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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychiatry</journal-id>
<journal-title>Frontiers in Psychiatry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychiatry</abbrev-journal-title>
<issn pub-type="epub">1664-0640</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyt.2022.1084762</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychiatry</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The association between current smoking and binge drinking among adults: A systematic review and meta-analysis of cross-sectional studies</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Molaeipour</surname> <given-names>Leila</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/525606/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Ghalandari</surname> <given-names>Maryam</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2160068/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kangavari</surname> <given-names>Hajar Nazari</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2160029/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Alizadeh</surname> <given-names>Zeinab</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1960786/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Jafari</surname> <given-names>Elahe</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2078486/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Gholami</surname> <given-names>Fatemeh</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2160387/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Ghahremanzadeh</surname> <given-names>Neda</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2144328/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Safari</surname> <given-names>Shiva</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2160748/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Mohseni</surname> <given-names>Vahideh</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2160537/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Shahsavan</surname> <given-names>Masoumeh</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2114248/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Motevalian</surname> <given-names>Seyed Abbas</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2001419/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Epidemiology, School of Public Health, Iran University of Medical Sciences</institution>, <addr-line>Tehran</addr-line>, <country>Iran</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Epidemiology and Biostatistics, School of Public Health, Shahid Sadoughi University of Medical Sciences</institution>, <addr-line>Yazd</addr-line>, <country>Iran</country></aff>
<aff id="aff3"><sup>3</sup><institution>Social Determinants of Health Research Center, Research Institute for Prevention of Non-communicable Diseases, Qazvin University of Medical Sciences</institution>, <addr-line>Qazvin</addr-line>, <country>Iran</country></aff>
<aff id="aff4"><sup>4</sup><institution>Research Center for Addiction and Risky Behaviors (ReCARB), Psychosocial Health Research Institute (PHRI), Iran University of Medical Sciences</institution>, <addr-line>Tehran</addr-line>, <country>Iran</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Francesca Gioia, University of Naples Federico II, Italy</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Manoochehr Karami, Shahid Beheshti University of Medical Sciences, Iran; Bita Mesgarpour, National Institute for Medical Research and Development, Iran</p></fn>
<corresp id="c001">&#x002A;Correspondence: Seyed Abbas Motevalian, <email>Motevalian.a@iums.ac.ir</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Addictive Disorders, a section of the journal Frontiers in Psychiatry</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1084762</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Molaeipour, Ghalandari, Kangavari, Alizadeh, Jafari, Gholami, Ghahremanzadeh, Safari, Mohseni, Shahsavan and Motevalian.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Molaeipour, Ghalandari, Kangavari, Alizadeh, Jafari, Gholami, Ghahremanzadeh, Safari, Mohseni, Shahsavan and Motevalian</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>The substantial increasing trend of binge drinking is a global alarm. Our aim was to undertake a systematic review and meta-analysis of cross-sectional studies to explore the association of current smoking with binge drinking among adults.</p>
</sec>
<sec>
<title>Methods</title>
<p>We systematically searched Web of Knowledge; PubMed; Scopus; Embase and Ovid (MEDLINE, EMBASE, PsycARTICLES, PsycINFO, PsycEXTRA, and PsycTests) (from inception to 27 May 2020) databases to identify cross-sectional studies of the association between current smoking and binge drinking. Study screening, data extraction, and methodological quality assessment were all carried out by two independent authors. Adjusted odds ratio (AOR) was pooled with 95% confidence intervals (CI) using random effects model in the meta-analysis, followed by the investigation of the heterogeneity <italic>via Q</italic>-test and <italic>I</italic><sup>2</sup> statistic. We assessed publication bias using a funnel plot, the Egger&#x2019;s, and Begg&#x2019;s tests.</p>
</sec>
<sec>
<title>Results</title>
<p>We identified 3,171 studies and included nine cross-sectional studies with 64,516 participants. A significant association was found between current smoking and binge drinking among both genders (AOR = 2.97; 95% CI = 1.98 to 4.45; <italic>I</italic><sup>2</sup> = 90.5%). Subgroup analysis showed that this association among women, men, Caucasians, and Asians/Africans were (AOR = 3.68; 95% CI = 1.03 to 13.18; <italic>I</italic><sup>2</sup> = 98.9%), (AOR = 2.53; 95% CI = 1.87 to 3.42; <italic>I</italic><sup>2</sup> = 73.1%), (AOR = 1.36; 95% CI: 1.01&#x2013;1.83, <italic>I</italic><sup>2</sup> = 47.4%), and (AOR = 3.93; 95% CI: 2.99&#x2013;5.17, <italic>I</italic><sup>2</sup> = 61.3%), respectively. There was no evidence of publication bias.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Current smoking is associated with binge drinking and can be used for identifying and screening binge drinkers. Moreover, this association is stronger among men, and Asians/Africans. This meta-analysis estimation was limited to English-language studies, and the full text of about 3.5% of reports for retrieval was not found, then generalization of the results should be done with caution.</p>
</sec>
</abstract>
<kwd-group>
<kwd>binge drinking</kwd>
<kwd>smoking</kwd>
<kwd>systematic review</kwd>
<kwd>meta-analysis</kwd>
<kwd>alcohol drinking</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Institute for Medical Research Development<named-content content-type="fundref-id">10.13039/501100012155</named-content></contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="30"/>
<page-count count="11"/>
<word-count count="5585"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>1. Introduction</title>
<p>Binge alcohol drinking in adults is a preventable major public health problem (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Binge drinking is one of the most common, high-cost, and deadly patterns of heavy episodic alcohol use (<xref ref-type="bibr" rid="B1">1</xref>). It is defined as &#x201C;a pattern of drinking that brings a person&#x2019;s blood alcohol concentration to 0.08 g/dl or above. This typically happens when men consume 5 or more drinks or women consume 4 or more drinks in about 2 h&#x201D; (<xref ref-type="bibr" rid="B1">1</xref>). Binge drinking as a dangerous act mainly leads to brain damage, intentional and unintentional injuries (such as car crashes, falls, burns, alcohol poisoning, suicide, homicide, intimate spouse violence, sexual assault, etc.), chronic diseases (such as liver or colon cancers, high blood pressure, stroke and other heart diseases), and worsening of comorbidities (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B3">3</xref>). The substantial increasing trend in binge drinking among both the middle-aged and the elderly is a global alarm (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). A meta-analysis showed that on average the prevalence of binge drinking is increasing by 0.72% per year (<xref ref-type="bibr" rid="B4">4</xref>).</p>
<p>Therefore, many scientists have recommended that binge drinking behaviors be screened in adults to minimize harm (<xref ref-type="bibr" rid="B6">6</xref>). Understanding the determinants of binge drinking is essential to implementing an alcohol harm reduction policy. Hence, various observational studies have been conducted to assess the effect of several protective or risk factors such as the existence of various physical or mental diseases, demographic factors, annual income, alcohol prices policy, religious or ethnicity diversity, and different drug use patterns (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>).</p>
<p>Smoking as an important variable in relation to binge drinking, is examined in different studies. Some cross-sectional studies have shown that in the adult population, current smokers are more likely to report binge drinking than non-smokers. However, the effect size of current smoking on binge drinking is contradictory in previous studies. While some studies have estimated the strength of the association between binge drinking and current smokers to be modest, other studies have estimated a 5&#x2013;14 times higher chance of binge drinking among current smokers compared to non-smokers in the adult population (<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>Although cross-sectional studies may not establish a causal or temporal relationship between current smoking and binge drinking, they are nevertheless important. Despite their shortcomings, cross-sectional studies can prove whether there is an association between current smoking and binge drinking and whether these associations are substantive enough to consider current smoking for screening purposes.</p>
<p>Because of the inconsistency in the results of studies related to association of current smoking and binge drinking, we carried out a systematic review and meta-analysis of cross-sectional studies to explore this association among adult population.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>2. Materials and methods</title>
<p>We followed the Meta-analyses Of Observational Studies in Epidemiology (MOOSE) Checklist for reporting this review. A copy of filled MOOSE checklist is attached in supporting information section (<xref ref-type="supplementary-material" rid="TS1">Supplementary material 1</xref>).</p>
<sec id="S2.SS1">
<title>2.1. Search strategies and eligibility criteria</title>
<p>Cross-sectional studies investigating the association between current smoking and binge drinking among adults (18 years and over) were included despite gender, nationality, race, religion, or publication date. Papers published in non-English languages were excluded. Studies that were conducted in specific populations such as pregnant or breastfeeding women, or people with various diseases such as AIDS, metabolic disorders, etc., were also excluded. In addition, studies in which the effect of age was not adjusted were excluded from the study.</p>
<p>Binge drinking is defined as &#x201C;a pattern of drinking that brings a person&#x2019;s blood alcohol concentration to 0.08 g/dl or above. This typically happens when men consume 5 or more drinks or women consume 4 or more drinks in about 2 h&#x201D; (<xref ref-type="bibr" rid="B2">2</xref>). Current smoking is defined as use of any type of smoked tobacco product on a daily or occasional basis (<xref ref-type="bibr" rid="B14">14</xref>). All studies that assessed the association between the past month and the past year binge drinking with current smoking were included in this study.</p>
<p>This study is part of a larger systematic review on the relationship between all types of smoking and alcohol consumption. The search strategy was a combination of the selected keyword sets within the titles, abstracts and keywords. All major electronic databases including Web of Knowledge; PubMed; Scopus; Embase and Ovid (Ovid MEDLINE, Ovid EMBASE, Ovid PsysARTICLES, Ovid PsyscINFO, Ovid-PsycEXTRA, and Ovid PsysTests) were searched from database inception to 27 May 2020. Boolean operators and truncations were different according to the databases. Relevant MeSH and -Emtree terms were included when searching the PubMed and Embase databases, respectively. Details of all searches can be found in the supporting information section (<xref ref-type="supplementary-material" rid="TS2">Supplementary material 2</xref>).</p>
<p>To manage the search results of all databases, protocols for study screening, data extraction and quality assessment were first developed by the research team. All protocols were clear and concise and were refined during the pilot study. A training workshops was held for the research team members and screening of 20 studies was done on a trial basis. During study, meetings with members of the research team were repeated as necessary. All search results of databases were combined using Excel version 2016, and duplicates were deleted. Each of the retrieved studies were screened by two independent reviewers based on the title and abstract and were classified into three groups: related, unrelated and undetectable. Undetectable studies were re-reviewed by a senior reviewer. The full text of all selected studies was searched from databases, and when necessary, from other sources such as searching ResearchGate and emailing corresponding authors. The screened positive studies were assessed based on their full text to figure out eligible cross-sectional studies on the association current smoking and binge drinking. Five reviewers [LM (50%), ZA (50%), MG (40%), HK (40%), and EJ (20%)] were involved in finding eligible studies. Any discrepancies between reviewers at each step were resolved by discussion until consensus was reached, otherwise a senior reviewer judged the case.</p>
</sec>
<sec id="S2.SS2">
<title>2.2. Data extraction and quality assessment</title>
<p>Data extraction was carried out by 8 authors [LM (20%), ZA (30%), MG (30%), HK (20%), EJ (25%), NG (25%), FG (25%), and SS (25%)] using a previously piloted excel sheet. The following key data were extracted: first author&#x2019;s name, publication year, country, participant characteristics (age, gender, and nationality), sample size, type, and method of smoking and drinking measurement, smoking and alcohol definitions, and adjusted odds ratio (AOR) with 95% confidence interval (CI).</p>
<p>The methodological quality of the included studies was explored by two independent authors. Five authors [LM (10%), SS (20%), NG (25%), MS (20%), and VM (25%)] did the quality assessment using the Newcastle-Ottawa Scale adapted for cross-sectional studies (<xref ref-type="bibr" rid="B15">15</xref>). This scale assigns up to ten stars for selection (maximum 5 stars), comparability (maximum 2 stars), and outcome (maximum 3 stars) to the cross-sectional studies. The studies with seven or more stars were considered to have a low-risk bias, and those with six or less stars were considered as high risk. Any disagreement between reviewers at each step was resolved by discussion.</p>
</sec>
<sec id="S2.SS3">
<title>2.3. Statistical analysis</title>
<p>Adjusted measures of effect were extracted from each study. Effect measures were extracted as adjusted odds ratios (AOR), with 95% confidence intervals (CI). Random-effects meta-analysis and the inverse variance weighting method were adopted to estimate the pooled measures of effect across studies. Heterogeneity was investigated using <italic>Q</italic>-test (<xref ref-type="bibr" rid="B16">16</xref>) and <italic>I</italic><sup>2</sup> statistic (<xref ref-type="bibr" rid="B17">17</xref>). Sensitivity analysis was employed to investigate the heterogeneity sources between studies. Also, a random-effects meta-regression was runed in the studies reporting the association in both genders to explore whether effect size varied by study sample size, data collection year (2007&#x2013;2013, 2014&#x2013;2020), and nationality (American and European, Asians and Africans). The Egger&#x2019;s (<xref ref-type="bibr" rid="B18">18</xref>), and Begg&#x2019;s (<xref ref-type="bibr" rid="B19">19</xref>) tests, and a funnel plot were applied to assess publication bias. Stata software (version 14.1, StataCorp, College Station, TX, USA) was used to perform analyses.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>3. Results</title>
<sec id="S3.SS1">
<title>3.1. Overview of the included studies</title>
<p>The systematic search of electronic databases retrieved 190,040 references until 27 May 2020, and after removing duplicate references, 56,718 studies remained. After reviewing the titles and abstracts, 53,547 studies that were not related to the association of smoking and alcohol drinking were excluded. For the 3,171 remained studies, full texts were reviewed and 2,692 studies were excluded for the following reasons: 2,243 studies were not related to the association between smoking and drinking, 205 studies were not in English, 123 studies did not report the effect size, and 120 studies&#x2019; full texts were not found. In general, 480 studies related to smoking and alcohol drinking were identified. Of these, 365 studies were excluded for the following reasons: in 220 studies smoking was outcome, in 127 studies, study population aged less than 18 years, and 18 studies were focused on patients (HIV/AIDS, ADHD, epilepsy, etc.) or individuals with specific conditions like pregnancy or breastfeeding.</p>
<p>Among the remaining 115 studies, studies related to current smoking and binge drinking were selected, and 106 studies (complete list is available at supporting information section <xref ref-type="supplementary-material" rid="TS3">Supplementary material 3</xref>) were excluded for the following reasons: in 100 studies the relationship between other types of smoking and alcohol was investigated, in 3 studies the study design was not cross-sectional (two cohorts and one case-control study), and in 3 study the adjusted odds ratios were not reported. Eventually, 9 studies were eligible for inclusion in the current systematic review (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Study selection.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-13-1084762-g001.tif"/>
</fig>
<p>Nine cross-sectional studies reported data on the association between current smoking and binge drinking among adults, published between 2007 and 2018. Five studies were done by researchers from the United States (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B20">20</xref>), one study was from the United States and northern Europe (<xref ref-type="bibr" rid="B21">21</xref>), the other three studies were from Hong Kong (<xref ref-type="bibr" rid="B10">10</xref>), South Korea (<xref ref-type="bibr" rid="B22">22</xref>), and South Africa (<xref ref-type="bibr" rid="B11">11</xref>). The summary of included studies, the odds ratios and 95% confidence intervals for crude and adjusted estimates, and description confounders are presented in <xref ref-type="table" rid="T1">Tables 1</xref>, <xref ref-type="table" rid="T2">2</xref>.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Summary of studies results.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">References</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Country</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Age group</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Gender</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Sample</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Binge drinking</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Estimate</td>
<td valign="top" align="center" colspan="3" style="color:#ffffff;background-color: #7f8080;">NOS<xref ref-type="table-fn" rid="t1fn1">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Sel</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Com</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Out</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Owolabi et al. (<xref ref-type="bibr" rid="B11">11</xref>)</td>
<td valign="top" align="left">South Africa</td>
<td valign="top" align="center">18&#x2013;75</td>
<td valign="top" align="left">Both</td>
<td valign="top" align="center">998</td>
<td valign="top" align="center">1 month</td>
<td valign="top" align="center">Adjusted</td>
<td valign="top" align="center">&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
</tr>
<tr>
<td valign="top" align="left">Tsai et al. (<xref ref-type="bibr" rid="B12">12</xref>)</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="center">18&#x2013;44</td>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">21953</td>
<td valign="top" align="center">1 month</td>
<td valign="top" align="center">Adjusted</td>
<td valign="top" align="center">&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
</tr>
<tr>
<td valign="top" align="left">Becerra et al. (<xref ref-type="bibr" rid="B13">13</xref>)</td>
<td valign="top" align="left">USA (Chinese)</td>
<td valign="top" align="center">&#x003E; = 18</td>
<td valign="top" align="left">Both</td>
<td valign="top" align="center">3576</td>
<td valign="top" align="center">12 month</td>
<td valign="top" align="center">Adjusted</td>
<td valign="top" align="center">&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">USA (Filipino)</td>
<td/>
<td/>
<td valign="top" align="center">1638</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td/>
<td valign="top" align="left">USA (South Asian)</td>
<td/>
<td/>
<td valign="top" align="center">1352</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td/>
<td valign="top" align="left">USA (Japanese)</td>
<td/>
<td/>
<td valign="top" align="center">1175</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td/>
<td valign="top" align="left">USA (Korean)</td>
<td/>
<td/>
<td valign="top" align="center">2298</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td/>
<td valign="top" align="left">USA (Vietnamese)</td>
<td/>
<td/>
<td valign="top" align="center">2800</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Bartoli et al. (<xref ref-type="bibr" rid="B21">21</xref>)</td>
<td valign="top" align="left">USA and Northern Europe</td>
<td valign="top" align="center">&#x003E;18</td>
<td valign="top" align="left">Both</td>
<td valign="top" align="center">654</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">Adjusted</td>
<td valign="top" align="center">&#x002A;&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
</tr>
<tr>
<td valign="top" align="left">Parikh et al. (<xref ref-type="bibr" rid="B5">5</xref>)</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="center">&#x003E; = 65</td>
<td valign="top" align="left">Both</td>
<td valign="top" align="center">4815</td>
<td valign="top" align="center">1 month</td>
<td valign="top" align="center">Adjusted</td>
<td valign="top" align="center">&#x002A;&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">2270</td>
<td/>
<td valign="top" align="center">Adjusted</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">2545</td>
<td/>
<td valign="top" align="center">Crude</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Kim et al. (<xref ref-type="bibr" rid="B10">10</xref>)</td>
<td valign="top" align="left">Hong Kong (Chinese)</td>
<td valign="top" align="center">18&#x2013;70</td>
<td valign="top" align="left">Both</td>
<td valign="top" align="center">9896</td>
<td valign="top" align="center">1 month</td>
<td valign="top" align="center">Adjusted</td>
<td valign="top" align="center">&#x002A;&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">4950</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">4946</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Blazer and Wu (<xref ref-type="bibr" rid="B9">9</xref>)</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="center">&#x003E; = 50</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">4952</td>
<td valign="top" align="center">1 month</td>
<td valign="top" align="center">Adjusted</td>
<td valign="top" align="center">&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">6001</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Gubner et al. (<xref ref-type="bibr" rid="B20">20</xref>)</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="center">18&#x2013;25</td>
<td valign="top" align="left">Both</td>
<td valign="top" align="center">563</td>
<td valign="top" align="center">1 Month</td>
<td valign="top" align="center">Adjusted</td>
<td valign="top" align="center">&#x002A;&#x002A;&#x002A;&#x002A;<xref ref-type="table-fn" rid="t1fn1">&#x002A;</xref></td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
</tr>
<tr>
<td valign="top" align="left">Kim and Sang (<xref ref-type="bibr" rid="B22">22</xref>)</td>
<td valign="top" align="left">Korea</td>
<td valign="top" align="center">&#x003E;20</td>
<td valign="top" align="left">Both</td>
<td valign="top" align="center">1845</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">Adjusted</td>
<td valign="top" align="center">&#x002A;&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x002A;&#x002A;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t1fn1"><p>Sel, selection; Com, comparability; Out, outcome. Adjusted means controlled for one or more of the following factors: age, gender, race, educational level, income, ethnicity, mental disorder, drug abuse, marital status, body mass index, employment status. NOS, the Newcastle-Ottawa Quality statement manual. Each &#x002A; means one score in the Newcastle-Ottawa scale.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Description of current smoking and binge-drinking definition, report unadjusted and adjusted odds ratios with 95% confidence intervals and description confounders.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">References</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Exposure definition</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Measuring tool</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Outcome definition</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Measuring tool</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Unadjusted OR</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Adjusted OR</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Covariate</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Owolabi et al. (<xref ref-type="bibr" rid="B11">11</xref>)</td>
<td valign="top" align="left">NE</td>
<td valign="top" align="left">NE</td>
<td/>
<td valign="top" align="left">WHO STEP wise Questionnaire</td>
<td valign="top" align="left">7.15 (4.72&#x2013;10.78)</td>
<td valign="top" align="left">6.50 (3.50&#x2013;11.90)</td>
<td valign="top" align="left">Age, sex, income</td>
</tr>
<tr>
<td valign="top" align="left">Tsai et al. (<xref ref-type="bibr" rid="B12">12</xref>)</td>
<td valign="top" align="left">NE</td>
<td valign="top" align="left">NE</td>
<td valign="top" align="left">Have had at least five drinks on any one occasion during the previous 30 days.</td>
<td valign="top" align="left">The BRFSS Method</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">1.30 (1.25&#x2013;1.36)</td>
<td valign="top" align="left">Age</td>
</tr>
<tr>
<td valign="top" align="left">Becerra et al. (<xref ref-type="bibr" rid="B13">13</xref>)</td>
<td valign="top" align="left">NE</td>
<td valign="top" align="left">NE</td>
<td valign="top" align="left">Binge-drinking is defined as 5 or more drinks for men and 4 or more drinks for women per occasion binge-drinking in the past 30 days.</td>
<td valign="top" align="left">SAQ</td>
<td/>
<td/>
<td valign="top" align="left">Age, sex, marital status.</td>
</tr>
<tr>
<td valign="top" align="left">Chinese-American</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left">3.01 (2.31&#x2013;3.93)</td>
<td valign="top" align="left">2.86 (1.89&#x2013;4.33)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Filipino-American</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left">2.72 (2.17&#x2013;3.42)</td>
<td valign="top" align="left">3.21 (2.05&#x2013;5.05)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">South Asian-American</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left">2.11 (1.37&#x2013;3.18)</td>
<td valign="top" align="left">1.89 (0.95&#x2013;3.75)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Japanese-American</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left">3.47 (2.70&#x2013;4.46)</td>
<td valign="top" align="left">4.26 (2.38&#x2013;7.64)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Korean-American</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left">2.03 (1.41&#x2013;2.90)</td>
<td valign="top" align="left">2.70 (1.44&#x2013;5.07)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Vietnamese-American</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left">2.21 (1.69&#x2013;2.88)</td>
<td valign="top" align="left">8.43 (3.73&#x2013;19.06)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Bartoli et al. (<xref ref-type="bibr" rid="B21">21</xref>)</td>
<td valign="top" align="left">Habits of smoking nicotine cigarettes during the last 30 days.</td>
<td valign="top" align="left">SAQ</td>
<td valign="top" align="left">Binge-drinking is defined as 5 or more drinks for men and 4 or more drinks for women per occasion binge-drinking in the past 30 days.</td>
<td valign="top" align="left">SAQ</td>
<td valign="top" align="left">1.90 (1.36&#x2013;2.67)</td>
<td valign="top" align="left">1.04 (0.74&#x2013;1.46)</td>
<td valign="top" align="left">Age, sex, specific place of recruitment.</td>
</tr>
<tr>
<td valign="top" align="left">Parikh et al. (<xref ref-type="bibr" rid="B5">5</xref>)</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Both</td>
<td valign="top" align="left">NE</td>
<td valign="top" align="left">SAQ</td>
<td valign="top" align="left">Binge-drinking is defined as 5 or more drinks for men and 4 or more drinks for women per occasion binge-drinking in the past 30 days.</td>
<td valign="top" align="left">SAQ</td>
<td valign="top" align="left">2.32 (1.77&#x2013;3.00)</td>
<td valign="top" align="left">1.59 (1.18&#x2013;2.15)</td>
<td valign="top" align="left">Age, sex, ethnic, BMI, occupation, income.</td>
</tr>
<tr>
<td valign="top" align="left">Male</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left">2.32 (1.61&#x2013;3.29)</td>
<td valign="top" align="left">1.63 (1.10&#x2013;2.42)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left">2.56 (1.68&#x2013;3.83)</td>
<td valign="top" align="left">NR</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Kim et al. (<xref ref-type="bibr" rid="B10">10</xref>)</td>
<td valign="top" align="left">NE</td>
<td valign="top" align="left">SAQ</td>
<td valign="top" align="left">NE</td>
<td valign="top" align="left">DSM-IV criteria</td>
<td/>
<td/>
<td valign="top" align="left">Age, education, marital status, employment</td>
</tr>
<tr>
<td valign="top" align="left">Both</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left">14.73 (11.34&#x2013;19.22)</td>
<td valign="top" align="left">6.03 (1.5&#x2013;24.04)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Male</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left">3.60 (3.00&#x2013;4.20)</td>
<td valign="top" align="left">3.00 (2.30&#x2013;3.80)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left">14.80 (10.5&#x2013;20.9)</td>
<td valign="top" align="left">12.30 (8.60&#x2013;17.70)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Blazer and Wu (<xref ref-type="bibr" rid="B9">9</xref>)</td>
<td valign="top" align="left">NE</td>
<td valign="top" align="left">SAQ</td>
<td valign="top" align="left">Binge-drinking is defined as 5 or more drinks for men and 4 or more drinks for women per occasion binge-drinking in the past 30 days.</td>
<td valign="top" align="left">SAQ</td>
<td/>
<td/>
<td valign="top" align="left">Age, race/ethnicity, educational level, marital status, employed, income, serious psychological distress. Use of illicit drugs, non-medical use of prescription drugs, Survey year.</td>
</tr>
<tr>
<td valign="top" align="left">Male</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">2.90 (2.41&#x2013;3.61)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">3.20 (2.41&#x2013;4.33)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Gubner et al. (<xref ref-type="bibr" rid="B20">20</xref>)</td>
<td valign="top" align="left">Total cigarettes smoked each day in the past month</td>
<td valign="top" align="left">Timeline follow back (TLFB)</td>
<td valign="top" align="left">Binge-drinking is defined as 5 or more drinks for men and 4 or more drinks for women per occasion binge-drinking in the past 30 days.</td>
<td valign="top" align="left">Timeline follow back (TLFB)</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">1.60 (1.00&#x2013;2.70)</td>
<td valign="top" align="left">Age, sex, ethnicity, years of education, household income.</td>
</tr>
<tr>
<td valign="top" align="left">Kim and Sang (<xref ref-type="bibr" rid="B22">22</xref>)</td>
<td valign="top" align="left">NE</td>
<td valign="top" align="left">SAQ</td>
<td valign="top" align="left">Binge-drinking is defined as 5 or more drinks for men and 4 or more drinks for women per occasion binge-drinking.</td>
<td valign="top" align="left">KNHANES IV</td>
<td valign="top" align="left">5.35 (4.64&#x2013;6.16)</td>
<td valign="top" align="left">4.95 (4.25&#x2013;5.77)</td>
<td valign="top" align="left">Age, sex, marital status. income, education and occupation.</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t2fn1"><p>&#x002A;SAQ, Self-Administered Questionnaire; NE, no explained; NR, no report.</p></fn>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="table" rid="T1">Table 1</xref> summarizes the study characteristics of the included studies. The total number of participants in the studies was 64,516 (each study sample size ranged from 563 to 21,953). In one of the studies, the association was reported for six Asian-American subpopulations, separately (Chinese, Filipino, South Asian, Japanese, Korean, and Vietnamese) (<xref ref-type="bibr" rid="B13">13</xref>). Five studies reported the association in all subjects without separating by gender (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B20">20</xref>&#x2013;<xref ref-type="bibr" rid="B22">22</xref>), two studies reported association separately for male, female, and total subjects (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B10">10</xref>), one study reported association separately for male and female subjects without reporting for total sample (<xref ref-type="bibr" rid="B9">9</xref>), finally one study was female only (<xref ref-type="bibr" rid="B12">12</xref>).</p>
</sec>
<sec id="S3.SS2">
<title>3.2. The result of meta-analysis</title>
<p>Overall AOR for both genders, based on pooling the results of 7 studies, was 2.97 (95% CI = 1.98 to 4.45). Heterogeneity was assessed using the <italic>Q</italic>-test and the <italic>I</italic><sup>2</sup> statistic. <xref ref-type="fig" rid="F2">Figure 2</xref> shows a significant heterogeneity (<italic>Q</italic>-test = 115.88, <italic>P</italic> &#x003C; 0.001; <italic>I</italic><sup>2</sup> = 90.5%) among studies addressing association between current smoking and binge drinking. The result of the subgroup analysis of gender found that gender explains to some extent the high level of heterogeneity [Female: 3.68 (95% CI = 1.03 to 13.18; <italic>I</italic><sup>2</sup> = 98.9%) vs. (Male: 2.53 (95% CI = 1.87 to 3.42; <italic>I</italic><sup>2</sup> = 73.1%)] (<xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Forest plot of the association between binge drinking and current smoking. Weights are from random-effects model.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-13-1084762-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Forest plot of the association between binge-drinking and current smoking by gender. Weights and between-subgroup heterogeneity test are from random-effects model.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-13-1084762-g003.tif"/>
</fig>
<p>Sub-group analysis in the studies reporting the association in both genders by nationality showed that the adjusted effect size among American and European population was 1.36 (95% CI: 1.01&#x2013;1.83, <italic>I</italic><sup>2</sup> = 47.4%), while it was 3.93 (95% CI: 2.99&#x2013;5.17, <italic>I</italic><sup>2</sup> = 61.3%) among Asians and Africans. So, nationality is another characteristic that could explain heterogeneity (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Forest plot of the association between binge drinking and current smoking by nationality. Weights and between-subgroup heterogeneity test are from random-effects model.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-13-1084762-g004.tif"/>
</fig>
<p><xref ref-type="table" rid="T3">Table 3</xref> shows the random effect meta-regression results. The nationality influenced the magnitude of the effect size between current smoking and binge drinking. Effect size was larger among samples from Asians and Africans versus American and European. Nationality explained alone about 78% of between-studies variance.</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Result of random effect meta-regression on the association between current smoking and binge drinking in both sexes.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Variables</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Univariable associations (95% CI)</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Multivariate associations (95% CI)</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Bivariable adjusted <italic>R</italic><sup>2</sup> (%)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="4" style="background-color: #dcdcdc;"><bold>Year</bold></td>
</tr>
<tr>
<td valign="top" align="left">2007&#x2013;2013</td>
<td valign="top" align="left">1.00</td>
<td valign="top" align="left">1.00</td>
<td valign="top" align="left">&#x2212;0.91</td>
</tr>
<tr>
<td valign="top" align="left">2014&#x2013;2020</td>
<td valign="top" align="left">0.68 (0.29&#x2013;1.57)</td>
<td valign="top" align="left">2.14 (0.77&#x2013;5.96)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left" colspan="4" style="background-color: #dcdcdc;"><bold>Nationality</bold></td>
</tr>
<tr>
<td valign="top" align="left">Americans and &#x2006;Europeans</td>
<td valign="top" align="left">1.00</td>
<td valign="top" align="left">1.00</td>
<td valign="top" align="left">78.63</td>
</tr>
<tr>
<td valign="top" align="left">Asians and &#x2006;Africans</td>
<td valign="top" align="left">2.88 (1.68&#x2013;4.93)<xref ref-type="table-fn" rid="t3fn1">&#x002A;</xref></td>
<td valign="top" align="left">5.19 (1.85&#x2013;14.56)<xref ref-type="table-fn" rid="t3fn1">&#x002A;</xref></td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Sample size</td>
<td valign="top" align="left">1.00 (0.99&#x2013;1.00)</td>
<td valign="top" align="left">1.00 (0.99&#x2013;1.00)</td>
<td valign="top" align="left">&#x2212;7.15</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t3fn1"><p>&#x002A;Significant at 0.05 level.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Additionally, to examine heterogeneity between studies, the Metaninf commands were used to show the effect of removing each study on the overall result, in both sexes. According to the results, the exclusion of none of the studies had a significant role in changing the AOR. Among them, the exclusion of the study by Bartoli et al. (<xref ref-type="bibr" rid="B21">21</xref>) had the largest effect on the estimated AOR (3.28) (<xref ref-type="fig" rid="F5">Figure 5</xref> and <xref ref-type="supplementary-material" rid="TS4">Supplementary material 4</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Metaninf plot of the association between current smoking and binge drinking in both sexes.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-13-1084762-g005.tif"/>
</fig>
<p>The risk of bias assessment of the studies listed in <xref ref-type="table" rid="T1">Table 1</xref> are based on the Newcastle-Ottawa scale (<xref ref-type="bibr" rid="B15">15</xref>). All 9 studies had a low risk of bias. The possibility of publication bias was explored using a funnel plot, Egger and, Begg statistical tests. Based on Begg&#x2019;s funnel plot results (<xref ref-type="fig" rid="F6">Figure 6</xref>), the studies are symmetrically scattered on both sides of the horizontal line, and there is no evidence of publication bias in the studies. Also, the results of the Egger and Begg statistical test confirmed this finding. The Egger&#x2019;s test (<italic>P</italic> = 0.273) and Begg&#x2019;s test (<italic>P</italic> = 0.457) were statistically non-significant.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>Begg&#x2019;s funnel plot of included studies assessing the publication bias in studies addressing the association between binge-drinking and current smoking.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-13-1084762-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>4. Discussion</title>
<p>In this systematic review and meta-analysis of cross-sectional studies, the association between current smoking and binge drinking among adults was significant with a pooled AOR of 2.97 (95% CI = 1.98 to 4.45). To the best of our knowledge, our study is one of the first attempts to provide a summary estimate of the effects size of the association between current smoking and binge drinking.</p>
<p>The strong association between current smoking and binge drinking suggests that these behaviors may have common cause or that the use of a substance affects the use or initiation of another substance. This is particularly important in the old adults, as binge drinking in elderly is more easily missed in actual clinical practice than in other groups (<xref ref-type="bibr" rid="B9">9</xref>). Although the effects of binge drinking on morbidity and mortality in the elderly are undeniable, they remain largely unrecognized, and patients are denied assistance (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B5">5</xref>). Evidence suggests that healthcare visits in these individuals are less likely to diagnose binge drinking because they are more focused on identifying and managing chronic medical conditions (<xref ref-type="bibr" rid="B23">23</xref>). Moreover, it is likely that healthcare workers be biased and eliminated several aspects of alcohol screening in old adults (<xref ref-type="bibr" rid="B9">9</xref>). In this context, current smoking, possibly with less bias, can play an important role in screening elderly binge drinkers.</p>
<p>In limited previous studies, relationships between some sociodemographic factors such as age, gender, education and income with binge drinking have been observed (<xref ref-type="bibr" rid="B24">24</xref>&#x2013;<xref ref-type="bibr" rid="B26">26</xref>). Although the studies that were adjusted for at least one of these factors were included in our meta-analysis, the sensitivity analysis indicated that heterogeneity between studies may be due to the role of gender and nationality.</p>
<p>Our results indicated a strong association between current smoking and binge alcohol in both genders. Female current smokers were approximately 4 times more, and male current smokers were about 3 times more odds of binge drink than non-smokers. Binge drinking is nearly twice as common among men than women (<xref ref-type="bibr" rid="B1">1</xref>). The results of the heterogeneity test, <italic>I</italic><sup>2</sup> statistic, 73.1%, showed that the pooled AOR observed between current smoking and binge drinking was more stable in men. But the large heterogeneity in AOR reported in women, due to the study conducted in Hong Kong with AOR:12.30, may indicate the role of ethnicity or genetic in this stark difference. This is also evident in subgroup analysis based on nationality.</p>
<p>As presented in the results, we found a strong positive association between current smoking and binge drinking among Asian or Africans. The effect size of the association in Asian or African nationalities was 3.93, while it was 1.36 among the Caucasian population. The Asian subgroup included people from Hong Kong, Korea, and Asian immigrants to the United States. The homogeneity of AORs reported in these populations may be related to the ethnic similarity of these individuals.</p>
<p>There are many reports of the effect of genes related to subjective response on alcohol drinking (<xref ref-type="bibr" rid="B27">27</xref>). Researchers are trying to elucidate the mechanism by which genes ultimately cause differences in alcohol drinking through behavioral variables (<xref ref-type="bibr" rid="B28">28</xref>). They speculate that the acute or chronic effects of smoking on subjective responses to alcohol can play a role in this relationship (<xref ref-type="bibr" rid="B29">29</xref>). A study of Australian twins confirms a positive genetic correlation between regular smoking and the risk of alcohol dependence, which is significant even after adjusting for demographic and personality variables, and a history of another psychopathology (<xref ref-type="bibr" rid="B29">29</xref>). Also, the genetic polymorphism differences indicate variation in genetic susceptibility to alcohol drinking in the diverse ethnic populations (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B30">30</xref>). In a study conducted in various parts of China, it was shown that Tibetan regions have the highest frequency of risk alleles for heavy drinking (<xref ref-type="bibr" rid="B27">27</xref>). Therefore, it seems that genetic predisposition toward unhealthy lifestyles may explain a part of the difference observed between different nationalities observed in the present study.</p>
<p>There are limitations in this study that may be the source of biases and should be considered in the interpretation of the results and addressed in future systematic reviews. First, this systematic review and meta-analysis study focused on English-language studies and 205 studies published in other languages were excluded. Second, despite extensive efforts by the research team to access the full text of studies, emailing authors and searching ResearchGate, 120 studies remained without full text. It is important to note that the broad search strategy was to examine the overall association of smoking and drinking, not the current smoking and binge drinking, which is fully described in the Section &#x201C;2. Materials and methods.&#x201D; Third, gray literature, which are important sources to minimize the risk of omitting related sources, was not included in this study. Notwithstanding these shortcomings, in this study, an extensive search strategy was used on the important bibliography databases (Web of science, PubMed, Scopus, Embase) and medical research platform Ovid (Ovid MEDLINE, Ovid EMBASE, Ovid PsysARTICLES, Ovid PsyscINFO, Ovid-PsycEXTRA, and Ovid PsysTests) to find all relevant published studies.</p>
</sec>
<sec id="S5" sec-type="conclusion">
<title>5. Conclusion</title>
<p>This systematic review and meta-analysis measured the association between current smoking and binge drinking. We found that current smokers are almost three folds more likely to report binge drinking than who never smoke. Subgroup analysis showed that the association was more than three and a half times greater among female current smokers and nearly fourfold among Asian/African current smokers. Therefore, it seems that current smoking can play an important role in identifying and screening binge drinkers.</p>
</sec>
<sec id="S6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in this study are included in the article/<xref ref-type="supplementary-material" rid="TS1">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="S7" sec-type="author-contributions">
<title>Author contributions</title>
<p>SM and LM presented the idea of this study, developed the search strategies, and performed a meta-analysis. LM, ZA, MG, HK, EJ, NG, FG, SS, MS, and VM performed data screening, data extraction, and critical appraisal of studies. LM drafted the manuscript. All authors discussed the results and contributed to the final manuscript.</p>
</sec>
</body>
<back>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>This project was part of a larger project that examines the overall relationship between smoking and drinking. Research reported in this publication was supported by Elite Researcher Grant Committee under grant number: 977166 from the National Institute for Medical Research Development (NIMAD), Tehran, Iran. The sponsor had no role in designing the study, data collection, study management, analysis, interpretation, manuscript preparation, manuscript approval, and publication.</p>
</sec>
<ack><p>We thank NIMAD for its financial support.</p>
</ack>
<sec id="S9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="S10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="S11" 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/fpsyt.2022.1084762/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpsyt.2022.1084762/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.pdf" id="TS1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_2.docx" id="TS2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_3.docx" id="TS3" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_4.docx" id="TS4" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr">
<p>PRISMA, Preferred Reporting Items for Systematic Reviews and Meta-Analyses; NIMAD, National Institute for the Development of Medical Research; AOR, adjusted odds ratios; CI, confidence intervals; S, supplementary.</p></fn>
</fn-group>
<ref-list>
<title>References</title>
<ref id="B1"><label>1.</label><citation citation-type="journal"><collab>Centers for Disease Control and Prevention [CDC].</collab> <source><italic>Binge drinking.</italic></source> <publisher-loc>Atlanta</publisher-loc>: <publisher-name>CDC</publisher-name> (<year>2019</year>).</citation></ref>
<ref id="B2"><label>2.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nelson</surname> <given-names>J</given-names></name></person-group>. <article-title>Binge drinking and alcohol prices: a systematic review of age-related results from econometric studies, natural experiments and field studies.</article-title> <source><italic>Health Econ Rev.</italic></source> (<year>2015</year>) <volume>5</volume>:<issue>6</issue>. <pub-id pub-id-type="doi">10.1186/s13561-014-0040-4</pub-id> <pub-id pub-id-type="pmid">25853004</pub-id></citation></ref>
<ref id="B3"><label>3.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kuntsche</surname> <given-names>E</given-names></name> <name><surname>Kuntsche</surname> <given-names>S</given-names></name> <name><surname>Thrul</surname> <given-names>J</given-names></name> <name><surname>Gmel</surname> <given-names>G</given-names></name></person-group>. <article-title>Binge drinking: health impact, prevalence, correlates and interventions.</article-title> <source><italic>Psychol Health.</italic></source> (<year>2017</year>) <volume>32</volume>:<fpage>976</fpage>&#x2013;<lpage>1017</lpage>.</citation></ref>
<ref id="B4"><label>4.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Grucza</surname> <given-names>R</given-names></name> <name><surname>Sher</surname> <given-names>K</given-names></name> <name><surname>Kerr</surname> <given-names>W</given-names></name> <name><surname>Krauss</surname> <given-names>M</given-names></name> <name><surname>Lui</surname> <given-names>C</given-names></name> <name><surname>McDowell</surname> <given-names>Y</given-names></name><etal/></person-group> <article-title>Trends in adult alcohol use and binge drinking in the early 21st-century United States: a meta-analysis of 6 national survey series.</article-title> <source><italic>Alcohol Clin Exp Res.</italic></source> (<year>2018</year>) <volume>42</volume>:<fpage>1939</fpage>&#x2013;<lpage>50</lpage>. <pub-id pub-id-type="doi">10.1111/acer.13859</pub-id> <pub-id pub-id-type="pmid">30080258</pub-id></citation></ref>
<ref id="B5"><label>5.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Parikh</surname> <given-names>R</given-names></name> <name><surname>Junquera</surname> <given-names>P</given-names></name> <name><surname>Canaan</surname> <given-names>Y</given-names></name> <name><surname>Oms</surname> <given-names>J</given-names></name></person-group>. <article-title>Predictors of binge drinking in elderly Americans.</article-title> <source><italic>Am J Addict.</italic></source> (<year>2015</year>) <volume>24</volume>:<fpage>621</fpage>&#x2013;<lpage>7</lpage>.</citation></ref>
<ref id="B6"><label>6.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Han</surname> <given-names>B</given-names></name> <name><surname>Moore</surname> <given-names>A</given-names></name> <name><surname>Ferris</surname> <given-names>R</given-names></name> <name><surname>Palamar</surname> <given-names>J</given-names></name></person-group>. <article-title>Binge drinking among older adults in the United States, 2015 to 2017.</article-title> <source><italic>J Am Geriatr Soc.</italic></source> (<year>2019</year>) <volume>67</volume>:<fpage>2139</fpage>&#x2013;<lpage>44</lpage>.</citation></ref>
<ref id="B7"><label>7.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>van Amsterdam</surname> <given-names>J</given-names></name> <name><surname>Benschop</surname> <given-names>A</given-names></name> <name><surname>van Binnendijk</surname> <given-names>S</given-names></name> <name><surname>Snijder</surname> <given-names>M</given-names></name> <name><surname>Lok</surname> <given-names>A</given-names></name> <name><surname>Schene</surname> <given-names>A</given-names></name><etal/></person-group> <article-title>A comparison of excessive drinking, binge drinking and alcohol dependence in ethnic minority groups in the Netherlands: the HELIUS study.</article-title> <source><italic>Eur Addict Res.</italic></source> (<year>2020</year>) <volume>26</volume>:<fpage>66</fpage>&#x2013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1159/000504881</pub-id> <pub-id pub-id-type="pmid">31812961</pub-id></citation></ref>
<ref id="B8"><label>8.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>J</given-names></name> <name><surname>Jemmott</surname> <given-names>IJ</given-names></name> <name><surname>Icard</surname> <given-names>L</given-names></name> <name><surname>Heeren</surname> <given-names>G</given-names></name> <name><surname>Ngwane</surname> <given-names>Z</given-names></name> <name><surname>Makiwane</surname> <given-names>M</given-names></name><etal/></person-group> <article-title>Predictors and psychological pathways for binge drinking among South African men.</article-title> <source><italic>Psychol Health.</italic></source> (<year>2018</year>) <volume>33</volume>:<fpage>810</fpage>&#x2013;<lpage>26</lpage>. <pub-id pub-id-type="doi">10.1080/08870446.2018.1429613</pub-id> <pub-id pub-id-type="pmid">29415576</pub-id></citation></ref>
<ref id="B9"><label>9.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Blazer</surname> <given-names>D</given-names></name> <name><surname>Wu</surname> <given-names>L</given-names></name></person-group>. <article-title>The epidemiology of at-risk and binge drinking among middle-aged and elderly community adults: national survey on drug use and health.</article-title> <source><italic>Am J Psychiatry.</italic></source> (<year>2009</year>) <volume>166</volume>:<fpage>1162</fpage>&#x2013;<lpage>9</lpage>.</citation></ref>
<ref id="B10"><label>10.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname> <given-names>J</given-names></name> <name><surname>Lee</surname> <given-names>S</given-names></name> <name><surname>Chow</surname> <given-names>J</given-names></name> <name><surname>Lau</surname> <given-names>J</given-names></name> <name><surname>Tsang</surname> <given-names>A</given-names></name> <name><surname>Choi</surname> <given-names>J</given-names></name><etal/></person-group> <article-title>Prevalence and the factors associated with binge drinking, alcohol abuse, and alcohol dependence: a population-based study of Chinese adults in Hong Kong.</article-title> <source><italic>Alcohol Alcohol.</italic></source> (<year>2008</year>) <volume>43</volume>:<fpage>360</fpage>&#x2013;<lpage>70</lpage>. <pub-id pub-id-type="doi">10.1093/alcalc/agm181</pub-id> <pub-id pub-id-type="pmid">18230698</pub-id></citation></ref>
<ref id="B11"><label>11.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Owolabi</surname> <given-names>E</given-names></name> <name><surname>Ter Goon</surname> <given-names>D</given-names></name> <name><surname>Adeniyi</surname> <given-names>O</given-names></name> <name><surname>Seekoe</surname> <given-names>E</given-names></name></person-group>. <article-title>Adult binge drinking: rate, frequency and intensity in Buffalo city Metropolitan municipality, South Africa.</article-title> <source><italic>S Afr Fam Pract.</italic></source> (<year>2018</year>) <volume>60</volume>:<fpage>46</fpage>&#x2013;<lpage>52</lpage>.</citation></ref>
<ref id="B12"><label>12.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tsai</surname> <given-names>J</given-names></name> <name><surname>Floyd</surname> <given-names>R</given-names></name> <name><surname>Green</surname> <given-names>P</given-names></name> <name><surname>Boyle</surname> <given-names>C</given-names></name></person-group>. <article-title>Patterns and average volume of alcohol use among women of childbearing age.</article-title> <source><italic>Matern Child Health J.</italic></source> (<year>2007</year>) <volume>11</volume>:<fpage>437</fpage>&#x2013;<lpage>45</lpage>.</citation></ref>
<ref id="B13"><label>13.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Becerra</surname> <given-names>M</given-names></name> <name><surname>Herring</surname> <given-names>P</given-names></name> <name><surname>Hopp Marshak</surname> <given-names>H</given-names></name> <name><surname>Banta</surname> <given-names>J</given-names></name></person-group>. <article-title>Association between acculturation and binge drinking among Asian-Americans: results from the California health interview survey.</article-title> <source><italic>J Addict Med.</italic></source> (<year>2013</year>) <volume>2013</volume>:<issue>248196</issue>. <pub-id pub-id-type="doi">10.1155/2013/248196</pub-id> <pub-id pub-id-type="pmid">24804139</pub-id></citation></ref>
<ref id="B14"><label>14.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reitsma</surname> <given-names>M</given-names></name> <name><surname>Flor</surname> <given-names>L</given-names></name> <name><surname>Mullany</surname> <given-names>E</given-names></name> <name><surname>Gupta</surname> <given-names>V</given-names></name> <name><surname>Hay</surname> <given-names>S</given-names></name> <name><surname>Gakidou</surname> <given-names>E</given-names></name></person-group>. <article-title>Spatial, temporal, and demographic patterns in prevalence of smoking tobacco use and initiation among young people in 204 countries and territories, 1990-2019.</article-title> <source><italic>Lancet Public Health.</italic></source> (<year>2021</year>) <volume>6</volume>:<fpage>e472</fpage>&#x2013;<lpage>81</lpage>. <pub-id pub-id-type="doi">10.1016/S2468-2667(21)00102-X</pub-id> <pub-id pub-id-type="pmid">34051921</pub-id></citation></ref>
<ref id="B15"><label>15.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Herzog</surname> <given-names>R</given-names></name> <name><surname>Alvarez-Pasquin</surname> <given-names>M</given-names></name> <name><surname>Diaz</surname> <given-names>C</given-names></name> <name><surname>Del Barrio</surname> <given-names>J</given-names></name> <name><surname>Estrada</surname> <given-names>J</given-names></name> <name><surname>Gil</surname> <given-names>A</given-names></name></person-group>. <article-title>Newcastle-Ottawa scale adapted for cross-sectional studies.</article-title> <source><italic>BMC Public Health.</italic></source> (<year>2013</year>) <volume>13</volume>:<issue>154</issue>.</citation></ref>
<ref id="B16"><label>16.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Furlan</surname> <given-names>A</given-names></name> <name><surname>Pennick</surname> <given-names>V</given-names></name> <name><surname>Bombardier</surname> <given-names>C</given-names></name> <name><surname>van Tulder</surname> <given-names>M</given-names></name></person-group> <collab>Editorial Board, Cochrane Back Review Group.</collab> <article-title>2009 updated method guidelines for systematic reviews in the Cochrane back review group.</article-title> <source><italic>Spine J.</italic></source> (<year>2009</year>) <volume>34</volume>:<fpage>1929</fpage>&#x2013;<lpage>41</lpage>. <pub-id pub-id-type="doi">10.1097/BRS.0b013e3181b1c99f</pub-id> <pub-id pub-id-type="pmid">19680101</pub-id></citation></ref>
<ref id="B17"><label>17.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Higgins</surname> <given-names>J</given-names></name> <name><surname>Thompson</surname> <given-names>S</given-names></name> <name><surname>Deeks</surname> <given-names>J</given-names></name> <name><surname>Altman</surname> <given-names>D</given-names></name></person-group>. <article-title>Measuring inconsistency in meta-analyses.</article-title> <source><italic>BMJ.</italic></source> (<year>2003</year>) <volume>327</volume>:<fpage>557</fpage>&#x2013;<lpage>60</lpage>.</citation></ref>
<ref id="B18"><label>18.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Egger</surname> <given-names>M</given-names></name> <name><surname>Smith</surname> <given-names>G</given-names></name> <name><surname>Schneider</surname> <given-names>M</given-names></name> <name><surname>Minder</surname> <given-names>C</given-names></name></person-group>. <article-title>Bias in meta-analysis detected by a simple, graphical test.</article-title> <source><italic>BMJ.</italic></source> (<year>1997</year>) <volume>315</volume>:<fpage>629</fpage>&#x2013;<lpage>34</lpage>. <pub-id pub-id-type="doi">10.1136/bmj.315.7109.629</pub-id> <pub-id pub-id-type="pmid">9310563</pub-id></citation></ref>
<ref id="B19"><label>19.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Begg</surname> <given-names>C</given-names></name> <name><surname>Mazumdar</surname> <given-names>M</given-names></name></person-group>. <article-title>Operating characteristics of a rank correlation test for publication bias.</article-title> <source><italic>Biometrics.</italic></source> (<year>1994</year>) <volume>50</volume>:<fpage>1088</fpage>&#x2013;<lpage>101</lpage>. <pub-id pub-id-type="doi">10.2307/2533446</pub-id> <pub-id pub-id-type="pmid">7786990</pub-id></citation></ref>
<ref id="B20"><label>20.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gubner</surname> <given-names>N</given-names></name> <name><surname>Delucchi</surname> <given-names>K</given-names></name> <name><surname>Ramo</surname> <given-names>D</given-names></name></person-group>. <article-title>Associations between binge drinking frequency and tobacco use among young adults.</article-title> <source><italic>Addict Behav.</italic></source> (<year>2016</year>) <volume>60</volume>:<fpage>191</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1016/j.addbeh.2016.04.019</pub-id> <pub-id pub-id-type="pmid">27156220</pub-id></citation></ref>
<ref id="B21"><label>21.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bartoli</surname> <given-names>F</given-names></name> <name><surname>Carretta</surname> <given-names>D</given-names></name> <name><surname>Crocamo</surname> <given-names>C</given-names></name> <name><surname>Schivalocchi</surname> <given-names>A</given-names></name> <name><surname>Brambilla</surname> <given-names>G</given-names></name> <name><surname>Clerici</surname> <given-names>M</given-names></name><etal/></person-group> <article-title>Prevalence and correlates of binge drinking among young adults using alcohol: a cross-sectional survey.</article-title> <source><italic>Biomed Res Int.</italic></source> (<year>2014</year>) <volume>2014</volume>:<issue>930795</issue>. <pub-id pub-id-type="doi">10.1155/2014/930795</pub-id> <pub-id pub-id-type="pmid">25101300</pub-id></citation></ref>
<ref id="B22"><label>22.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ha-Na</surname> <given-names>K</given-names></name> <name><surname>Sang-Wook</surname> <given-names>S</given-names></name></person-group>. <article-title>Relationships of both heavy and binge alcohol drinking with unhealthy habits in Korean adults based on the KNHANES IV data.</article-title> <source><italic>Iran J Public Health.</italic></source> (<year>2014</year>) <volume>43</volume>:<fpage>579</fpage>&#x2013;<lpage>89</lpage>. <pub-id pub-id-type="pmid">26060759</pub-id></citation></ref>
<ref id="B23"><label>23.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jenkins</surname> <given-names>K</given-names></name> <name><surname>Zucker</surname> <given-names>R</given-names></name></person-group>. <article-title>The prospective relationship between binge drinking and physician visits among older adults.</article-title> <source><italic>J Aging Health.</italic></source> (<year>2010</year>) <volume>22</volume>:<fpage>1099</fpage>&#x2013;<lpage>113</lpage>. <pub-id pub-id-type="doi">10.1177/0898264310376539</pub-id> <pub-id pub-id-type="pmid">20693519</pub-id></citation></ref>
<ref id="B24"><label>24.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brunborg</surname> <given-names>G</given-names></name> <name><surname>von Soest</surname> <given-names>T</given-names></name> <name><surname>Andreas</surname> <given-names>J</given-names></name></person-group>. <article-title>Adolescent income and binge drinking initiation: prospective evidence from the MyLife study.</article-title> <source><italic>Addiction.</italic></source> (<year>2020</year>) <volume>116</volume>:<fpage>1389</fpage>&#x2013;<lpage>98</lpage>. <pub-id pub-id-type="doi">10.1111/add.15279</pub-id> <pub-id pub-id-type="pmid">33009694</pub-id></citation></ref>
<ref id="B25"><label>25.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Karlamangla</surname> <given-names>A</given-names></name> <name><surname>Zhou</surname> <given-names>K</given-names></name> <name><surname>Reuben</surname> <given-names>D</given-names></name> <name><surname>Greendale</surname> <given-names>G</given-names></name> <name><surname>Moore</surname> <given-names>A</given-names></name></person-group>. <article-title>Longitudinal trajectories of heavy drinking in adults in the United States of America.</article-title> <source><italic>Addiction.</italic></source> (<year>2006</year>) <volume>101</volume>:<fpage>91</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1111/j.1360-0443.2005.01299.x</pub-id> <pub-id pub-id-type="pmid">16393195</pub-id></citation></ref>
<ref id="B26"><label>26.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Morales</surname> <given-names>A</given-names></name> <name><surname>Jones</surname> <given-names>S</given-names></name> <name><surname>Harman</surname> <given-names>G</given-names></name> <name><surname>Patching-Bunch</surname> <given-names>J</given-names></name> <name><surname>Nagel</surname> <given-names>B</given-names></name></person-group>. <article-title>Associations between nucleus accumbens structural connectivity, brain function, and initiation of binge drinking.</article-title> <source><italic>Addict Biol.</italic></source> (<year>2020</year>) <volume>25</volume>:<issue>e12767</issue>. <pub-id pub-id-type="doi">10.1111/adb.12767</pub-id> <pub-id pub-id-type="pmid">31099090</pub-id></citation></ref>
<ref id="B27"><label>27.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wei</surname> <given-names>Q</given-names></name> <name><surname>Ye</surname> <given-names>Y</given-names></name> <name><surname>Chen</surname> <given-names>F</given-names></name> <name><surname>Li</surname> <given-names>J</given-names></name> <name><surname>Wu</surname> <given-names>H</given-names></name> <name><surname>Fu</surname> <given-names>Y</given-names></name><etal/></person-group> <article-title>Polymorphism study of nine SNPs associated with subjective response to alcohol in Chinese Han, Hui, Tibetan, Mongolian and Uygur populations.</article-title> <source><italic>Forensic Sci Res.</italic></source> (<year>2018</year>) <volume>3</volume>:<fpage>124</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1080/20961790.2018.1468538</pub-id> <pub-id pub-id-type="pmid">30483660</pub-id></citation></ref>
<ref id="B28"><label>28.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wall</surname> <given-names>T</given-names></name></person-group>. <article-title>Genetic associations of alcohol and aldehyde dehydrogenase with alcohol dependence and their mechanisms of action.</article-title> <source><italic>Ther Drug Monit.</italic></source> (<year>2005</year>) <volume>27</volume>:<fpage>700</fpage>&#x2013;<lpage>3</lpage>. <pub-id pub-id-type="doi">10.1097/01.ftd.0000179840.78762.33</pub-id></citation></ref>
<ref id="B29"><label>29.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Madden</surname> <given-names>P</given-names></name> <name><surname>Bucholz</surname> <given-names>K</given-names></name> <name><surname>Martin</surname> <given-names>N</given-names></name> <name><surname>Heath</surname> <given-names>A</given-names></name></person-group>. <article-title>Smoking and the genetic contribution to alcohol-dependence risk.</article-title> <source><italic>Alcohol Res Health.</italic></source> (<year>2000</year>) <volume>24</volume>:<fpage>209</fpage>&#x2013;<lpage>14</lpage>.</citation></ref>
<ref id="B30"><label>30.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zaso</surname> <given-names>M</given-names></name> <name><surname>Goodhines</surname> <given-names>P</given-names></name> <name><surname>Wall</surname> <given-names>T</given-names></name> <name><surname>Park</surname> <given-names>A</given-names></name></person-group>. <article-title>Meta-analysis on associations of alcohol metabolism genes with alcohol use disorder in East Asians.</article-title> <source><italic>Alcohol Alcohol.</italic></source> (<year>2019</year>) <volume>54</volume>:<fpage>216</fpage>&#x2013;<lpage>24</lpage>. <pub-id pub-id-type="doi">10.1093/alcalc/agz011</pub-id> <pub-id pub-id-type="pmid">30834931</pub-id></citation></ref>
</ref-list>
</back>
</article>