anhui Medical University Clinical and Early Discipline Co-construction Project.</funding-statement>
</funding-group>
</article-meta>
</front>
<body>
<sec sec-type="intro">
<title>Introduction</title>
<p><italic>Helicobacter pylori</italic> is a bacterium that is capable of thriving at the low oxygen and acidic conditions of the stomach, and infection is closely related to various gastrointestinal disorders, such as peptic ulcer disease and non-ulcer dyspepsia. (<xref rid="b1-ol-29-4-14920" ref-type="bibr">1</xref>). The bacterium produces the enzyme, urease, which decomposes urea to generate ammonia thereby neutralizing the surrounding acid and facilitating its survival in the highly acidic stomach mucosa (<xref rid="b2-ol-29-4-14920" ref-type="bibr">2</xref>). This property notably contributes to the issue of drug resistance of <italic>H. pylori</italic>, and the application of novel nanomaterials for the treatment of drug-resistant bacteria represents a promising avenue (<xref rid="b3-ol-29-4-14920" ref-type="bibr">3</xref>&#x2013;<xref rid="b5-ol-29-4-14920" ref-type="bibr">5</xref>). The risk associated with <italic>H. pylori</italic> infection stems from its ability to induce chronic inflammation, which is a significant factor in tumorigenesis. Chronic inflammation can lead to genetic mutations in gastric mucosal cells and increase the risk of gastric cancer (<xref rid="b6-ol-29-4-14920" ref-type="bibr">6</xref>). In recent years, with the in-depth research on the association between <italic>H. pylori</italic> infection and cancer, increasing evidence suggests that <italic>H. pylori</italic> infection is not only associated with the development of gastric cancer, but also potentially associated with other types of cancer such as pancreatic cancer (<xref rid="b7-ol-29-4-14920" ref-type="bibr">7</xref>,<xref rid="b8-ol-29-4-14920" ref-type="bibr">8</xref>).</p>
<p>Pancreatic cancer is a highly malignant tumor characterized by subtle early symptoms that can be easily overlooked or misdiagnosed resulting in a mid-to-late stage diagnosis and a missed opportunity for the most effective treatment (<xref rid="b9-ol-29-4-14920" ref-type="bibr">9</xref>). In addition, the complex biological behavior of pancreatic cancer makes it a challenging tumor to treat (<xref rid="b10-ol-29-4-14920" ref-type="bibr">10</xref>). According to the 2022 Global Cancer Statistics, there were &#x007E;511,000 new cases of pancreatic cancer and 467,000 pancreatic cancer-associated deaths. Pancreatic cancer has one of the worst prognoses, ranking sixth among the causes of cancer-related deaths in both men and women, and accounting for &#x007E;5&#x0025; of all cancer-related deaths worldwide. The incidence is approximately four times higher in countries with a higher Human Development Index (HDI) compared with those with a lower HDI (<xref rid="b11-ol-29-4-14920" ref-type="bibr">11</xref>).</p>
<p>The etiology of pancreatic cancer is complex and is not yet fully understood. Existing studies suggested that pancreatic cancer may be associated with several factors such as genetic factors, dietary factors, smoking, alcoholism, chronic pancreatitis, pancreatic stones, obesity and metabolic syndrome. Among them, mutations in BRCA1, BRCA2 and CDKN2A are associated with an increased risk of pancreatic cancer (<xref rid="b12-ol-29-4-14920" ref-type="bibr">12</xref>,<xref rid="b13-ol-29-4-14920" ref-type="bibr">13</xref>). Smoking and alcohol abuse may lead to DNA damage and gene mutations in pancreatic cells and are therefore considered to be important risk factors for pancreatic cancer (<xref rid="b14-ol-29-4-14920" ref-type="bibr">14</xref>).</p>
<p>Although the etiology of pancreatic cancer has not yet been fully elucidated, the potential carcinogenic role of <italic>H. pylori</italic> infection has attracted increased attention from researchers. There have been numerous attempts to study the association between <italic>H. pylori</italic> infection and pancreatic cancer risk. However, the studies have revealed notable heterogeneity and even contradictory results (<xref rid="b15-ol-29-4-14920" ref-type="bibr">15</xref>). Huang <italic>et al</italic> (<xref rid="b16-ol-29-4-14920" ref-type="bibr">16</xref>) conducted a nested case-control study of 448 pancreatic cancer cases and 447 individually matched control subjects; the authors demonstrated that there was no marked association between <italic>H. pylori</italic> infection and pancreatic cancer risk in Western European populations [odds ratio (OR), 0.96; 95&#x0025; confidence interval (CI), 0.70&#x2013;1.31]. By contrast, in a population-based case-control study, Risch <italic>et al</italic> (<xref rid="b17-ol-29-4-14920" ref-type="bibr">17</xref>) found an association between pancreatic cancer and CagA<sup>&#x2212;</sup> <italic>H. pylori</italic> colonization, especially for individuals in the non-O blood group (OR, 2.78; 95&#x0025; CI, 1.49&#x2013;5.20). Even meta-analyses that combined several studies have shown varying results. A meta-analysis by Xiao <italic>et al</italic> (<xref rid="b18-ol-29-4-14920" ref-type="bibr">18</xref>) showed a notable association between <italic>H. pylori</italic> infection and pancreatic cancer development in Europe and East Asia, but this association was weak in North America. A meta-analysis by Zhou <italic>et al</italic> (<xref rid="b19-ol-29-4-14920" ref-type="bibr">19</xref>) indicated that there was no sufficient evidence to support an association between <italic>H. pylori</italic> infection and increased risk of pancreatic cancer, with similar results for the CagA<sup>&#x002B;</sup> <italic>H. pylori</italic> infection subgroup. A quantitative synthesis of 10 studies conducted by Schulte <italic>et al</italic> (<xref rid="b20-ol-29-4-14920" ref-type="bibr">20</xref>) revealed that CagA<sup>&#x002B;</sup> <italic>H. pylori</italic> infection may be a protective factor for pancreatic cancer development (OR, 0.78; 95&#x0025; CI, 0.67&#x2013;0.91), whereas CagA<sup>&#x2212;</sup> strain infection may be a potential risk factor (OR, 1.30; 95&#x0025; CI, 1.02&#x2013;1.65). This heterogeneity may stem from a variety of factors, including differences in study design, region, ethnicity, <italic>H. pylori</italic> strains, inconsistencies in diagnostic criteria for pancreatic cancer and limitations in sample size.</p>
<p>Given the limitations and uncertainties of existing studies, additional in-depth and systematic studies are necessary. The present review aimed to collect additional abundant and standardized data, including prospective and retrospective studies, through rigorous inclusion criteria and more comprehensive statistical analyses to overcome the controversies and limitations in the existing studies and to clarify the association between <italic>H. pylori</italic> infection and the risk of pancreatic cancer, providing new ideas for the prevention and management strategies of pancreatic cancer and <italic>H. pylori</italic> infection.</p>
</sec>
<sec sec-type="materials|methods">
<title>Materials and methods</title>
<sec>
<title/>
<sec>
<title>Registration protocol</title>
<p>The present review followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines (<xref rid="b21-ol-29-4-14920" ref-type="bibr">21</xref>) and was registered on PROSPERO (<uri xlink:href="https://www.crd.york.ac.uk/prospero/">https://www.crd.york.ac.uk/prospero/</uri>; registration no. CRD42024520782) to ensure the completeness and traceability of the study design, analysis and results. The registration information includes the study purpose, study design, key indicators and the plan for data collection and analysis.</p>
</sec>
<sec>
<title>Search strategy</title>
<p>The PubMed (<uri xlink:href="https://pubmed.ncbi.nlm.nih.gov/">https://pubmed.ncbi.nlm.nih.gov/</uri>), Embase (<uri xlink:href="https://www.embase.com/">https://www.embase.com/</uri>) and Cochrane Library (<uri xlink:href="https://www.cochranelibrary.com/">https://www.cochranelibrary.com/</uri>) databases were searched, and the search scope was confined to studies published from the inception of the database up to August 31st, 2023. When searching PubMed, subject terms were selected according to the Medical Subject Headings (MeSH) subject term list, and when searching Embase, Emtree was used to check and adjust the terms. The pattern of subject terms plus free words were used while searching, and the terms were mainly from the fields of pancreatic cancer and <italic>H. pylori.</italic> For example, the following search strategy was used in the PubMed database: [(&#x2018;<italic>Helicobacter pylori</italic>&#x2019; (MeSH Terms) OR &#x2018;<italic>helicobacter pylori</italic>&#x2019; (All Fields) OR &#x2018;<italic>H. pylori</italic>&#x2019; (All Fields)] AND [&#x2018;Pancreatic neoplasms&#x2019; (MeSH Terms) OR &#x2018;pancreatic neoplasms&#x2019; (All Fields) OR &#x2018;pancreatic cancer&#x2019; (All Fields) OR &#x2018;pancreatic adenocarcinoma&#x2019; (All Fields)] AND [&#x2018;1,000/1/1&#x2019; (Date-Publication): &#x2018;2023/8/31&#x2019; (Date-Publication)]. The search terms used in the Embase and Cochrane Library databases were similar to those used in PubMed. The search strategy was developed after discussion among all authors and modified by several rounds of adjustments. In addition, a manual citation search was performed on the included studies.</p>
</sec>
<sec>
<title>Inclusion and exclusion criteria</title>
<p>The inclusion criteria were as follows: i) Case-control or cohort study; ii) human study object; iii) investigation of the relationship between <italic>H. pylori</italic> infection and pancreatic cancer risk; iv) <italic>H. pylori</italic> infection with or without CagA<sup>&#x002B;</sup> status as determined by serology [such as enzyme linked immunosorbent assay (ELISA) or western blotting] or any other reliable method; v) diagnosis of pancreatic cancer (exocrine pancreatic cancer or pancreatic duct cancer) pathologically confirmed or from reliable documentation; vi) available detailed data on the status of <italic>H. pylori</italic> infection in pancreatic cancer cases and control groups; and vii) literature published in the English language.</p>
<p>The exclusion criteria were as follows: i) Unavailable abstracts or full texts; ii) unavailable detailed data such as positive rate of <italic>H. pylori</italic> infection status; iii) study types such as reviews, conferences, guidelines and meta-analyses; iv) topic unrelated to the association between <italic>H. pylori</italic> infection and pancreatic cancer risk; v) low quality studies such as those with a too small a sample size or notable flaws in the study design; vi) study data overlapped with data from other studies; and vii) outcome indicators unrelated to pancreatic cancer.</p>
<p>Two authors read the literature separately and selected the studies strictly according to the aforementioned inclusion and exclusion criteria. Differences were resolved through discussion.</p>
</sec>
<sec>
<title>Data extraction</title>
<p>Data extraction was separately performed by two authors with a unified data table. The results were cross-checked and differences were resolved through discussion. Data were extracted based on first author, publication year, study location, study design type, sample size, mean age, diagnostic criteria for <italic>H. pylori</italic> infection and pancreatic cancer, as well as CagA status.</p>
</sec>
<sec>
<title>Literature quality evaluation</title>
<p>The quality of the methodology section of the included studies was assessed according to the Newcastle-Ottawa Scale (NOS) (<xref rid="b22-ol-29-4-14920" ref-type="bibr">22</xref>). This scale is applicable to case-control and cohort studies. The contents of the evaluation can be divided into three categories: i) Selection of the study population: Definition of cases, representativeness of case groups, selection of controls and definition of controls; ii) comparability: Comparability between the control and case groups; and iii) exposure: Determination of exposure, consistency of exposure determination methods between groups and the non-response rate. The evaluation was completed according to the scores of these items. The item for between-group comparability can be awarded 2 points, while other items receive 1 point each, with a maximum possible score of 9 points. The higher the score, the higher the quality of the methodology section of the assessed study. A score of &#x003E;7 was considered to indicate a high-quality study in the present analysis.</p>
</sec>
<sec>
<title>Statistical analysis</title>
<p>Stata (version 14.0; <uri xlink:href="https://www.stata.com/">http://www.stata.com/</uri>) was used for statistical analysis. An overall meta-analysis of all included studies was performed to determine the association between <italic>H. pylori</italic> infection and pancreatic cancer risk. In addition, several subgroup analyses were performed, including a meta-analysis that included only high-quality studies, and subgroup analyses sorted by study design, geographical distribution and diagnostic criteria for <italic>H. pylori</italic> infection. Subgroup analyses of the association between CagA<sup>&#x002B;</sup> <italic>H. pylori</italic> infection and CagA<sup>&#x2212;</sup> <italic>H. pylori</italic> infection were also conducted.</p>
<p>OR was used as the combined effect size. OR and 95&#x0025; CI were used as statistical measures of the strength of association. Heterogeneity between studies was measured by the I<sup>2</sup> value based on &#x03C7;<sup>2</sup> tests, and the heterogeneity was considered to be significant if I<sup>2</sup> was &#x003E;50&#x0025; (<xref rid="b23-ol-29-4-14920" ref-type="bibr">23</xref>). Considering that there is always heterogeneity in intervention effects across multiple studies from different groups and geographical locations, a random effects model was used to calculate the combined effect sizes. The funnel plot method, Begg&#x0027;s rank correlation and Egger&#x0027;s linear regression test were used to detect potential publication bias. P&#x003C;0.05 was considered to indicate a statistically significant publication bias (<xref rid="b24-ol-29-4-14920" ref-type="bibr">24</xref>,<xref rid="b25-ol-29-4-14920" ref-type="bibr">25</xref>). The effect of publication bias on the merged results was assessed using the trim and fill method (<xref rid="b26-ol-29-4-14920" ref-type="bibr">26</xref>). Leave-one-out sensitivity analyses were performed to check the robustness of the combined results and to avoid a significant influence of extreme data from a single study on the combined results.</p>
</sec>
</sec>
</sec>
<sec sec-type="results">
<title>Results</title>
<sec>
<title/>
<sec>
<title>Literature search and characteristics of the included studies</title>
<p>The search of the three databases (PubMed, Embase and Cochrane Library) and the manual citation search yielded 1,024 articles, leaving 906 articles after screening for duplicates. Further screening of titles, abstracts and full text yielded 17 suitable articles for the present study (<xref rid="b16-ol-29-4-14920" ref-type="bibr">16</xref>,<xref rid="b17-ol-29-4-14920" ref-type="bibr">17</xref>,<xref rid="b20-ol-29-4-14920" ref-type="bibr">20</xref>,<xref rid="b27-ol-29-4-14920" ref-type="bibr">27</xref>&#x2013;<xref rid="b40-ol-29-4-14920" ref-type="bibr">40</xref>). The selection process is shown in <xref rid="f1-ol-29-4-14920" ref-type="fig">Fig. 1</xref>. These studies involved 67,910 participants (3,358 patients with pancreatic cancer and 64,372 control group members) and included 9 case-control studies, 5 nested case-control studies and 3 cohort studies. Of these studies, 7 were conducted in Asia, 5 in Europe, 4 in North America and 1 in Oceania. The sample size range of the studies was 53&#x2013;30,110 (<xref rid="tI-ol-29-4-14920" ref-type="table">Table I</xref>). Additionally, 16 studies used serological markers as the diagnostic criteria for <italic>H. pylori</italic> infection, and only Hsu <italic>et al</italic> (<xref rid="b36-ol-29-4-14920" ref-type="bibr">36</xref>) used histopathological examination to diagnose <italic>H. pylori</italic> infection. This histopathological approach may depend largely on the level of expertise of the examiner and may not identify previous infection. A total of 11 studies further tested for CagA antibodies, while 1 study employed multiple serology to simultaneously test for CagA, Vacuolating Cytotoxin A (VacA) and other virulence factors (<xref rid="b31-ol-29-4-14920" ref-type="bibr">31</xref>).</p>
<p>It is noteworthy that the study populations of Stolzenberg-Solomon <italic>et al</italic> (<xref rid="b27-ol-29-4-14920" ref-type="bibr">27</xref>) and Yu <italic>et al</italic> (<xref rid="b41-ol-29-4-14920" ref-type="bibr">41</xref>) were both derived from the Finnish ATBC cohort study, which was designed to identify the role of &#x03B1;-tocopherol or &#x03B2;-carotene in reducing cancer incidence in male smokers. The study by Yu <italic>et al</italic> (<xref rid="b41-ol-29-4-14920" ref-type="bibr">41</xref>) had a larger sample size and a longer follow-up period but was not group-matched according to interventions in the ATBC study, indicating that the results may have been influenced by interventions in the ATBC cohort study. Therefore, the study by Stolzenberg-Solomon <italic>et al</italic> (<xref rid="b27-ol-29-4-14920" ref-type="bibr">27</xref>) was finally included in the present analysis. Some meta-analyses included both articles (<xref rid="b19-ol-29-4-14920" ref-type="bibr">19</xref>) indicating that there was likely some duplication in the study population which could affect the credibility of the results.</p>
</sec>
<sec>
<title>Literature quality evaluation</title>
<p>The NOS scores of the 17 included studies ranged from 4 to 8, with an mean score of 6.8. The results of the literature quality assessment are presented in <xref rid="tI-ol-29-4-14920" ref-type="table">Table I</xref>. A total of 12 studies were determined to be high quality based on the NOS scores.</p>
</sec>
<sec>
<title>Overall analysis</title>
<p>All 17 studies were included in the analysis. The heterogeneity test showed a significant heterogeneity among studies (I<sup>2</sup>=72.1&#x0025;; P&#x003C;0.001; <xref rid="f2-ol-29-4-14920" ref-type="fig">Fig. 2</xref>). The results of the meta-analysis suggested that <italic>H. pylori</italic> infection was not significantly associated with the risk of pancreatic cancer (OR, 1.15; 95&#x0025; CI, 0.93&#x2013;1.41; <xref rid="f2-ol-29-4-14920" ref-type="fig">Fig. 2</xref>). A leave-one-out sensitivity analysis was performed to verify the reliability of the combined results. The findings indicated that the combined results were stable and not affected by the extremes of a single study (<xref rid="f3-ol-29-4-14920" ref-type="fig">Fig. 3</xref>).</p>
</sec>
<sec>
<title>Subgroup analyses</title>
<p>To explore potential sources of heterogeneity and identify key factors influencing the combined results, subgroup analyses were conducted, where studies were grouped and analyzed based on their quality, geographical region, study design, diagnostic criteria and the subtype of <italic>H. pylori.</italic></p>
</sec>
<sec>
<title>Subgroup analysis of high-quality studies</title>
<p>To reduce the potential impact of low-quality studies on the combined outcomes, only 12 high-quality studies (<xref rid="b16-ol-29-4-14920" ref-type="bibr">16</xref>,<xref rid="b17-ol-29-4-14920" ref-type="bibr">17</xref>,<xref rid="b20-ol-29-4-14920" ref-type="bibr">20</xref>,<xref rid="b27-ol-29-4-14920" ref-type="bibr">27</xref>&#x2013;<xref rid="b35-ol-29-4-14920" ref-type="bibr">35</xref>) were included in this subgroup. The heterogeneity of this subgroup was still significant (I<sup>2</sup>=73.3&#x0025;; P&#x003C;0.001). The analysis showed no significant association between <italic>H. pylori</italic> infection and pancreatic cancer risk (OR, 1.06; 95&#x0025; CI, 0.86&#x2013;1.31; <xref rid="SD1-ol-29-4-14920" ref-type="supplementary-material">Fig. S1</xref>). However, in this subgroup, the results were closer to the line of null effect and their 95&#x0025; CIs were narrower.</p>
</sec>
<sec>
<title>Subgroup analysis on study region</title>
<p>All 17 studies were grouped according to the region of the study population. Among them, 7 studies were assigned to the Asian group, 5 studies to the European group, 4 studies to the North American group and 1 study to the Oceania group. The results in the European group (OR, 1.28; 95&#x0025; CI, 0.95&#x2013;1.72), the Asian group (OR, 1.34; 95&#x0025; CI, 0.77&#x2013;2.34) and the Oceania group (OR, 1.05; 95&#x0025; CI, 0.79&#x2013;1.40) suggested that <italic>H. pylori</italic> infection was a risk factor for pancreatic cancer (<xref rid="SD1-ol-29-4-14920" ref-type="supplementary-material">Fig. S2</xref>). By contrast, in North America (OR, 0.92; 95&#x0025; CI, 0.69&#x2013;1.23), <italic>H. pylori</italic> infection was a protective factor for pancreatic cancer. However, none of these associations were statistically significant, which may suggest that there were small regional differences in the association between <italic>H. pylori</italic> infection and pancreatic cancer, but that these differences did not have a decisive effect.</p>
</sec>
<sec>
<title>Subgroup analysis on study design</title>
<p>The types of the studies included were case-control studies, nested case-control studies and cohort studies, which may have different implementation pathways and levels of evidence in evidence-based medicine. Therefore, the studies were analyzed in subgroups according to study design to identify potential sources of heterogeneity (<xref rid="b42-ol-29-4-14920" ref-type="bibr">42</xref>,<xref rid="b43-ol-29-4-14920" ref-type="bibr">43</xref>). The analysis showed that there was no significant difference between the results of the case-control study group (OR, 1.07; 95&#x0025; CI, 0.78&#x2013;1.48), the nested case-control study group (OR, 1.05; 95&#x0025; CI, 0.82&#x2013;1.34) and the cohort study group (OR, 1.68; 95&#x0025; CI, 0.86&#x2013;3.29), which suggests that study design may not be a major source of heterogeneity (<xref rid="SD1-ol-29-4-14920" ref-type="supplementary-material">Fig. S3</xref>).</p>
</sec>
<sec>
<title>Subgroup analysis on diagnostic criteria</title>
<p>The original studies employed a variety of diagnostic methods for <italic>H. pylori</italic> infection. Therefore, the original studies were analyzed in groups based on the diagnostic criteria. A total of 14 studies used ELISA-based Hp-IgG positivity as a diagnostic criterion for <italic>H. pylori</italic> infection, and the analysis of this group still suggested no significant association between <italic>H. pylori</italic> infection and the risk of pancreatic cancer (OR, 1.10; 95&#x0025; CI, 0.90&#x2013;1.35; <xref rid="SD1-ol-29-4-14920" ref-type="supplementary-material">Fig. S4</xref>). By contrast, the remaining three diagnostic methods (E-Plate, multiple serology and histopathology) had all been used in a single study and had limited significance for a combined analysis.</p>
</sec>
<sec>
<title>Subgroup analysis of CagA<sup>&#x002B;</sup> H. pylori infection</title>
<p>CagA is a crucial virulence factor of <italic>H. pylori</italic> that is associated with tumorigenic risk and CagA<sup>&#x002B;</sup> <italic>H. pylori</italic> is typically considered to possess higher virulence (<xref rid="b6-ol-29-4-14920" ref-type="bibr">6</xref>). A total of 11 studies (9 studies using ELISA, 1 using an immunoblot test and 1 using multiple serology) additionally examined the CagA status of <italic>H. pylori</italic>, all of which were included in the present subgroup. The result showed no significant association between CagA<sup>&#x002B;</sup> <italic>H. pylori</italic> infection and the risk of pancreatic cancer (OR, 0.95; 95&#x0025; CI, 0.78&#x2013;1.16; <xref rid="SD1-ol-29-4-14920" ref-type="supplementary-material">Fig. S5</xref>). However, the diagnostic criteria for CagA<sup>&#x002B;</sup> <italic>H. pylori</italic> infection varied among studies. For example, a study in the United States in 2023 determined CagA positivity based on the detection of CagA only (<xref rid="b28-ol-29-4-14920" ref-type="bibr">28</xref>), whereas a cohort study in Germany in 2016 interpreted the results of CagA testing on the basis of Hp-IgG positivity (<xref rid="b37-ol-29-4-14920" ref-type="bibr">37</xref>). The different diagnostic criteria likely affected the reliability of the results. For both diagnostic criteria, a subgroup analysis was performed, although no significant association was found in both the CagA<sup>&#x002B;</sup> group alone (OR, 0.89; 95&#x0025; CI, 0.72&#x2013;1.09) and the Hp-IgG<sup>&#x002B;</sup> &#x002B; CagA<sup>&#x002B;</sup> group (OR, 1.27; 95&#x0025; CI, 0.74&#x2013;2.17) (<xref rid="f4-ol-29-4-14920" ref-type="fig">Fig. 4</xref>). Therefore, the conclusions did not change. In this subgroup, further subgroup analyses were performed based on quality, study region and study design, but none yielded meaningful results (data not shown). The results of the subgroup analysis of CagA<sup>&#x002B;</sup> <italic>H. pylori</italic> infection were reliable and not abnormally affected by a single extreme result, as demonstrated by sensitivity analysis (<xref rid="SD1-ol-29-4-14920" ref-type="supplementary-material">Fig. S6</xref>).</p>
</sec>
<sec>
<title>Subgroup analysis of CagA<sup>&#x2212;</sup> H. pylori infection</title>
<p>A total of 7 studies additionally analyzed CagA<sup>&#x2212;</sup> <italic>H. pylori</italic> infection, all of which were included in the subgroup analysis. The test for heterogeneity indicated that inter-study heterogeneity was not significant (I<sup>2</sup>=42.4&#x0025;; P=0.108; <xref rid="f5-ol-29-4-14920" ref-type="fig">Fig. 5</xref>). The quantitative synthesis results showed that CagA<sup>&#x2212;</sup> <italic>H. pylori</italic> infection was associated with the risk of pancreatic cancer (OR, 1.24; 95&#x0025; CI, 1.00&#x2013;1.54; <xref rid="f5-ol-29-4-14920" ref-type="fig">Fig. 5</xref>). The results suggested that CagA<sup>&#x2212;</sup> <italic>H. pylori</italic> infection could be a risk factor for pancreatic cancer. However, the corresponding sensitivity analysis suggested that this result was not very stable (<xref rid="SD1-ol-29-4-14920" ref-type="supplementary-material">Fig. S7</xref>).</p>
</sec>
<sec>
<title>Publication bias</title>
<p>The funnel plot results were slightly asymmetric (<xref rid="SD1-ol-29-4-14920" ref-type="supplementary-material">Fig. S8</xref>). Begg&#x0027;s test did not identify publication bias (P=0.077), but Egger&#x0027;s test suggested some publication bias (P=0.014). The trim and fill analysis allows the modelling of results that may be absent due to publication bias, thus assessing the impact of publication bias on the results and providing an adjusted effect value. A trim-and-fill analysis was performed, and the results showed that no studies were trimmed or filled (<xref rid="f6-ol-29-4-14920" ref-type="fig">Fig. 6</xref>), and the adjusted results were consistent with the original results. The results demonstrated that there was no significant publication bias and its influence on the results of the meta-analysis was weak.</p>
</sec>
</sec>
</sec>
<sec sec-type="discussion">
<title>Discussion</title>
<p>Although the potential oncogenic role of <italic>H. pylori</italic> infection has received widespread attention, its association with pancreatic cancer risk is unclear and study findings are controversial. The present study aimed to examine the existing literature and assess the association between different types of <italic>H. pylori</italic> infection and pancreatic cancer risk and to explore possible causes.</p>
<p>In the present study, the predetermined inclusion and exclusion criteria were strictly followed to select high-quality original studies. By excluding non-compliant or low-quality literature and including those studies that met the criteria, the present study enhances the generalizability of the selected research population and the universality of the research conclusions. In addition, the selected original studies included a variety of study types, such as case-control, nested case-control and cohort studies, providing a multidimensional perspective that contributed to a comprehensive assessment of the association between <italic>H. pylori</italic> infection and pancreatic cancer risk. The largest sample size to date (a total of 67,910 subjects) was included, which notably enhanced the statistical efficacy of the present meta-analysis and reduced randomization error, thus providing more robust and reliable conclusions.</p>
<p>For statistical analysis, a comprehensive analytical strategy was used to investigate the complex relationship between <italic>H. pylori</italic> infection and pancreatic cancer risk. Through subgroup analyses, the effects of study region, design, diagnostic criteria and CagA status on the results were examined, which helped to identify potential heterogeneity among different subgroups and provide valuable clues for future studies. In addition, to ensure the robustness of the findings, sensitivity analyses were further performed to assess the impact of individual studies on the overall effect estimates and the trim-and-fill method was employed to adjust for potential publication bias. The use of these analytical tools has increased the confidence in the study&#x0027;s conclusions.</p>
<p>The present analysis showed no significant association between <italic>H. pylori</italic> infection and pancreatic cancer risk (OR, 1.15; 95&#x0025; CI, 0.93&#x2013;1.41). Although there was some publication bias and significant heterogeneity, the result of the sensitivity analysis and the trim-and-fill analysis demonstrated that the results are stable and reliable. Meta-analyses by Zhou <italic>et al</italic> (<xref rid="b19-ol-29-4-14920" ref-type="bibr">19</xref>) and Schulte <italic>et al</italic> (<xref rid="b20-ol-29-4-14920" ref-type="bibr">20</xref>) also showed similar results. Trikudanathan <italic>et al</italic> (<xref rid="b44-ol-29-4-14920" ref-type="bibr">44</xref>) and Xiao <italic>et al</italic> (<xref rid="b18-ol-29-4-14920" ref-type="bibr">18</xref>) included 6 and 9 original studies, respectively, and their results suggested a statistically significant association between <italic>H. pylori</italic> infection and pancreatic cancer risk (OR, 1.38; 95&#x0025; CI, 1.08&#x2013;1.75 and OR, 1.47; 95&#x0025; CI, 1.22&#x2013;1.77, respectively). However, building on their original study, several newly published papers were also included in the present study, including 3 cohort studies, which enhanced the credibility of the results. Xiao <italic>et al</italic> (<xref rid="b18-ol-29-4-14920" ref-type="bibr">18</xref>) also performed a subgroup analysis of high-quality studies, in which 4 original studies that were considered high-quality were analyzed and found statistically significant results (OR, 1.28; 95&#x0025; CI, 1.01&#x2013;1.63). Although this result still suggested that <italic>H. pylori</italic> infection was a risk factor, the OR and 95&#x0025; CI of the high-quality subgroup were closer to 1 compared with the results of their overall analysis (OR, 1.47; 95&#x0025; CI, 1.22&#x2013;1.77), suggesting that the results of the overall analysis were somewhat influenced by the other studies. By contrast, the high-quality subgroup analysis in the present study involved 12 articles, including all 4 articles used by Xiao <italic>et al</italic> (<xref rid="b18-ol-29-4-14920" ref-type="bibr">18</xref>) and 8 new high-quality articles. The results suggested no significant association between <italic>H. pylori</italic> infection and pancreatic cancer risk (OR, 1.06; 95&#x0025; CI, 0.86&#x2013;1.31), consistent with the results of the overall analysis of the present study. Similarly, the OR and 95&#x0025; CI of the high-quality subgroup analysis were closer to 1 than those of the overall analysis.</p>
<p>Regional subgroup analyses were performed in the present study, and no statistically significant results were found in the European, Asian or North American groups. The results of the study by Zhou <italic>et al</italic> (<xref rid="b19-ol-29-4-14920" ref-type="bibr">19</xref>) are consistent with the findings of the present study. By contrast, Xiao <italic>et al</italic> (<xref rid="b18-ol-29-4-14920" ref-type="bibr">18</xref>) found statistically significant results in the European and East Asian groups (OR, 1.56; 95&#x0025; CI, 1.15&#x2013;2.10 and OR, 2.01; 95&#x0025; CI, 1.33&#x2013;3.02, respectively). Compared with the study by Xiao <italic>et al</italic>, the regional subgroup analyses in the present study additionally included 8 newly published articles (including 3 cohort studies) and did not include 3 studies published in languages other than English. Consequently, the regional subgroup analyses in the present study incorporated more recent data and larger sample sizes.</p>
<p>Subgroup analyses on the diagnostic criteria and study design did not reveal significant heterogeneity between groups. Of the four diagnostic methods for <italic>H. pylori</italic> infection included in the present study, three were used in only 1 study. Therefore, interpretation of diagnostic criteria subgroup results were limited by sample size.</p>
<p>CagA protein is an important virulence factor of <italic>H. pylori.</italic> CagA interferes with cell signal transduction by binding to various receptors of host cells, thus affecting cell proliferation, migration and apoptosis (<xref rid="b6-ol-29-4-14920" ref-type="bibr">6</xref>). The present study comprehensively analyzed the role of the CagA protein based on existing data, and the findings indicated no significant association between CagA<sup>&#x002B;</sup> <italic>H. pylori</italic> infection and the risk of pancreatic cancer. Certain previous meta-analyses corroborate this finding (<xref rid="b18-ol-29-4-14920" ref-type="bibr">18</xref>,<xref rid="b19-ol-29-4-14920" ref-type="bibr">19</xref>). CagA<sup>&#x2212;</sup> <italic>H. pylori</italic> infection was significantly associated with the risk of pancreatic cancer (OR, 1.24; 95&#x0025; CI, 1.00&#x2013;1.54) in the present study. Compared with the study of Zhou <italic>et al</italic> (<xref rid="b19-ol-29-4-14920" ref-type="bibr">19</xref>) (OR, 1.22; 95&#x0025; CI, 1.00&#x2013;1.49), the present study additionally included a 2016 cohort study from Germany (<xref rid="b37-ol-29-4-14920" ref-type="bibr">37</xref>) and a 2023 nested case-control study from the United States (<xref rid="b28-ol-29-4-14920" ref-type="bibr">28</xref>). By introducing these 2 new original studies, narrower confidence intervals were obtained and therefore the results showed statistical significance. In terms of CagA<sup>&#x2212;</sup> <italic>H. pylori</italic> infection, several meta-analyses are consistent with the findings of the present study (<xref rid="b20-ol-29-4-14920" ref-type="bibr">20</xref>,<xref rid="b37-ol-29-4-14920" ref-type="bibr">37</xref>,<xref rid="b45-ol-29-4-14920" ref-type="bibr">45</xref>), but the present study had the largest sample size and the narrowest confidence intervals. However, the corresponding sensitivity analysis showed that the combined results were not very stable. After several critical studies were excluded individually (<xref rid="b17-ol-29-4-14920" ref-type="bibr">17</xref>,<xref rid="b20-ol-29-4-14920" ref-type="bibr">20</xref>,<xref rid="b29-ol-29-4-14920" ref-type="bibr">29</xref>,<xref rid="b37-ol-29-4-14920" ref-type="bibr">37</xref>), the results were no longer statistically significant.</p>
<p>VacA is also a major virulence factor produced by <italic>H. pylori.</italic> As a cytotoxin, VacA can interact with host cell membranes to form transmembrane channels that disrupt membrane integrity. This damage results in the leakage of intracellular material and loss of cellular function, which in turn may trigger cell death (<xref rid="b46-ol-29-4-14920" ref-type="bibr">46</xref>,<xref rid="b47-ol-29-4-14920" ref-type="bibr">47</xref>). This mechanism of VacA makes it one of the key factors related to <italic>H. pylori</italic> infection, gastric mucosal injury and inflammation. However, only 1 study examined VacA status, and therefore quantitative synthetic analyses could not be performed in the present study (<xref rid="b31-ol-29-4-14920" ref-type="bibr">31</xref>).</p>
<p>The association between CagA<sup>&#x2212;</sup> <italic>H. pylori</italic> infection and pancreatic cancer risk may involve multiple biological mechanisms. First, <italic>H. pylori</italic> infection itself may cause damage to pancreatic cells through a chronic inflammatory response, and this inflammatory environment may promote the development of pancreatic cancer. Chronic inflammation is recognized as an important cancer-promoting factor that can lead to DNA damage, cell proliferation and immune escape, thereby increasing the risk of pancreatic cancer (<xref rid="b48-ol-29-4-14920" ref-type="bibr">48</xref>,<xref rid="b49-ol-29-4-14920" ref-type="bibr">49</xref>). For example, a study found that <italic>H. pylori</italic> infection was associated with elevated markers of inflammation in patients with pancreatic cancer, suggesting that inflammation may play a role in the development of pancreatic cancer (<xref rid="b18-ol-29-4-14920" ref-type="bibr">18</xref>). <italic>H. pylori</italic> infection may elevate inflammation levels and promote &#x03B2;-catenin accumulation by inducing spermine oxidase, which metabolizes the polyamine, spermine, into spermidine and H<sub>2</sub>O<sub>2</sub> (<xref rid="b50-ol-29-4-14920" ref-type="bibr">50</xref>). There is evidence that gastric polyamine levels are positively associated with gastritis in <italic>H. pylori</italic>-infected gerbils (<xref rid="b51-ol-29-4-14920" ref-type="bibr">51</xref>). An association between colonic spermidine levels and histological damage was also observed in a wild-type mouse model of <italic>Citrobacter rodentium</italic> infection (<xref rid="b52-ol-29-4-14920" ref-type="bibr">52</xref>). The Wnt/&#x03B2;-catenin signaling pathway is pivotal in carcinogenesis (<xref rid="b53-ol-29-4-14920" ref-type="bibr">53</xref>,<xref rid="b54-ol-29-4-14920" ref-type="bibr">54</xref>). <italic>H. pylori</italic> induces nuclear accumulation of &#x03B2;-catenin in gastric epithelial cells, facilitating the development of cells exhibiting cancer stem cell-like characteristics (<xref rid="b55-ol-29-4-14920" ref-type="bibr">55</xref>).</p>
<p>Second, <italic>H. pylori</italic> infection may affect the immune surveillance and immune escape mechanisms of pancreatic cancer by affecting the immune microenvironment of the pancreas and altering the distribution and function of immune cells (<xref rid="b6-ol-29-4-14920" ref-type="bibr">6</xref>). It has been shown that <italic>H. pylori</italic> infection has the capacity to upregulate the expression of indoleamine 2,3-dioxygenase in macrophages, thereby inducing M2 polarization (<xref rid="b56-ol-29-4-14920" ref-type="bibr">56</xref>). M2 macrophages promote cancer initiation and malignant progression by enhancing angiogenesis and increasing tumor migration, invasion and intravasation, while also inhibiting antitumor immunity (<xref rid="b57-ol-29-4-14920" ref-type="bibr">57</xref>). Guo <italic>et al</italic> (<xref rid="b58-ol-29-4-14920" ref-type="bibr">58</xref>) showed that M2 macrophages shield tumor-initiating cells from immune elimination and are essential for tumorigenesis. In addition, M2 macrophages are able to promote tumor cell colonization and growth by regulating the interaction between tumor cells and surrounding cells, as well as by remodeling the stroma surrounding tumor cells (<xref rid="b59-ol-29-4-14920" ref-type="bibr">59</xref>).</p>
<p><italic>H. pylori</italic> infection is also associated with oxidative stress and extensive DNA damage related to chronic inflammation (<xref rid="b60-ol-29-4-14920" ref-type="bibr">60</xref>). It is well known that <italic>H. pylori</italic> causes neutrophil infiltration and elevated <italic>de novo</italic> synthesis of reactive oxygen species (ROS) by epithelial cells both <italic>in vivo</italic> and <italic>in vitro</italic> (<xref rid="b61-ol-29-4-14920" ref-type="bibr">61</xref>,<xref rid="b62-ol-29-4-14920" ref-type="bibr">62</xref>). ROS are oxygen-containing chemicals that are highly reactive in living organisms and, under normal physiological conditions, they are produced by cellular metabolism and are involved in cell signaling processes (<xref rid="b63-ol-29-4-14920" ref-type="bibr">63</xref>,<xref rid="b64-ol-29-4-14920" ref-type="bibr">64</xref>). In turn, the increase in ROS leads to DNA damage and genetic instability and may even activate tumorigenic signals (<xref rid="b64-ol-29-4-14920" ref-type="bibr">64</xref>&#x2013;<xref rid="b66-ol-29-4-14920" ref-type="bibr">66</xref>). Hardbower <italic>et al</italic> (<xref rid="b60-ol-29-4-14920" ref-type="bibr">60</xref>) inhibited DNA damage induced by oxidative stress in mouse and gerbil models infected by <italic>H. pylori</italic>, which were found to exhibit a decrease in heterotopic hyperplasia and carcinoma.</p>
<p>CagA<sup>&#x2212;</sup> <italic>H. pylori</italic> infection exhibits enhanced survivability in highly acidic conditions, which may mean that these strains are more likely to infect or colonize highly acidic individuals (<xref rid="b67-ol-29-4-14920" ref-type="bibr">67</xref>). The highly acidic trait coupled with infection by <italic>H. pylori</italic> may induce a strong stimulation of the pancreas (<xref rid="b68-ol-29-4-14920" ref-type="bibr">68</xref>,<xref rid="b69-ol-29-4-14920" ref-type="bibr">69</xref>). Pancreatic cells found in a highly secretory active state for a long period are more prone to malignancy (<xref rid="b70-ol-29-4-14920" ref-type="bibr">70</xref>,<xref rid="b71-ol-29-4-14920" ref-type="bibr">71</xref>). Contrary to CagA<sup>&#x2212;</sup> strains, CagA<sup>&#x002B;</sup> strains are generally considered to be more virulent and capable of inducing more severe gastric mucosal atrophy, intestinal epithelial hyperplasia and inflammatory cell infiltration (<xref rid="b72-ol-29-4-14920" ref-type="bibr">72</xref>). Consequently, a reduction in gastric acidity may be more prevalent among the long-term effects of CagA<sup>&#x002B;</sup> <italic>H. pylori</italic>, which may instead alleviate the burden on pancreatic cells. This may explain why CagA<sup>&#x2212;</sup> <italic>H. pylori</italic> infection is more dangerous in terms of pancreatic cancer risk. Moreover, in addition to CagA and VacA, <italic>H. pylori</italic> possesses an extensive array of virulence factors, including dupA, iceA and htrA (<xref rid="b73-ol-29-4-14920" ref-type="bibr">73</xref>&#x2013;<xref rid="b75-ol-29-4-14920" ref-type="bibr">75</xref>). Subgroup analysis based only on CagA status overlooks the role of these virulence factors, and taking these virulence factors into account helps to explain the relationship between <italic>H. pylori</italic> infection and pancreatic cancer more scientifically.</p>
<p>Lifestyle and genetic susceptibility are also significant factors influencing pancreatic cancer risk (<xref rid="b13-ol-29-4-14920" ref-type="bibr">13</xref>). For instance, smoking, high BMI and diabetes are often regarded as risk factors for pancreatic cancer (<xref rid="b76-ol-29-4-14920" ref-type="bibr">76</xref>&#x2013;<xref rid="b78-ol-29-4-14920" ref-type="bibr">78</xref>), while mutations of various genes (such as CDKN2A, BRCA2, ATM and BRCA1) have been shown to be associated with pancreatic cancer (<xref rid="b79-ol-29-4-14920" ref-type="bibr">79</xref>,<xref rid="b80-ol-29-4-14920" ref-type="bibr">80</xref>). Certain studies matched for fundamental confounders such as age, sex, smoking and alcohol intake, thereby eliminating their influence on the results (<xref rid="b16-ol-29-4-14920" ref-type="bibr">16</xref>,<xref rid="b27-ol-29-4-14920" ref-type="bibr">27</xref>). Nonetheless, regarding dietary structure and genetic susceptibility, which are more difficult indicators to count, only a few studies have controlled their distribution across groups (<xref rid="b20-ol-29-4-14920" ref-type="bibr">20</xref>,<xref rid="b31-ol-29-4-14920" ref-type="bibr">31</xref>). Therefore, more high-quality studies are required to elucidate the association between <italic>H. pylori</italic> infection and pancreatic cancer risk.</p>
<p>The present study also has some limitations. High-performance assays for <italic>H. pylori</italic> infection, such as tissue culture and nested PCR (<xref rid="b81-ol-29-4-14920" ref-type="bibr">81</xref>), were infrequently employed in the studies included in the analysis, and the majority of original studies used serology for diagnosing <italic>H. pylori</italic> infection, which is among the most prevalent diagnostic procedures (<xref rid="b82-ol-29-4-14920" ref-type="bibr">82</xref>,<xref rid="b83-ol-29-4-14920" ref-type="bibr">83</xref>). The lesions resulting from <italic>H. pylori</italic> infection exhibit marked variability across individuals (<xref rid="b84-ol-29-4-14920" ref-type="bibr">84</xref>,<xref rid="b85-ol-29-4-14920" ref-type="bibr">85</xref>). The extent of chronic inflammation due to <italic>H. pylori</italic> infection was not assessed, nor were the changes in the acidity of the stomach (which stimulates the pancreas) in the case of diagnosis using serology. This deficiency reveals the shortcomings in the degree of refinement of the subgroups of <italic>H. pylori</italic> infection. Furthermore, studies have demonstrated that the conversion rate of serum CagA antibodies was considerably lower than that of Hp-IgG antibodies, and that the inclusion of CagA antibodies in the diagnostic criteria could facilitate the detection of remote <italic>H. pylori</italic> infection with greater efficacy (<xref rid="b86-ol-29-4-14920" ref-type="bibr">86</xref>,<xref rid="b87-ol-29-4-14920" ref-type="bibr">87</xref>). Therefore, some studies have chosen to use the results of CagA antibodies to correct for the results of Hp-IgG antibodies (<xref rid="b17-ol-29-4-14920" ref-type="bibr">17</xref>,<xref rid="b20-ol-29-4-14920" ref-type="bibr">20</xref>,<xref rid="b27-ol-29-4-14920" ref-type="bibr">27</xref>&#x2013;<xref rid="b29-ol-29-4-14920" ref-type="bibr">29</xref>). However, some studies neglected to do so, and some did not test for CagA antibodies, which likely contributed to the underestimation of the <italic>H. pylori</italic> infected population. In the case-control studies covered in the present study, there was often a long interval between specimen collection and testing, and it has been found that the level of serologic markers might change after prolonged storage (<xref rid="b30-ol-29-4-14920" ref-type="bibr">30</xref>), which could be avoided by higher-quality study designs.</p>
<p>As only one of the original studies included tested VacA status using multiple serological methods (<xref rid="b31-ol-29-4-14920" ref-type="bibr">31</xref>), it was not possible to perform a meta-analysis on the association between VacA and pancreatic cancer risk. Furthermore, since the original studies included in the present study included just 3 cohort studies (<xref rid="b32-ol-29-4-14920" ref-type="bibr">32</xref>,<xref rid="b36-ol-29-4-14920" ref-type="bibr">36</xref>,<xref rid="b37-ol-29-4-14920" ref-type="bibr">37</xref>), the degree of evidence for the original data should be raised. The emergence of more rigorously designed studies with higher levels of evidence will help to address these issues.</p>
<p>In conclusion, the results of the present study suggested that <italic>H. pylori</italic> infection, including CagA<sup>&#x002B;</sup> <italic>H. pylori</italic> infection, did not significantly increase the risk of pancreatic cancer. However, CagA<sup>&#x2212;</sup> <italic>H. pylori</italic> infection is a risk factor that warrants caution. Although study region, diagnostic methods, study design and virulence of strains all had some impact on the results, this impact did not affect the conclusions.</p>
</sec>
<sec sec-type="supplementary-material">
<title>Supplementary Material</title>
<supplementary-material id="SD1-ol-29-4-14920" content-type="local-data">
<caption>
<title>Supporting Data</title>
</caption>
<media mimetype="application" mime-subtype="pdf" xlink:href="Supplementary_Data.pdf"/>
</supplementary-material>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>Not applicable.</p>
</ack>
<sec sec-type="data-availability">
<title>Availability of data and materials</title>
<p>The data generated in the present study may be requested from the corresponding author.</p>
</sec>
<sec>
<title>Authors&#x0027; contributions</title>
<p>MZ, CQ and CX conceived of the study; MZ, CQ, CX and WX participated in the design of the study; CQ and ZZ participated in data collection; CQ, XS and XW analyzed and interpreted the data; CQ and CX drafted the manuscript; CX revised and edited the manuscript. MZ and WX confirm the authenticity of all the raw data. All authors read and approved the final version of the manuscript.</p>
</sec>
<sec>
<title>Ethics approval and consent to participate</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Patient consent for publication</title>
<p>Not applicable.</p>
</sec>
<sec sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors declare that they have no competing interests.</p>
</sec>
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</back>
<floats-group>
<fig id="f1-ol-29-4-14920" position="float">
<label>Figure 1.</label>
<caption><p>Literature search and study selection flowchart following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses 2020 guidelines.</p></caption>
<graphic xlink:href="ol-29-04-14920-g00.tif"/>
</fig>
<fig id="f2-ol-29-4-14920" position="float">
<label>Figure 2.</label>
<caption><p>Forest plot of the overall meta-analysis of the association between <italic>Helicobacter pylori</italic> infection and the risk of pancreatic cancer. OR, odds ratio; CI, confidence interval.</p></caption>
<graphic xlink:href="ol-29-04-14920-g01.tif"/>
</fig>
<fig id="f3-ol-29-4-14920" position="float">
<label>Figure 3.</label>
<caption><p>Sensitivity analysis of the overall meta-analysis of the association between <italic>Helicobacter pylori</italic> infection and the risk of pancreatic cancer. CI, confidence interval.</p></caption>
<graphic xlink:href="ol-29-04-14920-g02.tif"/>
</fig>
<fig id="f4-ol-29-4-14920" position="float">
<label>Figure 4.</label>
<caption><p>Forest plot of the diagnostic criteria subgroup analysis of the association between CagA<sup>&#x002B;</sup> <italic>Helicobacter pylori</italic> infection and the risk of pancreatic cancer. OR, odds ratio; CI, confidence interval.</p></caption>
<graphic xlink:href="ol-29-04-14920-g03.tif"/>
</fig>
<fig id="f5-ol-29-4-14920" position="float">
<label>Figure 5.</label>
<caption><p>Forest plot of the meta-analysis of the association between CagA<sup>&#x2212;</sup> <italic>Helicobacter pylori</italic> infection and the risk of pancreatic cancer. OR, odds ratio; CI, confidence interval.</p></caption>
<graphic xlink:href="ol-29-04-14920-g04.tif"/>
</fig>
<fig id="f6-ol-29-4-14920" position="float">
<label>Figure 6.</label>
<caption><p>Trim-and-fill analysis based on the overall meta-analysis of the association between <italic>Helicobacter pylori</italic> infection and the risk of pancreatic cancer. s.e., standard error.</p></caption>
<graphic xlink:href="ol-29-04-14920-g05.tif"/>
</fig>
<table-wrap id="tI-ol-29-4-14920" position="float">
<label>Table I.</label>
<caption><p>Main characteristics of included studies in the meta-analysis.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="bottom">First author, year</th>
<th align="center" valign="bottom">Region</th>
<th align="center" valign="bottom">Mean age or age range<sup><xref rid="tfn1-ol-29-4-14920" ref-type="table-fn">a</xref></sup></th>
<th align="center" valign="bottom">Study design</th>
<th align="center" valign="bottom"><italic>H. pylori</italic> (&#x002B;) in cancer group, n</th>
<th align="center" valign="bottom"><italic>H. pylori</italic> (&#x2212;) in cancer group, n</th>
<th align="center" valign="bottom"><italic>H. pylori</italic> (&#x002B;) in control group, n</th>
<th align="center" valign="bottom"><italic>H. pylori</italic> (&#x2212;) in cancer group, n</th>
<th align="center" valign="bottom">Sample size, n</th>
<th align="center" valign="bottom"><italic>H. pylori</italic> detection method</th>
<th align="center" valign="bottom">Ascertainment of pancreatic cancer</th>
<th align="center" valign="bottom">NOS score</th>
<th align="center" valign="bottom">(Refs.)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Raderer <italic>et al</italic>, 1998</td>
<td align="left" valign="top">Europe</td>
<td align="center" valign="top">21-85</td>
<td align="left" valign="top">Case-control</td>
<td align="center" valign="top">60</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">13</td>
<td align="center" valign="top">14</td>
<td align="center" valign="top">119</td>
<td align="left" valign="top">ELISA</td>
<td align="left" valign="top">Histopathological diagnosis</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">(<xref rid="b33-ol-29-4-14920" ref-type="bibr">33</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Stolzenberg-Solomon <italic>et al</italic>, 2001</td>
<td align="left" valign="top">Europe</td>
<td align="center" valign="top">50-69</td>
<td align="left" valign="top">Nested case-control</td>
<td align="center" valign="top">99</td>
<td align="center" valign="top">22</td>
<td align="center" valign="top">165</td>
<td align="center" valign="top">61</td>
<td align="center" valign="top">347</td>
<td align="left" valign="top">ELISA</td>
<td align="left" valign="top">Histopathological diagnosis</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">(<xref rid="b27-ol-29-4-14920" ref-type="bibr">27</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">de Martel <italic>et al</italic>, 2008</td>
<td align="left" valign="top">North America</td>
<td align="center" valign="top">49.5/50.3</td>
<td align="left" valign="top">Nested case-control</td>
<td align="center" valign="top">51</td>
<td align="center" valign="top">53</td>
<td align="center" valign="top">155</td>
<td align="center" valign="top">107</td>
<td align="center" valign="top">366</td>
<td align="left" valign="top">ELISA</td>
<td align="left" valign="top">Tumor registry reports</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">(<xref rid="b30-ol-29-4-14920" ref-type="bibr">30</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Lindkvist <italic>et al</italic>, 2008</td>
<td align="left" valign="top">Europe</td>
<td align="center" valign="top">47.9/47.5</td>
<td align="left" valign="top">Nested case-control</td>
<td align="center" valign="top">39</td>
<td align="center" valign="top">48</td>
<td align="center" valign="top">100</td>
<td align="center" valign="top">163</td>
<td align="center" valign="top">350</td>
<td align="left" valign="top">ELISA</td>
<td align="left" valign="top">Diagnostic histopathology or imaging</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">(<xref rid="b34-ol-29-4-14920" ref-type="bibr">34</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Risch <italic>et al</italic>, 2010</td>
<td align="left" valign="top">North America</td>
<td align="center" valign="top">66.9/68.3</td>
<td align="left" valign="top">Case-control</td>
<td align="center" valign="top">80</td>
<td align="center" valign="top">293</td>
<td align="center" valign="top">120</td>
<td align="center" valign="top">570</td>
<td align="center" valign="top">1,063</td>
<td align="left" valign="top">ELISA</td>
<td align="left" valign="top">Medical report</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">(<xref rid="b17-ol-29-4-14920" ref-type="bibr">17</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Shimoyama <italic>et al</italic>, 2010</td>
<td align="left" valign="top">Asia</td>
<td align="center" valign="top">66.9/61.6</td>
<td align="left" valign="top">Case-control</td>
<td align="center" valign="top">16</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">29</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">53</td>
<td align="left" valign="top">E-plate<sup><xref rid="tfn2-ol-29-4-14920" ref-type="table-fn">b</xref></sup></td>
<td align="center" valign="top">-</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">(<xref rid="b38-ol-29-4-14920" ref-type="bibr">38</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Hsu <italic>et al</italic>, 2014</td>
<td align="left" valign="top">Asia</td>
<td align="center" valign="top">51.1/51.0</td>
<td align="left" valign="top">Cohort</td>
<td align="center" valign="top">11</td>
<td align="center" valign="top">11</td>
<td align="center" valign="top">6,011</td>
<td align="center" valign="top">24,077</td>
<td align="center" valign="top">30,110</td>
<td align="left" valign="top">Pathological diagnosis</td>
<td align="left" valign="top">Tumor registry reports</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">(<xref rid="b36-ol-29-4-14920" ref-type="bibr">36</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Risch <italic>et al</italic>, 2014</td>
<td align="left" valign="top">Asia</td>
<td align="center" valign="top">64.9/64.9</td>
<td align="left" valign="top">Case-control</td>
<td align="center" valign="top">233</td>
<td align="center" valign="top">528</td>
<td align="center" valign="top">327</td>
<td align="center" valign="top">467</td>
<td align="center" valign="top">1,555</td>
<td align="left" valign="top">ELISA</td>
<td align="left" valign="top">Medical report</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">(<xref rid="b29-ol-29-4-14920" ref-type="bibr">29</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Ai <italic>et al</italic>, 2015</td>
<td align="left" valign="top">Asia</td>
<td align="center" valign="top">56.8/54.6</td>
<td align="left" valign="top">Case-control</td>
<td align="center" valign="top">31</td>
<td align="center" valign="top">25</td>
<td align="center" valign="top">16</td>
<td align="center" valign="top">44</td>
<td align="center" valign="top">116</td>
<td align="left" valign="top">ELISA</td>
<td align="left" valign="top">Histopathology or clinical diagnosis</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">(<xref rid="b35-ol-29-4-14920" ref-type="bibr">35</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Schulte <italic>et al</italic>, 2015</td>
<td align="left" valign="top">Oceania</td>
<td align="center" valign="top">66.5/67.4</td>
<td align="left" valign="top">Case-control</td>
<td align="center" valign="top">113</td>
<td align="center" valign="top">443</td>
<td align="center" valign="top">119</td>
<td align="center" valign="top">489</td>
<td align="center" valign="top">1,164</td>
<td align="left" valign="top">ELISA</td>
<td align="left" valign="top">Histopathology or clinical diagnosis</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">(<xref rid="b20-ol-29-4-14920" ref-type="bibr">20</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Chen <italic>et al</italic>, 2016</td>
<td align="left" valign="top">Europe</td>
<td align="center" valign="top">50-75</td>
<td align="left" valign="top">Cohort</td>
<td align="center" valign="top">27</td>
<td align="center" valign="top">19</td>
<td align="center" valign="top">4,738</td>
<td align="center" valign="top">4,766</td>
<td align="center" valign="top">9,550</td>
<td align="left" valign="top">ELISA</td>
<td align="left" valign="top">Tumor registry reports</td>
<td align="center" valign="top">6</td>
<td align="center" valign="top">(<xref rid="b37-ol-29-4-14920" ref-type="bibr">37</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Huang <italic>et al</italic>, 2017</td>
<td align="left" valign="top">Europe</td>
<td align="center" valign="top">57.8</td>
<td align="left" valign="top">Nested case-control</td>
<td align="center" valign="top">196</td>
<td align="center" valign="top">250</td>
<td align="center" valign="top">206</td>
<td align="center" valign="top">241</td>
<td align="center" valign="top">893</td>
<td align="left" valign="top">ELISA</td>
<td align="left" valign="top">Tumor registry reports</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">(<xref rid="b16-ol-29-4-14920" ref-type="bibr">16</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Hirabayashi <italic>et al</italic>, 2019</td>
<td align="left" valign="top">Asia</td>
<td align="center" valign="top">40-69</td>
<td align="left" valign="top">Cohort</td>
<td align="center" valign="top">83</td>
<td align="center" valign="top">36</td>
<td align="center" valign="top">13,669</td>
<td align="center" valign="top">6,328</td>
<td align="center" valign="top">20,116</td>
<td align="left" valign="top">ELISA</td>
<td align="left" valign="top">Tumor registry reports</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">(<xref rid="b32-ol-29-4-14920" ref-type="bibr">32</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Permuth <italic>et al</italic>, 2021</td>
<td align="left" valign="top">North America</td>
<td align="center" valign="top">67.6/59.0</td>
<td align="left" valign="top">Case-control</td>
<td align="center" valign="top">13</td>
<td align="center" valign="top">118</td>
<td align="center" valign="top">16</td>
<td align="center" valign="top">115</td>
<td align="center" valign="top">262</td>
<td align="left" valign="top">Multiplex serology<sup><xref rid="tfn3-ol-29-4-14920" ref-type="table-fn">c</xref></sup></td>
<td align="left" valign="top">Histopathological diagnosis</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">(<xref rid="b31-ol-29-4-14920" ref-type="bibr">31</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Laya <italic>et al</italic>, 2022</td>
<td align="left" valign="top">Asia</td>
<td align="center" valign="top">55.85/53.21</td>
<td align="left" valign="top">Case-control</td>
<td align="center" valign="top">34</td>
<td align="center" valign="top">27</td>
<td align="center" valign="top">42</td>
<td align="center" valign="top">52</td>
<td align="center" valign="top">155</td>
<td align="left" valign="top">ELISA</td>
<td align="left" valign="top">Diagnostic histopathology or imaging</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">(<xref rid="b39-ol-29-4-14920" ref-type="bibr">39</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Osaki <italic>et al</italic>, 2022</td>
<td align="left" valign="top">Asia</td>
<td align="center" valign="top">68.8/73.6</td>
<td align="left" valign="top">Case-control</td>
<td align="center" valign="top">20</td>
<td align="center" valign="top">39</td>
<td align="center" valign="top">11</td>
<td align="center" valign="top">14</td>
<td align="center" valign="top">84</td>
<td align="left" valign="top">ELISA</td>
<td align="center" valign="top">-</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">(<xref rid="b40-ol-29-4-14920" ref-type="bibr">40</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Lee <italic>et al</italic>, 2023</td>
<td align="left" valign="top">North America</td>
<td align="center" valign="top">63.9/62</td>
<td align="left" valign="top">Nested case-control</td>
<td align="center" valign="top">150</td>
<td align="center" valign="top">335</td>
<td align="center" valign="top">377</td>
<td align="center" valign="top">745</td>
<td align="center" valign="top">1,607</td>
<td align="left" valign="top">ELISA</td>
<td align="left" valign="top">Medical report</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">(<xref rid="b28-ol-29-4-14920" ref-type="bibr">28</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1-ol-29-4-14920"><label>a</label><p>Presented as the mean age of case group/mean age of control group or the age range.</p></fn>
<fn id="tfn2-ol-29-4-14920"><label>b</label><p>A new serological test kit (<xref rid="b38-ol-29-4-14920" ref-type="bibr">38</xref>).</p></fn>
<fn id="tfn3-ol-29-4-14920"><label>c</label><p>Positivity was defined as being positive for at least 4 of the 15 proteins measured (Cad, Cag&#x03B4;, CagM, CagA, Catalase, HcpC, HP0231, HP0305, HpaA, HyuA, GroEL, NapA, HP1564, VacA and UreA) (<xref rid="b31-ol-29-4-14920" ref-type="bibr">31</xref>). NOS, Newcastle-Ottawa Scale; ELISA, enzyme linked immunosorbent assay.</p></fn>
</table-wrap-foot>
</table-wrap>
</floats-group>
</article>
