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<journal-meta>
<journal-id journal-id-type="nlm-ta">PLoS One</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosone</journal-id>
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<journal-title>PLOS One</journal-title>
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<issn pub-type="epub">1932-6203</issn>
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<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, CA USA</publisher-loc>
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<article-meta>
<article-id pub-id-type="doi">10.1371/journal.pone.0331105</article-id>
<article-id pub-id-type="publisher-id">PONE-D-24-47898</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
<subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Otorhinolaryngology</subject><subj-group><subject>Otology</subject><subj-group><subject>Hearing disorders</subject><subj-group><subject>Deafness</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Physiology</subject><subj-group><subject>Physiological parameters</subject><subj-group><subject>Body weight</subject><subj-group><subject>Obesity</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Behavior</subject><subj-group><subject>Habits</subject><subj-group><subject>Smoking habits</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Social sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Behavior</subject><subj-group><subject>Habits</subject><subj-group><subject>Smoking habits</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Neuroscience</subject><subj-group><subject>Cognitive science</subject><subj-group><subject>Cognitive psychology</subject><subj-group><subject>Perception</subject><subj-group><subject>Sensory perception</subject><subj-group><subject>Hearing</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Cognitive psychology</subject><subj-group><subject>Perception</subject><subj-group><subject>Sensory perception</subject><subj-group><subject>Hearing</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Social sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Cognitive psychology</subject><subj-group><subject>Perception</subject><subj-group><subject>Sensory perception</subject><subj-group><subject>Hearing</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Neuroscience</subject><subj-group><subject>Sensory perception</subject><subj-group><subject>Hearing</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Physiology</subject><subj-group><subject>Physiological parameters</subject><subj-group><subject>Body weight</subject><subj-group><subject>Body mass index</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Anatomy</subject><subj-group><subject>Head</subject><subj-group><subject>Ears</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Anatomy</subject><subj-group><subject>Head</subject><subj-group><subject>Ears</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Endocrinology</subject><subj-group><subject>Endocrine disorders</subject><subj-group><subject>Diabetes mellitus</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Medical conditions</subject><subj-group><subject>Metabolic disorders</subject><subj-group><subject>Diabetes mellitus</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Research and analysis methods</subject><subj-group><subject>Research design</subject><subj-group><subject>Survey research</subject><subj-group><subject>Surveys</subject><subj-group><subject>Health surveys</subject></subj-group></subj-group></subj-group></subj-group></subj-group></article-categories>
<title-group>
<article-title>Exploring the association between secondhand smoke exposure and hearing loss among U.S. nonsmokers</article-title>
<alt-title alt-title-type="running-head">Secondhand smoke exposure and hearing loss</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0009-0003-4437-0249</contrib-id>
<name name-style="western">
<surname>Batheja</surname>
<given-names>Aashish</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role content-type="http://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role content-type="http://credit.niso.org/contributor-roles/software/">Software</role>
<role content-type="http://credit.niso.org/contributor-roles/validation/">Validation</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"/></contrib>
<contrib contrib-type="author" corresp="yes" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0001-6485-2075</contrib-id>
<name name-style="western">
<surname>Coelho</surname>
<given-names>Daniel H.</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role content-type="http://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role content-type="http://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="corresp" rid="cor001">*</xref>
<xref ref-type="aff" rid="aff001"/></contrib>
</contrib-group>
<aff id="aff001"><addr-line>Department of Otolaryngology – Head &amp; Neck Surgery, Virginia Commonwealth University School of Medicine, Richmond, Virginia, United States of America</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple">
<name name-style="western">
<surname>Delano</surname>
<given-names>Paul H</given-names>
</name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"/></contrib>
</contrib-group>
<aff id="edit1"><addr-line>Universidad de Chile, CHILE</addr-line></aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>The authors have declared that no competing interests exist.</p>
</fn>
<corresp id="cor001">* E-mail: <email xlink:type="simple">dcoelho@vcu.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>2</day><month>9</month><year>2025</year></pub-date>
<pub-date pub-type="collection"><year>2025</year></pub-date>
<volume>20</volume>
<issue>9</issue>
<elocation-id>e0331105</elocation-id>
<history>
<date date-type="received"><day>23</day><month>10</month><year>2024</year></date>
<date date-type="accepted"><day>11</day><month>8</month><year>2025</year></date>
</history>
<permissions>
<copyright-year>2025</copyright-year>
<copyright-holder>Batheja, Coelho</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p></license>
</permissions>
<self-uri content-type="pdf" xlink:href="info:doi/10.1371/journal.pone.0331105"/>
<abstract>
<sec id="sec001">
<title>Objective</title>
<p>Secondhand smoke (SHS) exposure has been implicated as a risk factor for hearing loss. However, there is a relative paucity of inconsistent findings with limited frequency-specific details. The goal of this study is to better characterize the relationship between SHS exposure and hearing loss among adult nonsmokers in the U.S.</p>
</sec>
<sec id="sec002">
<title>Study design</title>
<p>Cross-sectional.</p>
</sec>
<sec id="sec003">
<title>Setting</title>
<p>2015-2016 NHANES cycle.</p>
</sec>
<sec id="sec004">
<title>Patients</title>
<p>1644 nonsmokers between ages 20 and 69 and without diabetes, stroke, or heart disease.</p>
</sec>
<sec id="sec005">
<title>Intervention</title>
<p>Serum cotinine level (ng/ml) indicated SHS exposure.</p>
</sec>
<sec id="sec006">
<title>Main outcome measures</title>
<p>Outcomes were hearing thresholds at low-frequencies and high-frequencies as well as hearing loss defined by hearing threshold 20 dB in the better ear. Linear regressions between hearing thresholds and SHS exposure stratified by Body Mass Index (BMI) category and controlled for socio-demographic variables. Logistic regression modeling hearing loss by SHS exposure controlled for the same.</p>
</sec>
<sec id="sec007">
<title>Results</title>
<p>SHS exposure was associated with elevated hearing thresholds at low-frequencies (β = 0.47, p = .03) only in the obese (BMI 30) population. SHS exposure was associated with greater odds of hearing loss (Odds Ratio: 1.17, 95% Confidence Interval: 1.06–1.29, p = .005) and demonstrated a dose-response relationship.</p>
</sec>
<sec id="sec008">
<title>Conclusion</title>
<p>While SHS exposure was associated with hearing loss and showed a dose-response relationship, its relationship with hearing thresholds was not demonstrated across all hearing frequencies or BMI categories. Additional research is needed to establish the clinical significance of these findings and clarify the role of obesity in this relationship.</p>
</sec>
</abstract>
<funding-group>
<funding-statement>The author(s) received no specific funding for this work.</funding-statement>
</funding-group>
<counts>
<fig-count count="1"/>
<table-count count="3"/>
<page-count count="11"/>
</counts>
<custom-meta-group>
<custom-meta id="data-availability">
<meta-name>Data Availability</meta-name>
<meta-value>All relevant data are contained within the manuscript. The data underlying the results presented in the study are available from the National Center for Health Statistics (<ext-link ext-link-type="uri" xlink:href="https://www.cdc.gov/nchs/nhanes/index.htm" xlink:type="simple">https://www.cdc.gov/nchs/nhanes/index.htm</ext-link>)</meta-value>
</custom-meta>
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</front>
<body>
<sec id="sec009" sec-type="intro">
<title>Introduction</title>
<p>Although smoking is a well-established risk factor of sensorineural hearing loss [<xref ref-type="bibr" rid="pone.0331105.ref001">1</xref>–<xref ref-type="bibr" rid="pone.0331105.ref003">3</xref>], less is known about the effects of secondhand smoke (SHS) exposure on hearing loss. Interestingly, much of what little is known about SHS and hearing may come from children – a more vulnerable population with respect to SHS exposure. Lalwani et al. reported that SHS exposure was associated with increased risk of unilateral sensorineural hearing loss at low-frequencies for adolescents aged 12–19 [<xref ref-type="bibr" rid="pone.0331105.ref004">4</xref>]. Another study of children between the ages of 5 and 11 discovered that high levels of SHS exposure were linked to a greater risk of hearing loss [<xref ref-type="bibr" rid="pone.0331105.ref005">5</xref>]. Additionally, one study of adolescents aged 12–15 asserted that prenatal smoke exposure was related to unilateral low-frequency hearing loss [<xref ref-type="bibr" rid="pone.0331105.ref006">6</xref>].</p>
<p>Much about the relationship between SHS and hearing loss in the adult population has not yet been fully clarified. Cruickshanks and colleagues reported nonsmokers with a household member who smoked had greater odds of hearing loss compared to nonsmokers who did not live with a smoker [<xref ref-type="bibr" rid="pone.0331105.ref003">3</xref>]. Others found speech-recognition to be impaired in non-smoking middle-aged adults who report spending greater time around SHS exposure [<xref ref-type="bibr" rid="pone.0331105.ref007">7</xref>].</p>
<p>A variety of mechanisms have been proposed regarding how smoking in general may facilitate hearing loss, including blood vessel vasospasm, arteriosclerosis, and cochlear ischemia [<xref ref-type="bibr" rid="pone.0331105.ref008">8</xref>]. On the other hand, current evidence indicates that SHS exposure may primarily impair auditory function through direct toxicity [<xref ref-type="bibr" rid="pone.0331105.ref009">9</xref>]. Indeed, both the nicotine and other chemical substances in cigarette smoke can be ototoxic [<xref ref-type="bibr" rid="pone.0331105.ref007">7</xref>]. Other studies of mice have shown that cigarette smoke exposure may increase oxidative stress in cochlear tissue [<xref ref-type="bibr" rid="pone.0331105.ref010">10</xref>]. However, similar studies in human populations are lacking and a further mechanistic understanding of SHS and hearing loss is limited.</p>
<p>In an attempt to more accurately assess SHS exposure, some studies have utilized serum cotinine levels as a biomarker of SHS exposure. Fabry et al. showed that cotinine level is associated with hearing loss at low- and mid- frequencies for both “never smokers” and former smokers [<xref ref-type="bibr" rid="pone.0331105.ref008">8</xref>]. SHS exposure was also significantly linked to high-frequency hearing loss only in former smokers [<xref ref-type="bibr" rid="pone.0331105.ref008">8</xref>]. A different analysis of hearing thresholds found that increased cotinine level was associated with elevated hearing thresholds at high- and low-frequencies, yet this association applied only to the obese population [<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>]. The connection between obesity, SHS exposure, and hearing loss, especially in the nonsmoking population, has yet to be thoroughly elucidated.</p>
<p>While there is evidence suggesting the association between SHS exposure and hearing loss in the adult population, to date no studies have demonstrated that this association exists for all frequencies and populations studied. Moreover, these studies are varied in their analytical techniques and criteria for hearing loss, further complicating comparability of results. Given that prevalence of SHS exposure in nonsmoking adults exceeds 20% [<xref ref-type="bibr" rid="pone.0331105.ref012">12</xref>] and that hearing loss can negatively affect employment, cognition, and mental health [<xref ref-type="bibr" rid="pone.0331105.ref013">13</xref>], there is a need to better understand the potential relationship between SHS exposure on hearing loss as well as the specific frequencies and populations that may be most affected. From a public health standpoint, the deleterious effects of smoking are well-recognized for individuals that smoke, but its potential health impact on nonsmokers is often underemphasized. Further knowledge regarding this issue may inform valuable preventative measures to support this potentially vulnerable population. The purpose of this analysis was to more thoroughly characterize the relationship between SHS exposure and hearing loss in adult nonsmokers in the U.S.</p>
</sec>
<sec id="sec010" sec-type="materials|methods">
<title>Materials and methods</title>
<p>In this cross-sectional study, the National Health and Nutrition Examination Survey (NHANES) results for the 2015−2016 cycle were analyzed. NHANES is annual survey of the civilian noninstitutionalized population with “a complex, multistage, clustered design using unequal probabilities of selection.” [<xref ref-type="bibr" rid="pone.0331105.ref014">14</xref>] More recent survey cycles did not collect audiometric data for the target age demographic (20–69 years) or were limited in scope and generalizability to the national population due to the COVID-19 pandemic. Interviews were performed for 9971 of the 15327 eligible individuals [<xref ref-type="bibr" rid="pone.0331105.ref014">14</xref>]. 5204 participants were excluded due to being outside the target age range. An additional 3123 participants were excluded for missing or abnormal data in other categories, described below. Notable categories with missing data (participants may have missing data in multiple categories concurrently) included current smoking status (2842 missing values), incomplete audio exam (746 missing values), family income to poverty ratio (481 missing values), and serum cotinine level (432 missing values). Ultimately, 1644 nonsmokers between ages 20 and 69 and without other risk factors for hearing loss (e.g., diabetes, stroke, or cardiovascular disease) were included in the study. This study is considered eligible for exemption by our university's IRB under Exemption 45 CFR 46.104(d)(2).</p>
<sec id="sec011">
<title>Study population</title>
<p>Participants were excluded for an incomplete audio exam, abnormal tympanometry (Type B or C as read by an audiologist), abnormal otoscopy, or presence of ear tubes. Medical conditions such as cardiovascular disease, stroke, and diabetes also precluded participants from inclusion to allow for a focus on investigating the unique connection of obesity with SHS and hearing loss in a population without the overt characteristics of “a multifactorial metabolic disorder.” [<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>] History of stroke and diabetes were self-reported, and cardiovascular disease was defined by self-reported history of angina, coronary artery disease, congestive heart failure, or myocardial infarction [<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>]. Additionally, diabetes was indicated by a Hemoglobin A1C of at least 6.5%, a fasting glucose of at least 126 mg/dL, or a 2 hour oral glucose tolerance test of at least 200 mg/dL [<xref ref-type="bibr" rid="pone.0331105.ref015">15</xref>].</p>
<p>Participants were divided into Current, Former, and Never smokers based on definitions from the Centers for Disease Control and Prevention (CDC) [<xref ref-type="bibr" rid="pone.0331105.ref016">16</xref>]. Current smokers were defined as participants who have smoked at least 100 cigarettes in their life and currently smoke “Every day” or “Some days.” Former smokers were defined as participants who have smoked at least 100 cigarettes in their life but do not currently smoke at all. Never smokers were defined as participants who have not smoked at least 100 cigarettes in their life.</p>
<p>Because current smoking status was self-reported, serum cotinine levels were used for additional verification of nonsmoking status. Cotinine is a metabolite of nicotine with a half-life of roughly 15–20 hours, making it a suitable biomarker for smoke exposure [<xref ref-type="bibr" rid="pone.0331105.ref017">17</xref>]. The final designation of “Nonsmoker” was assigned to Former and Never smokers with serum cotinine values less than or equal to 10 ng/ml [<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>,<xref ref-type="bibr" rid="pone.0331105.ref018">18</xref>]. Only Nonsmokers were included in the study population. Lastly, participants were excluded if they lacked data on age, gender, race, income, noise exposure, or Body Mass Index (BMI).</p>
</sec>
<sec id="sec012">
<title>SHS exposure</title>
<p>Self-reported questionnaires regarding SHS exposure are convenient and cost-effective, but are subject to recall and social desirability bias [<xref ref-type="bibr" rid="pone.0331105.ref019">19</xref>]. Indeed, self-reports may lead to underestimation of SHS exposure [<xref ref-type="bibr" rid="pone.0331105.ref020">20</xref>]. Thus, serum cotinine levels (ng/ml) were used as a marker of SHS exposure. Although often considered a “gold standard” for SHS exposure, important limitations of cotinine include natural variations in nicotine metabolism between individuals as well as a short half-life which may underestimate cumulative tobacco smoke exposure [<xref ref-type="bibr" rid="pone.0331105.ref021">21</xref>,<xref ref-type="bibr" rid="pone.0331105.ref022">22</xref>]. Quantities below the lower limit of detection (LLOD) of 0.015 ng/ml were replaced with the value of LLOD/sqrt(2), equivalent to 0.011 ng/ml [<xref ref-type="bibr" rid="pone.0331105.ref017">17</xref>]. Serum cotinine levels were natural log-transformed (ln cotinine) due to initial right skew, consistent with prior studies [<xref ref-type="bibr" rid="pone.0331105.ref008">8</xref>,<xref ref-type="bibr" rid="pone.0331105.ref023">23</xref>]. For reference, it has been estimated that an hour of SHS exposure per day corresponds to an approximate 0.45 ng/ml increase in serum cotinine levels [<xref ref-type="bibr" rid="pone.0331105.ref024">24</xref>].</p>
</sec>
<sec id="sec013">
<title>Hearing measures</title>
<p>For the 2015–2016 cycle, NHANES collected audiometric data for individuals between the ages of 20 and 69 [<xref ref-type="bibr" rid="pone.0331105.ref025">25</xref>]. Hearing thresholds at low- and high-frequencies were calculated for each ear. Low-frequency hearing threshold was calculated as the pure-tone average of 0.5 kHz, 1 kHz, and 2 kHz [<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>]. High-frequency hearing threshold was calculated as the pure-tone average of 3 kHz, 4 kHz, 6 kHz, and 8 kHz [<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>]. Values noted as “No response” were re-coded to the maximum threshold tested for that frequency [<xref ref-type="bibr" rid="pone.0331105.ref026">26</xref>].</p>
<p>The presence of absence of hearing loss was defined by World Health Organization (WHO) guidelines with normal hearing was defined as a hearing threshold of less than 20 dB while hearing loss was defined as a hearing threshold greater than or equal to 20 dB in the better ear [<xref ref-type="bibr" rid="pone.0331105.ref013">13</xref>]. Additionally, a small number of cases considered as unilateral hearing loss by the WHO (hearing threshold 35 dB in the worse ear despite no hearing loss in the better ear) were defined as hearing loss (n = 27) [<xref ref-type="bibr" rid="pone.0331105.ref013">13</xref>]. Most cases of hearing loss in the study population demonstrated high-frequency hearing loss, reflecting the fact that most cases of hearing loss first manifest at high frequencies and high-frequency hearing loss may be a harbinger of later low-frequency hearing loss [<xref ref-type="bibr" rid="pone.0331105.ref027">27</xref>]. To account for the limited number of solely low-frequency hearing loss cases, an overall measure of hearing loss at any frequency was utilized.</p>
</sec>
<sec id="sec014">
<title>Other variables</title>
<p>Income, which has been associated with hearing loss [<xref ref-type="bibr" rid="pone.0331105.ref028">28</xref>], was measured as family income to poverty ratio [<xref ref-type="bibr" rid="pone.0331105.ref029">29</xref>]. Noise exposure was classified as present when respondents reported ever having either job exposure to loud noise or off-work exposure to loud noise. Job exposure to loud noise was defined as loud noise for “4 or more hours a day, several days a week” while off-work exposure to loud noise was defined as “very loud noise or music for 10 or more hours a week” outside of a work setting [<xref ref-type="bibr" rid="pone.0331105.ref025">25</xref>]. BMI categories were defined as normal weight (18.5 to &lt;25), overweight (25 to &lt; 30), and obese ( 30) [<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>].</p>
</sec>
<sec id="sec015">
<title>Statistical considerations</title>
<p>Linear regression analyses between hearing thresholds and SHS exposure controlled for age, gender, race, income, and noise exposure. They were also stratified by BMI category as done by Y.-Y. Lin et al. in their study of hearing thresholds [<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>]. For the logistic regression, the outcome of hearing loss was derived from the World Report on Hearing as outlined in the “Hearing Measures” section [<xref ref-type="bibr" rid="pone.0331105.ref013">13</xref>]. The multivariable logistic regression model controlled for age, gender, race, income, and noise exposure. Limited subgroup size precluded stratification by BMI. Analyses stemming from small sample sizes may have limited validity as a result of the nature of the NHANES sampling techniques [<xref ref-type="bibr" rid="pone.0331105.ref026">26</xref>]. BMI was controlled for in the regression model instead. Customized odds ratios for hearing loss by cotinine level were also calculated. In order to account for the complex clustered design of NHANES, appropriate sampling weights and design variables were used [<xref ref-type="bibr" rid="pone.0331105.ref030">30</xref>]. SAS™ 9.04 software was used for statistical analyses.</p>
</sec>
</sec>
<sec id="sec016" sec-type="results">
<title>Results</title>
<p><bold><xref ref-type="table" rid="pone.0331105.t001">Table 1</xref></bold> describes the demographic characteristics of the study population. For NHANES 2015–2016, the Hispanic, non-Hispanic Black, and non-Hispanic Asian populations were over-sampled [<xref ref-type="bibr" rid="pone.0331105.ref014">14</xref>].</p>
<table-wrap id="pone.0331105.t001" position="float"><object-id pub-id-type="doi">10.1371/journal.pone.0331105.t001</object-id><label>Table 1</label><caption><title>Demographics of study participants (n = 1644).</title></caption>
<alternatives><graphic id="pone.0331105.t001g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0331105.t001" xlink:type="simple"/><table><colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left"/>
<th align="left">N (%)</th>
<th align="left">Mean (SEM)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Age</td>
<td align="left"/>
<td align="left">42.64 (0.61)</td>
</tr>
<tr>
<td align="left">Gender<break/> Male<break/> Female</td>
<td align="left">648 (39.42%)<break/>996 (60.58%)</td>
<td align="left"/>
</tr>
<tr>
<td align="left">Race<break/> White<break/> Black<break/> Asian<break/> Hispanic<break/> Other</td>
<td align="left">500 (30.41%)<break/>263 (16.00%)<break/>281 (17.09%)<break/>323 (19.65%)<break/>277 (16.85%)</td>
<td align="left"/>
</tr>
<tr>
<td align="left">Income (Family income to poverty ratio)</td>
<td align="left"/>
<td align="left">3.33 (0.10)</td>
</tr>
<tr>
<td align="left">Loud Noise Exposure<break/> Yes<break/> No</td>
<td align="left">494 (30.05%)<break/>1150 (69.95%)</td>
<td align="left"/>
</tr>
<tr>
<td align="left">BMI<break/> Normal weight<break/> Overweight<break/> Obese</td>
<td align="left">480 (29.20%)<break/>530 (32.24%)<break/>634 (38.56%)</td>
<td align="left"/>
</tr>
<tr>
<td align="left">Cotinine level (ng/mL)</td>
<td align="left"/>
<td align="left">0.18 (0.02)</td>
</tr>
<tr>
<td align="left">Low-frequency Pure-Tone Average (dB)</td>
<td align="left"/>
<td align="left">7.34 (0.40)</td>
</tr>
<tr>
<td align="left">High-frequency Pure-Tone Average (dB)</td>
<td align="left"/>
<td align="left">16.32 (0.89)</td>
</tr>
<tr>
<td align="left">Hearing Loss<break/>  No<break/>  Yes</td>
<td align="left">1240 (75.43%)<break/>404 (24.57%)</td>
<td align="left"/>
</tr>
</tbody>
</table>
</alternatives></table-wrap>
<p><bold><xref ref-type="table" rid="pone.0331105.t002">Table 2</xref></bold> shows SHS exposure is associated with elevated hearing thresholds at low-frequencies (β = 0.47, p = .03) only in the obese population. <bold><xref ref-type="table" rid="pone.0331105.t003">Table 3</xref></bold> shows SHS exposure was associated with a small, but statistically significant greater odds of hearing loss (Odds Ratio: 1.17, 95% Confidence Interval: 1.06–1.29). Older age (OR: 1.13, 95% CI: 1.11–1.15) was another positive predictor of hearing loss. Being female (OR: 0.42, 95% CI: 0.28–0.62) or Black (OR: 0.39, 95% CI: 0.22–0.69) were negative predictors of hearing loss.</p>
<table-wrap id="pone.0331105.t002" position="float"><object-id pub-id-type="doi">10.1371/journal.pone.0331105.t002</object-id><label>Table 2</label><caption><title>Beta (β) coefficients for linear regressions for hearing thresholds at low- and high-frequencies.</title></caption>
<alternatives><graphic id="pone.0331105.t002g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0331105.t002" xlink:type="simple"/><table><colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left"/>
<th align="left" colspan="3">Low-frequency Hearing Thresholds (n = 1644)</th>
<th align="left" colspan="3">High-frequency Hearing Thresholds (n = 1644)</th>
</tr>
<tr>
<th align="left"/>
<th align="left">Normal-weight</th>
<th align="left">Overweight</th>
<th align="left">Obese</th>
<th align="left">Normal-weight</th>
<th align="left">Overweight</th>
<th align="left">Obese</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Age</td>
<td align="left"><bold>0.31 (0.11, 0.50)</bold><xref ref-type="table-fn" rid="t002fn002"><sup>**</sup></xref></td>
<td align="left"><bold>0.24 (0.13, 0.35)</bold><xref ref-type="table-fn" rid="t002fn002"><sup>**</sup></xref></td>
<td align="left"><bold>0.22 (0.14, 0.31)</bold> <xref ref-type="table-fn" rid="t002fn003"><sup>***</sup></xref></td>
<td align="left"><bold>0.72</bold><break/> <bold>(0.50, 0.94)</bold> <xref ref-type="table-fn" rid="t002fn003"><sup>***</sup></xref></td>
<td align="left"><bold>0.69</bold><break/> <bold>(0.53</bold><break/> <bold>, 0.85</bold><break/>)<xref ref-type="table-fn" rid="t002fn003"><sup>***</sup></xref></td>
<td align="left"><bold>0.69</bold><break/> <bold>(0.54</bold><break/><bold>, 0.85)</bold> <xref ref-type="table-fn" rid="t002fn003"><sup>***</sup></xref></td>
</tr>
<tr>
<td align="left">Female<break/>ref = Male</td>
<td align="left">1.63 (−2.07, 5.32)</td>
<td align="left">−0.11 (−1.54, 1.32)</td>
<td align="left">−0.70 (−2.74, 1.34)</td>
<td align="left">−4.18<break/> (−9.35, 0.98)</td>
<td align="left"><bold>−6.26</bold><break/> <bold>(−8.60, −3.92)</bold> <xref ref-type="table-fn" rid="t002fn003"><sup>***</sup></xref></td>
<td align="left"><bold>−6.39</bold><break/> <bold>(−9.64</bold><break/><bold>, −3.15)</bold><xref ref-type="table-fn" rid="t002fn002"><sup>**</sup></xref></td>
</tr>
<tr>
<td align="left">Black race<break/>ref = White</td>
<td align="left">−0.59 (−2.71, 1.52)</td>
<td align="left">−1.58 (−3.39, 0.23)</td>
<td align="left"><bold>−1.96 (−3.50, −0.41)</bold>*</td>
<td align="left"><bold>−4.69</bold><break/> <bold>(−7.53</bold><break/><bold>, −1.85</bold><break/>)<xref ref-type="table-fn" rid="t002fn002"><sup>**</sup></xref></td>
<td align="left"><bold>−5.17</bold><break/> <bold>(−7.42, −2.92)</bold><xref ref-type="table-fn" rid="t002fn002"><sup>**</sup></xref></td>
<td align="left"><bold>−4.34</bold><break/> <bold>(−7.35</bold><break/><bold>, −1.32)</bold><xref ref-type="table-fn" rid="t002fn002"><sup>**</sup></xref></td>
</tr>
<tr>
<td align="left">Other race<break/>ref = White</td>
<td align="left">1.25 (−0.66, 3.16)</td>
<td align="left">−0.67 (−2.32, 0.98)</td>
<td align="left">−0.60 (−2.22, 1.01)</td>
<td align="left"><bold>−2.17</bold><break/> <bold>(−4.23</bold><break/><bold>, −0.11)</bold>*</td>
<td align="left">−0.33<break/> (−2.72, 2.07)</td>
<td align="left">−0.40<break/> (−3.19<break/>, 2.40)</td>
</tr>
<tr>
<td align="left">Income</td>
<td align="left">−0.36 (−1.43, 0.71)</td>
<td align="left"><bold>−0.87 (−1.67, −0.07)</bold>*</td>
<td align="left">−0.21 (−0.84, 0.42)</td>
<td align="left"><bold>−1.20</bold><break/> <bold>(−2.31</bold><break/><bold>, −0.09)</bold>*</td>
<td align="left">−0.78<break/> (−1.60, 0.054)</td>
<td align="left">−0.16<break/> (−0.99<break/>, 0.66)</td>
</tr>
<tr>
<td align="left">Loud noise exposure<break/>ref = No</td>
<td align="left">2.18 (−3.80, 8.15)</td>
<td align="left">0.55 (−1.03, 2.14)</td>
<td align="left">0.95 (−0.79, 2.69)</td>
<td align="left">0.81 (−5.63,<break/> 7.25)</td>
<td align="left">1.42<break/> (−1.93, 4.77)</td>
<td align="left">0.66<break/> (−2.48<break/>, 3.80)</td>
</tr>
<tr>
<td align="left">Ln cotinine</td>
<td align="left">−0.01 (−0.86, 0.83)</td>
<td align="left">−0.31 (−1.00, 0.38)</td>
<td align="left"><bold>0.47 (0.04, 0.89)</bold>*</td>
<td align="left">0.26<break/> (−0.78<break/>, 1.30)</td>
<td align="left">−0.08<break/> (−0.81, 0.65)</td>
<td align="left">1.45<break/> (−0.14<break/>, 3.03)</td>
</tr>
</tbody>
</table>
</alternatives><table-wrap-foot>
<fn id="t002fn001"><p>*significant at p &lt; .05,</p></fn>
<fn id="t002fn002"><p>**significant at p &lt; .01,</p></fn>
<fn id="t002fn003"><p>***significant at p &lt; .001</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="pone.0331105.t003" position="float"><object-id pub-id-type="doi">10.1371/journal.pone.0331105.t003</object-id><label>Table 3</label><caption><title>Multivariable logistic regression for hearing loss (n = 1644).</title></caption>
<alternatives><graphic id="pone.0331105.t003g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0331105.t003" xlink:type="simple"/><table><colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left"/>
<th align="left">β coefficient</th>
<th align="left">Adjusted Odds Ratio<xref ref-type="table-fn" rid="t003fn001"><sup>*</sup></xref> (95% CI)</th>
<th align="left">p – value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"><bold>Age</bold></td>
<td align="left"><bold>0.12</bold></td>
<td align="left"><bold>1.13 (1.11 - 1.15)</bold></td>
<td align="left"><bold>p &lt; .001</bold></td>
</tr>
<tr>
<td align="left">Gender<break/>  <bold>Female</bold><break/>  ref = Male</td>
<td align="left"><bold>−0.88</bold></td>
<td align="left"><bold>0.42 (0.28 - 0.62)</bold></td>
<td align="left"><bold>p &lt; .001</bold></td>
</tr>
<tr>
<td align="left">Race<break/>  <bold>Black</bold><break/>  Other<break/>  ref = White</td>
<td align="left"><bold>−0.94</bold><break/>−0.16</td>
<td align="left"><bold>0.39 (0.22–0.69)</bold><break/>0.85 (0.54–1.35)</td>
<td align="left"><bold>p = .003</bold><break/>p = .47</td>
</tr>
<tr>
<td align="left">Income</td>
<td align="left">−0.06</td>
<td align="left">0.94 (0.82 - 1.08)</td>
<td align="left">p = .35</td>
</tr>
<tr>
<td align="left">Loud Noise Exposure<break/>  Yes<break/>  ref = No</td>
<td align="left">0.29</td>
<td align="left">1.34 (0.90 - 2.00)</td>
<td align="left">p = .14</td>
</tr>
<tr>
<td align="left">BMI</td>
<td align="left">0.02</td>
<td align="left">1.02 (0.99 - 1.06)</td>
<td align="left">p = .21</td>
</tr>
<tr>
<td align="left"><bold>ln Cotinine</bold><xref ref-type="table-fn" rid="t003fn002"><sup>a</sup></xref></td>
<td align="left"><bold>0.15</bold></td>
<td align="left"><bold>1.17 (1.06 - 1.29)</bold></td>
<td align="left"><bold>p = .005</bold></td>
</tr>
</tbody>
</table>
</alternatives><table-wrap-foot>
<fn id="t003fn001"><p>*Adjusted Odds Ratio = e<sup>B</sup></p></fn>
<fn id="t003fn002"><p><sup>a</sup>Odds ratio and confidence interval for 1 log unit increase</p></fn>
</table-wrap-foot>
</table-wrap>
<p><bold><xref ref-type="fig" rid="pone.0331105.g001">Fig 1</xref></bold> shows the rise in the odds ratio for hearing loss with increasing cotinine level. The odds ratio for hearing loss increased from 0.50 at a cotinine level of 0.011 ng/ml to 1.422 at a cotinine level of 10 ng/ml.</p>
<fig id="pone.0331105.g001" position="float"><object-id pub-id-type="doi">10.1371/journal.pone.0331105.g001</object-id><label>Fig 1</label><caption><title>Odds Ratio for Hearing Loss by Serum Cotinine Level (ng/ml).</title><p>Odds ratio for hearing loss increases as serum cotinine level increases.</p></caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0331105.g001" xlink:type="simple"/></fig>
</sec>
<sec id="sec017" sec-type="conclusions">
<title>Discussion</title>
<p>There are some notable differences when comparing the demographic distribution of the study population of isolated nonsmokers to the general population. 38.56% of the study population was classified as obese. This is lower than the 47.3% prevalence of obesity for adults over the age of 20 in the U.S. noted in another analysis of the NHANES 2015–2016 cycle that did not exclude individuals with diabetes, stroke, or cardiovascular comorbidities [<xref ref-type="bibr" rid="pone.0331105.ref031">31</xref>]. 32.24% of the study population was classified as overweight, which is similar to the 31.6% prevalence for adults over the age of 20 in the U.S. noted in that same NHANES 2015–2016 cycle analysis [<xref ref-type="bibr" rid="pone.0331105.ref031">31</xref>]. Most of the study population (75.43%) did not present with hearing loss. One study of U.S. adults aged 20–69 years suggested rates of hearing loss up to nearly 17%, although a threshold of 25 dB was utilized [<xref ref-type="bibr" rid="pone.0331105.ref032">32</xref>]. In addition to differing threshold values, variations in exclusion criteria may also contribute to the discrepancy in hearing loss rates.</p>
<p>In the general population, approximately 84.5% of adults were nonsmokers in 2016 [<xref ref-type="bibr" rid="pone.0331105.ref033">33</xref>]. Another study indicates a greater prevalence of nonsmoking amongst females as compared to males (83.8% vs. 79.4%) and amongst Hispanic individuals compared to Non-Hispanic White individuals (87% vs. 80.8%), largely driven by the greater proportion of Never smokers [<xref ref-type="bibr" rid="pone.0331105.ref034">34</xref>]. The present study of nonsmoking individuals demonstrates a predominance of females but differs in that the plurality of individuals self-report as White.</p>
<p>This analysis evaluates the association of SHS exposure on two different measures of hearing: quantitative hearing thresholds and categorical presence or absence of hearing loss. Overall, both the hearing threshold and hearing loss analyses provide support for certain associations between SHS exposure and hearing loss. These results align with previous studies demonstrating the association of SHS exposure to hearing threshold shifts as well as increased odds of hearing loss [<xref ref-type="bibr" rid="pone.0331105.ref008">8</xref>,<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>]. Importantly, our study supports the hearing threshold and hearing loss hypotheses with a common data set and statistical techniques. While Fabry et al. and Y.-Y Lin et al. both analyzed the NHANES 1999–2004 cycles, data management and statistical techniques varied between the studies [<xref ref-type="bibr" rid="pone.0331105.ref008">8</xref>,<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>]. In addition to providing a more current evaluation by using the 2015–2016 dataset and updated WHO guidelines, the present study utilizes consistent classifications and analyses across all outcomes measured. Our study also includes covariates absent in these studies, such as income.</p>
<p>SHS exposure was associated with elevated hearing thresholds at low-frequencies (β = 0.47, p = .03) only in the obese population. This statistically significant association corroborates one previous study noting threshold shifts only in the obese populations [<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>], although that study also found threshold shifts at high-frequencies. Of note, SHS exposure was positively associated with high-frequency hearing threshold but did not reach statistical significance at p = .07 in our study. Notably, our study focused on the better ear rather than the worse ear [<xref ref-type="bibr" rid="pone.0331105.ref013">13</xref>]. Since elevated hearing thresholds in the better ear correspond to bilateral threshold shifts, it is likely a more stringent criteria than using the worse ear that includes unilateral as well as bilateral hearing threshold shifts. It is possible that a larger subgroup could detect a statistically significant association for threshold shifts at high-frequencies.</p>
<p>The exact mechanisms by which obesity may modulate the relationship between SHS exposure and hearing loss have yet to be determined. It has been proposed that SHS exposure and obesity may exert a synergistic negative effect on hearing through shared biochemical pathways involving atherosclerosis, oxidative stress, and inflammation [<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>]. For instance, decreased blood flow in the cochlear region may damage the stria vascularis and impair cochlear function [<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>]. Given the relatively large magnitude and near-significance of threshold shifts at high-frequencies, it would be premature to suggest a specific biophysical pathway favoring low-frequency over high-frequency threshold shifts.</p>
<p>The β coefficient indicates that for each unit increase in ln cotinine level, low-frequency hearing threshold increases by 0.47 dB. Y.-Y. Lin et al. reported lower β coefficients than those in our study but did not comment on the clinical significance of their findings [<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>]. Comparing effect sizes between studies is further complicated by differences in analytical techniques, as Y.-Y. Lin et al. categorize serum cotinine into tertiles rather than treating it as continuous [<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>]. Given that a hearing threshold shift of at least 10 dB is considered “significant” hearing loss [<xref ref-type="bibr" rid="pone.0331105.ref035">35</xref>], this association may be statistically but not clinically significant. However, the real-world clinical significance of this association may depend on other factors like the duration of persistently elevated cotinine levels in an individual, which would require a longitudinal assessment.</p>
<p>SHS exposure was associated with a small, but statistically greater degree of overall hearing loss (Odds Ratio: 1.17, 95% Confidence Interval: 1.06–1.29). The magnitude of this odds ratio is comparable to the odds ratios reported by Fabry et al., which range from 1.08 to 1.40 depending on the hearing frequencies and populations (“never smokers” or former smokers) considered [<xref ref-type="bibr" rid="pone.0331105.ref008">8</xref>]. The results also suggest a dose-response relationship between SHS exposure and hearing loss, as evidenced in prior studies [<xref ref-type="bibr" rid="pone.0331105.ref004">4</xref>,<xref ref-type="bibr" rid="pone.0331105.ref007">7</xref>,<xref ref-type="bibr" rid="pone.0331105.ref011">11</xref>]. The odds ratio of hearing loss was over 1.2 at a cotinine level of 3.5 ng/ml and over 1.4 at a cotinine level of 9.5 ng/ml. The odds ratio increased most quickly between cotinine levels of 0.011 ng/ml to roughly 1 ng/ml, after which it continued to show a steady, albeit less steep, rise with increasing cotinine level. Baltar et al. reported that every hour of SHS exposure per day is associated with a 0.45 ng/ml increase in serum cotinine levels [<xref ref-type="bibr" rid="pone.0331105.ref024">24</xref>]. A crude estimation assuming a baseline serum cotinine level at the LLOD of 0.015 ng/ml and 5 hours of SHS exposure a day results in a serum cotinine level of 2.265 ng/ml and a corresponding odds ratio of hearing loss below 1.15 per our study. While this is reassuring for those exposed to SHS for limited periods of time, it should be noted that this calculation does not account for important factors such as proximity to SHS exposure, overall number of days of SHS exposure, and variations in baseline serum cotinine level.</p>
<p>Subgroup size limitations combined with the nature of NHANES data sampling precluded stratification by BMI in this logistic regression model. The potentiating nature of obesity on the association between SHS exposure and hearing threshold suggests the same influence may exist when analyzing SHS exposure and clinical hearing loss. Still, neither Fabry et al. nor our study could draw an affirmative conclusion on how much of the association between SHS exposure and clinical hearing loss is driven by a potentiating effect of obesity [<xref ref-type="bibr" rid="pone.0331105.ref008">8</xref>].</p>
<p>Younger age and being female were consistently associated with lower hearing thresholds and decreased odds of hearing loss, which is strongly supported by existing literature [<xref ref-type="bibr" rid="pone.0331105.ref036">36</xref>–<xref ref-type="bibr" rid="pone.0331105.ref040">40</xref>]. The low number of Black individuals with hearing loss relative to other races is consistent with literature showing Black race is “substantially protective against hearing loss.” [<xref ref-type="bibr" rid="pone.0331105.ref039">39</xref>] Indeed, Black race was a statistically significant negative predictor of hearing thresholds and hearing loss in our models.</p>
<p>BMI was not significantly associated with hearing loss severity in this analysis. While there is evidence for the independent association of BMI with hearing thresholds, some studies have not found a significant association [<xref ref-type="bibr" rid="pone.0331105.ref041">41</xref>,<xref ref-type="bibr" rid="pone.0331105.ref042">42</xref>]. One explanation is that Fat Mass Index (FMI), rather than BMI, may be a better indicator of metabolic dysfunction that can contribute to hearing loss [<xref ref-type="bibr" rid="pone.0331105.ref041">41</xref>]. Future studies should include FMI in addition to BMI as a measure. The pathologic mechanisms by which obesity may damage hearing are mainly vascular in nature [<xref ref-type="bibr" rid="pone.0331105.ref041">41</xref>]. One narrative review asserts that the much of the relationship between obesity and hearing loss is likely due to comorbidities of obesity like cardiovascular disease and diabetes [<xref ref-type="bibr" rid="pone.0331105.ref043">43</xref>]. Participants with these comorbidities were excluded from our study population, perhaps explaining the lack of significant association between BMI and hearing loss. Indeed, more research is needed on the link between obesity and hearing loss in patients without overt and detectable medical comorbidities.</p>
<p>Interestingly, there was no association between loud noise exposure and hearing loss despite an abundance of evidence demonstrating the existence of a strong relationship [<xref ref-type="bibr" rid="pone.0331105.ref044">44</xref>,<xref ref-type="bibr" rid="pone.0331105.ref045">45</xref>]. However, this is consistent with previous studies with the NHANES dataset that also lack this association for most populations assessed [<xref ref-type="bibr" rid="pone.0331105.ref008">8</xref>,<xref ref-type="bibr" rid="pone.0331105.ref026">26</xref>]. A likely explanation is that loud noise exposure was self-reported and therefore under-reported [<xref ref-type="bibr" rid="pone.0331105.ref026">26</xref>].</p>
<p>There are important limitations to this study. Because of the cross-sectional nature of this study, causative conclusions cannot be made. Although cotinine is a well-established biomarker for SHS exposure, the relatively short half-life of cotinine may underestimate cumulative SHS exposure, especially if the individual uses tobacco intermittently. This study categorized smoking status based on CDC definitions, and other categorization methods could offer different results. Furthermore, given the complicated and multifactorial nature of obesity, it is possible that obese patients have predisposing conditions related to hearing loss that were not explicitly measured. Medical history and loud noise exposure were self-reported and may be subject to recall bias. While sensorineural hearing loss was inferred by normal otoscopy and tympanometry, more rigorous evaluation would be needed to ascertain the type of hearing loss with full certainty. Results may not be generalizable to individuals outside of the U.S. Future research should also analyze potential differences between Never and Former smokers, which was infeasible in this study due to limitations related to sample size. Avenues for further research also include measuring other unmeasured covariates like head trauma, educational level, and other medical comorbidities that were unable to be included due to previously mentioned sample size constraints. The strengths of this study include providing further and more recent evidence for the association between SHS and hearing loss utilizing thresholds that align with the updated WHO guidelines. It analyzes hearing thresholds and hearing loss in a single data set with consistent analytical techniques, serving as a bridge between previous studies while including covariates not assessed prior. It also considers the better ear for more stringent analyses.</p>
</sec>
<sec id="sec018" sec-type="conclusions">
<title>Conclusion</title>
<p>This study builds on existing literature by supporting associations between SHS and hearing loss, finding several but not uniform effects. While the increases in hearing thresholds and odds of hearing loss are statistically significant, effect sizes appear to be relatively low and may not reach the threshold of clinical significance. Further research is needed to fully characterize the connection between obesity, SHS exposure, and hearing loss as well as determine the clinical significance of this relationship.</p>
</sec>
</body>
<back>
<ref-list>
<title>References</title>
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