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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2025.1600818</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Associations of depressive symptoms, social engagement and support, and lifestyle behaviors among non-Hispanic black and Hispanic men with chronic conditions in the United States</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Park</surname> <given-names>Jeong-Hui</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2410153/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Bergeron</surname> <given-names>Caroline D.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/83511/overview"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Ness</surname> <given-names>Michael</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Sherman</surname> <given-names>Ledric D.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1220925/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Merianos</surname> <given-names>Ashley L.</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Yoo-Jeong</surname> <given-names>Moka</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2843984/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Cisneros Franco</surname> <given-names>Cynthia L.</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Tomar</surname> <given-names>Aditi</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Boolani</surname> <given-names>Ali</given-names></name>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
<xref ref-type="aff" rid="aff9"><sup>9</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kew</surname> <given-names>Chung Lin</given-names></name>
<xref ref-type="aff" rid="aff10"><sup>10</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Oloruntoba</surname> <given-names>Oluyomi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/952631/overview"/>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Smith</surname> <given-names>Matthew Lee</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff10"><sup>10</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/95617/overview"/>
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</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Health Behavior, School of Public Health, Texas A&#x0026;M University</institution>, <addr-line>College Station, TX</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Center for Health Equity and Evaluation Research, Texas A&#x0026;M University</institution>, <addr-line>College Station, TX</addr-line>, <country>United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>LIFE Research Institute, University of Ottawa</institution>, <addr-line>Ottawa, ON</addr-line>, <country>Canada</country></aff>
<aff id="aff4"><sup>4</sup><institution>School of Human Services, University of Cincinnati</institution>, <addr-line>Cincinnati, OH</addr-line>, <country>United States</country></aff>
<aff id="aff5"><sup>5</sup><institution>School of Nursing, Bouv&#x00E9; College of Health Sciences, Northeastern University</institution>, <addr-line>Boston, MA</addr-line>, <country>United States</country></aff>
<aff id="aff6"><sup>6</sup><institution>Department of Sociology, College of Arts and Sciences, Texas A&#x0026;M University</institution>, <addr-line>College Station, TX</addr-line>, <country>United States</country></aff>
<aff id="aff7"><sup>7</sup><institution>Department of Health Behavior, Gillings School of Global Public Health, University of North Carolina</institution>, <addr-line>Chapel Hill, NC</addr-line>, <country>United States</country></aff>
<aff id="aff8"><sup>8</sup><institution>Human Performance and Nutrition Research Institute, Oklahoma State University</institution>, <addr-line>Stillwater, OK</addr-line>, <country>United States</country></aff>
<aff id="aff9"><sup>9</sup><institution>Department of Physiology and Pharmacology, Center for Health Sciences, Oklahoma State University</institution>, <addr-line>Tulsa, OK</addr-line>, <country>United States</country></aff>
<aff id="aff10"><sup>10</sup><institution>Center for Community Health and Aging, Texas A&#x0026;M University</institution>, <addr-line>College Station, TX</addr-line>, <country>United States</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Yibo Wu, Peking University, China</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Klaus Baumann, University of Freiburg, Germany</p>
<p>Isain Zapata, Rocky Vista University, United States</p>
<p>Derong Huang, Sun Yat-sen Memorial Hospital, China</p>
<p>Saeheon Jang, BongSeng Memorial Hospital, Republic of Korea</p></fn>
<corresp id="c001">&#x002A;Correspondence: Matthew Lee Smith, <email>matthew.smith@tamu.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>16</day>
<month>06</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1600818</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>03</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>06</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Park, Bergeron, Ness, Sherman, Merianos, Yoo-Jeong, Cisneros Franco, Tomar, Boolani, Kew, Oloruntoba and Smith.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Park, Bergeron, Ness, Sherman, Merianos, Yoo-Jeong, Cisneros Franco, Tomar, Boolani, Kew, Oloruntoba and Smith</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>Introduction</title>
<p>Self-management of depressive symptoms is influenced by co-morbidity, social support, and health-related behaviors. Men are less likely to discuss depressive moods and seek healthcare. This study examines factors associated with depressive symptoms among non-Hispanic Black and Hispanic men ages &#x2265;40 years with &#x2265;1 chronic condition in the U. S.</p>
</sec>
<sec>
<title>Methods</title>
<p>Data from 1,907 non-Hispanic Black (<italic>n</italic>&#x202F;=&#x202F;1,117) and Hispanic (<italic>n</italic>&#x202F;=&#x202F;790) males with chronic conditions were analyzed using logistic regression to assess depressive symptoms, identified as a Patient Health Questionnaire-2 score &#x2265;3. One model was fitted for all men, then separate models were fitted for non-Hispanic Black and Hispanic men, respectively. The models adjusted for sociodemographic, disease characteristics, health status, social engagement and support, and lifestyle behaviors.</p>
</sec>
<sec>
<title>Results</title>
<p>In the full model, Hispanic men (OR&#x202F;=&#x202F;1.39, <italic>p</italic>&#x202F;=&#x202F;0.017) and those taking more medications (OR&#x202F;=&#x202F;1.10, <italic>p</italic>&#x202F;=&#x202F;0.010) were more likely to have depressive symptoms. Social disconnection (OR&#x202F;=&#x202F;1.65, <italic>p</italic> &#x003C;&#x202F;0.001), reliance on others for health management (OR&#x202F;=&#x202F;1.04, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), limited activity due to health (OR = 3.15, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), self-care barriers (OR&#x202F;=&#x202F;1.16, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), healthcare frustration (OR&#x202F;=&#x202F;1.13, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), prolonged sitting (OR&#x202F;=&#x202F;1.01, <italic>p</italic>&#x202F;=&#x202F;0.030), and tobacco use (OR&#x202F;=&#x202F;1.56, <italic>p</italic>&#x202F;=&#x202F;0.002) increased likelihood of depressive symptoms. Common and unique factors associated with depressive symptoms were identified in models for non-Hispanic Black and Hispanic men, respectively.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Findings highlight the dynamic interplay between depressive symptoms, social engagement, and lifestyle behaviors among non-Hispanic Black and Hispanic men with complex disease profiles. Efforts are needed to address depressive symptomatology through self-managing conditions, strengthening supportive networks, and alleviating burdens associated with healthcare interactions.</p>
</sec>
</abstract>
<kwd-group>
<kwd>depression</kwd>
<kwd>depressive symptoms</kwd>
<kwd>social engagement</kwd>
<kwd>chronic conditions</kwd>
<kwd>social support</kwd>
<kwd>Hispanic men</kwd>
<kwd>Black men</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="126"/>
<page-count count="13"/>
<word-count count="11229"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Public Mental Health</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Depression is a widespread chronic condition affecting approximately 10 million Americans annually (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref2">2</xref>). Non-Hispanic Black and Hispanic individuals tend to experience more severe, prolonged, and debilitating episodes of depression compared to non-Hispanic White individuals (<xref ref-type="bibr" rid="ref3">3</xref>&#x2013;<xref ref-type="bibr" rid="ref8">8</xref>). Several factors may explain this disparity, such as socioeconomic status (e.g., higher rates of poverty, lower rates of health insurance coverage) (<xref ref-type="bibr" rid="ref9">9</xref>), discrimination (<xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref11">11</xref>), and inequitable access and use of mental health care services (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref12">12</xref>). Non-Hispanic Black and Hispanic individuals were also disproportionately affected by depression during the COVID-19 pandemic (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref14">14</xref>).</p>
<p>The prevalence and presentation of depressive symptoms differ by sex (<xref ref-type="bibr" rid="ref14">14</xref>&#x2013;<xref ref-type="bibr" rid="ref16">16</xref>), age (<xref ref-type="bibr" rid="ref17">17</xref>&#x2013;<xref ref-type="bibr" rid="ref19">19</xref>), and self-reported physical and mental health status (<xref ref-type="bibr" rid="ref20">20</xref>&#x2013;<xref ref-type="bibr" rid="ref23">23</xref>). Women tend to report more classic depressive symptoms, such as depressed mood, more frequently and intensely than men (<xref ref-type="bibr" rid="ref24">24</xref>). In contrast, men with depression are more likely to exhibit behaviors such as risk-taking, poor impulse control, and substance misuse (<xref ref-type="bibr" rid="ref25">25</xref>). Although women have higher overall rates of depression (<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref26">26</xref>), men are more often underdiagnosed (<xref ref-type="bibr" rid="ref27">27</xref>&#x2013;<xref ref-type="bibr" rid="ref30">30</xref>) and undertreated (<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref30">30</xref>). This underdiagnosis and lack of treatment among men can lead to a higher recurrence of depression (<xref ref-type="bibr" rid="ref31">31</xref>) and an increased risk of suicide attempts and completion (<xref ref-type="bibr" rid="ref31">31</xref>&#x2013;<xref ref-type="bibr" rid="ref34">34</xref>).</p>
<p>Men with chronic conditions are at a heightened risk for depression, particularly when they have multiple chronic conditions (<xref ref-type="bibr" rid="ref35">35</xref>&#x2013;<xref ref-type="bibr" rid="ref39">39</xref>). Lifestyle choices such as physical activity or alcohol consumption can either exacerbate or mitigate the risks associated with both depression and chronic conditions (<xref ref-type="bibr" rid="ref40">40</xref>&#x2013;<xref ref-type="bibr" rid="ref43">43</xref>). Other factors, such as social engagement and support (<xref ref-type="bibr" rid="ref44">44</xref>, <xref ref-type="bibr" rid="ref45">45</xref>), may also play a key role in men&#x2019;s self-management of depressive symptomatology. Social support is a well-known protective factor to mental health conditions and studies consistently demonstrate a robust link between social support and depressive symptoms in chronically ill individuals, either directly or indirectly through self-management behaviors (<xref ref-type="bibr" rid="ref46">46</xref>, <xref ref-type="bibr" rid="ref47">47</xref>).</p>
<p>Despite the existing literature, less is known about depressive symptoms among non-Hispanic Black and Hispanic men with chronic conditions, subgroups who may face significant disparities in mental health. Given the multifaceted nature of depressive symptomatology management, this study aims to investigate the prevalence of self-reported depression and explore associated factors within a national sample of non-Hispanic Black and Hispanic men aged 40&#x202F;years and older with one or more chronic conditions in the United States.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Participants and procedures</title>
<p>This study utilized a web-based panel survey, a method commonly employed by researchers to reach populations that are hard to access due to high costs and low response rates (<xref ref-type="bibr" rid="ref48">48</xref>). Specifically, the parent study was conducted through an online survey managed by the Qualtrics panel, with participants completing the questionnaire via the internet. The Qualtrics panel, an opt-in survey platform, is well-suited for studies targeting hard-to-reach populations, providing access to a pre-identified pool of participants who meet specific research criteria. The parent study aimed to explore the relationships between health status, preventive health behaviors, and healthcare utilization among non-Hispanic Black and Hispanic men aged 40&#x202F;years and older (<xref ref-type="bibr" rid="ref49">49</xref>). Therefore, using the Qualtrics panel was particularly suited to the target population, as African American and Hispanic men have historically shown lower responsiveness to health-related research participation requests (<xref ref-type="bibr" rid="ref50">50</xref>). The questionnaire, consisting of validated scales from previous research, underwent a thorough review by external experts in the field who were not involved in the research team. Based on their feedback, the survey instrument was refined, with careful consideration given to the inclusion or exclusion of specific items, along with additional explanations for the verified scales (<xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref51">51</xref>&#x2013;<xref ref-type="bibr" rid="ref55">55</xref>). Potential participants were required to acknowledge the information sheet by clicking &#x201C;I agree&#x201D; before participating in the questionnaire and participants who consented to the study completed a 105-item survey focused on health and health-related outcomes, including aspects of self-management and control (<xref ref-type="bibr" rid="ref56">56</xref>&#x2013;<xref ref-type="bibr" rid="ref58">58</xref>).</p>
<p>Recruitment efforts were conducted between September and October 2019, resulting in a total of 2,028 eligible men completing the survey instrument. Of these, 46 cases were omitted due to men self-reporting they were both non-Hispanic Black and Hispanic (i.e., too small of a subgroup for meaningful comparison). Additional cases were excluded for missing body mass index (BMI) data (<italic>n</italic>&#x202F;=&#x202F;51) and the small proportion of men reporting being underweight (<italic>n</italic>&#x202F;=&#x202F;24). Subsequently, the final analytical sample consisted of 1,907 non-Hispanic Black and Hispanic men aged 40&#x202F;years and older with one or more chronic conditions. <xref ref-type="fig" rid="fig1">Figure 1</xref> displays a flow diagram for the analytic sample used in this study. This study adheres to the Declaration of Helsinki involving human subjects. Institutional Review Board approval for this study was obtained from Texas A&#x0026;M University (#2018&#x2013;1,684).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Flow diagram of participant selection.</p></caption>
<graphic xlink:href="fpubh-13-1600818-g001.tif"/>
</fig>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Measures</title>
<sec id="sec5">
<label>2.2.1</label>
<title>Dependent variable</title>
<p>The dependent variable in this study was self-reported depressive symptoms, assessed using the Patient Health Questionnaire-2 (PHQ-2). The PHQ-2 consists of two questions regarding feelings of depression and interest in usual activities over the past 2 weeks (<xref ref-type="bibr" rid="ref59">59</xref>, <xref ref-type="bibr" rid="ref60">60</xref>). Each item is rated on a 4-point Likert scale, ranging from &#x201C;not at all&#x201D; to &#x201C;nearly every day.&#x201D; Scores for the PHQ-2 range from 0 to 6 when summed. The recommended cut-point of 3 was utilized to distinguish between individuals with no depressive symptoms (scores 0&#x2013;2) and those with depressive symptoms (scores 3&#x2013;6) (<xref ref-type="bibr" rid="ref59">59</xref>). No approvals or permissions are required to utilize this tool.</p>
</sec>
<sec id="sec6">
<label>2.2.2</label>
<title>Chronic disease profile and health indicators</title>
<p>Chronic conditions were assessed using a comprehensive self-reported checklist encompassing 15 chronic health conditions, which included: (1) asthma/emphysema/chronic breathing or lung problem; (2) arthritis/rheumatic disease; (3) cancer or cancer survivor; (4) chronic pain; (5) diabetes; (6) heart disease; (7) high cholesterol; (8) hypertension, (9) kidney disease; (10) osteoporosis; (11) obstructive sleep apnea; (12) stroke; (13) thyroid problem; (14) urinary incontinence; and (15) another chronic condition not listed. Participants were asked to indicate the conditions that applied to them from the provided list. Endorsed items were aggregated to derive a composite score reflecting the total number of chronic conditions experienced by each participant, with scores ranging from 1 to 16. Additionally, participants reported the daily number of different medications taken, with responses ranging from 0 to 6 or more. BMI was computed using participants&#x2019; self-reported height and weight, and subsequently categorized as normal weight, overweight, or obese.</p>
<p>Quality of life was measured using the instrument from the National Study of the Chronic Disease Self-Management Program (<xref ref-type="bibr" rid="ref61">61</xref>, <xref ref-type="bibr" rid="ref62">62</xref>). It was evaluated using a rating scale ranging from 0 (indicating the worst possible quality of life) to 10 (indicating the best possible quality of life). Using items from the CDC Health-Related Quality of Life instrument, participants also reported the number of days of unhealthy physical health experienced in the past 30&#x202F;day (<xref ref-type="bibr" rid="ref63">63</xref>). This variable was dichotomized to distinguish between those experiencing frequent physical distress (14 or more days) and those experiencing no frequent distress (0 to 13&#x202F;days). Similarly, participants reported the number of days during the past 30&#x202F;days when poor physical or mental health prevented them from engaging in their usual activities. This variable was dichotomized to identify frequent activity limitations (14 or more days) and no frequent limitations (0 to 13&#x202F;days).</p>
</sec>
<sec id="sec7">
<label>2.2.3</label>
<title>Lifestyle behaviors</title>
<p>Lifestyle behaviors examined were sedentary behavior (hours spent sitting per week), tobacco use, and alcohol consumption. These factors were selected because lifestyle behaviors are known modifiable risk factors that contribute to both chronic physical and mental health conditions (<xref ref-type="bibr" rid="ref40">40</xref>, <xref ref-type="bibr" rid="ref42">42</xref>). Sedentary behavior was considered because prolonged sitting time has been consistently associated with adverse mental health outcomes, such as increased depressive symptoms, likely mediated by decreased physical activity levels and resultant declines in physical health and mental well-being (<xref ref-type="bibr" rid="ref64">64</xref>, <xref ref-type="bibr" rid="ref65">65</xref>). The inclusion of tobacco and alcohol use was supported by literature linking substance use behaviors to increased risk for depressive symptoms and poor chronic disease management (<xref ref-type="bibr" rid="ref66">66</xref>, <xref ref-type="bibr" rid="ref67">67</xref>).</p>
<p>In this study, participants&#x2019; weekly sitting time, smoking behavior in the past 30&#x202F;days, and weekly alcohol consumption were evaluated as health behavioral factors. These factors were measured using the Behavioral Risk Factor Surveillance System (BRFSS) questionnaire (<xref ref-type="bibr" rid="ref68">68</xref>), which is specifically designed to collect data on behavioral risk factors linked to the most common health conditions in the United States. Participants reported the approximate number of hours spent sitting per week. They also indicated whether they had used any tobacco products in the past 30&#x202F;days, with responses treated as dichotomous (no or yes). Additionally, participants reported the number of alcoholic beverages consumed per week. Due to skewed responses, this variable was dichotomized to differentiate between those who consumed any alcohol weekly and those who did not.</p>
</sec>
<sec id="sec8">
<label>2.2.4</label>
<title>Perceptions about self-care barriers and healthcare frustrations</title>
<p>The Self-Care Barriers Scale comprises five items designed to assess participants&#x2019; agreement or disagreement using a 4-point scale (<xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref69">69</xref>, <xref ref-type="bibr" rid="ref70">70</xref>). Items include the need for assistance in learning how to improve health management, financial constraints hindering health-related actions, desires to adopt healthier behaviors but feeling incapable, and challenges associated with managing multiple health conditions. Responses ranged from strongly disagree to strongly agree, with scores ranging from 5 to 20 indicating the extent of perceived barriers (<xref ref-type="bibr" rid="ref52">52</xref>), where higher scores correspond to greater barriers. The internal consistency of this scale within the current sample was good (Cronbach&#x2019;s <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.844) (<xref ref-type="bibr" rid="ref69">69</xref>).</p>
<p>The Healthcare Frustrations Scale consisted of 6 items that assessed participants&#x2019; frustrations with various aspects of their medical experience, using a 3-point Likert scale ranging from &#x201C;never&#x201D; (scored 1) to &#x201C;frequently&#x201D; (scored 3) (<xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref69">69</xref>, <xref ref-type="bibr" rid="ref70">70</xref>). The specific items measured frustrations related to feelings of repetitiveness in describing health conditions, confusion after healthcare appointments, desires for more doctor-patient interaction time, feelings of isolation in health management, perceptions of healthcare provider understanding, and wishes for accompaniment to medical visits by friends or family members. Participants&#x2019; responses to these 6 items were summed into a total score, with possible values ranging from 6 to 18. Higher scores indicate greater healthcare frustrations (<xref ref-type="bibr" rid="ref71">71</xref>). The Cronbach&#x2019;s alpha scale value was also good for the current sample (<italic>&#x03B1;</italic>&#x202F;=&#x202F;0.854).</p>
</sec>
<sec id="sec9">
<label>2.2.5</label>
<title>Social engagement and support variables</title>
<p>Variables within this category included reliance on others for health management and social disconnectedness. The inclusion of these measures aligns with the Social Support Theory (<xref ref-type="bibr" rid="ref72">72</xref>), which suggests that perceived availability and adequacy of support networks significantly influence mental health outcomes, including depression. The extent to which participants received necessary health-related assistance and support, as well as their reliance on such support networks, was evaluated using a 5-point scale ranging from never (0) to always (4) (<xref ref-type="bibr" rid="ref52">52</xref>, <xref ref-type="bibr" rid="ref69">69</xref>, <xref ref-type="bibr" rid="ref70">70</xref>). To address the skewed distribution of responses, these were divided into categories of never/rarely/occasionally versus frequently/always. Reliance on ongoing assistance and support for health improvement and management was assessed across various sources, including spouses or partners, friends or relatives, individuals with similar health conditions, co-workers, healthcare professionals, faith-based organizations, community groups or clubs, and the Internet (<xref ref-type="bibr" rid="ref69">69</xref>, <xref ref-type="bibr" rid="ref70">70</xref>). The internal consistency of this assessment tool, as measured by Cronbach&#x2019;s alpha coefficient, was deemed good at 0.837.</p>
<p>The Brief Upstream Social Interaction Risk Score (U-SIRS-4) is a concise 4-item measure designed to evaluate an individual&#x2019;s perception of social disconnectedness (<xref ref-type="bibr" rid="ref73">73</xref>). Items assess feelings such as isolation from others, the ability to find companionship when desired, missing the presence of people, and participation in community groups or organizations within the past week. Response options for each item were binary, with choices of &#x201C;no&#x201D; and &#x201C;yes,&#x201D; which were subsequently coded as &#x201C;no risk&#x201D; (scored 0) and &#x201C;risk&#x201D; (scored 1) based on the directionality of each item (<xref ref-type="bibr" rid="ref73">73</xref>). Scores were summed to generate a count variable (ranging from 0 to 4), with higher scores indicative of increased social disconnectedness (<xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref63">63</xref>, <xref ref-type="bibr" rid="ref73">73</xref>).</p>
</sec>
<sec id="sec10">
<label>2.2.6</label>
<title>Sociodemographics</title>
<p>Sociodemographic variables encompassed several key measures, including age, race/ethnicity (categorized as non-Hispanic Black or Hispanic), educational attainment (classified as &#x2264;high school graduate, some college/2-year degree, or &#x2265;4-year degree), partner status (distinguished between those married or partnered and those never married, divorced, separated, or widowed), employment status (categorized as employed, not employed, retired, or disabled), the number of individuals residing in the household (inclusive of oneself), annual household income level (reported in approximate $10,000 USD increments), and residential rurality status (classified as metro or non-metro).</p>
</sec>
</sec>
<sec id="sec11">
<label>2.3</label>
<title>Statistical analysis</title>
<p>All statistical analyses were conducted using SPSS version 28. Descriptive statistics were computed for all variables of interest and compared across categories of self-reported depression. Chi-square tests were employed for categorical variables, while independent sample t-tests were utilized for continuous and count variables. Additionally, a descriptive subset analysis was conducted among the 458 men who reported depressive symptoms to characterize if anyone in their household utilized mental health services and their perceived access to mental health services.</p>
<p>Given the dichotomous nature of depressive symptoms, the dependent variable, logistic regression models were fitted. Three models were fitted to examine factors associated with depressive symptoms: (a) all men (<italic>n</italic>&#x202F;=&#x202F;1,907); (b) non-Hispanic Black men only (<italic>n</italic>&#x202F;=&#x202F;1,117); and (c) Hispanic men only (<italic>n</italic>&#x202F;=&#x202F;790). Model selection for all three models was guided by stepwise regression, employing backward elimination of non-significant predictor variables. Initially, all independent variables were included in the model (i.e., sociodemographics, disease profile and health indicators, lifestyle behaviors, perceptions about self-care barriers and healthcare frustrations, and social engagement and support). Variables that did not significantly contribute to the model (using a <italic>p</italic>-value threshold of <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) were sequentially removed at each iteration (<xref ref-type="bibr" rid="ref74">74</xref>). The final iteration retained only variables significantly associated with depressive symptoms (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), providing the best fit as indicated by the likelihood ratio test. For all men, the final model was determined after 10 iterations, yielding a Nagelkerke R Square value of 0.440. For non-Hispanic Black men only, the final model was determined after 12 iterations, yielding a Nagelkerke R Square value of 0.430. For Hispanic men only, the final model was determined after 13 iterations, yielding a Nagelkerke R Square value of 0.465. Statistical significance for all analyses was set at <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05.</p>
</sec>
</sec>
<sec sec-type="results" id="sec12">
<label>3</label>
<title>Results</title>
<p><xref ref-type="table" rid="tab1">Table 1</xref> contains sample characteristics compared by self-reported depressive symptom status. Of the men in this study, 24.0% self-reported depressive symptoms. On average, participants were aged 56.72 (&#x00B1;10.03) years. Most men (58.6%) were non-Hispanic Black, had more than a high school education (79.4%), not partnered (52.1%), and lived in urban areas (93.6%). On average, men lived in households with 2.60 (&#x00B1;1.64) people and had annual household incomes of approximately $60,000 (&#x00B1;$33,800). Over 48% of men were employed, with 29.6% being retired, 14.3% disabled, and 8% unemployed or a student. On average, men self-reported 3.53 (&#x00B1;2.56) chronic conditions and taking 3.39 (&#x00B1;2.02) medication daily. About 43% of men were obese and another 35.4% were overweight. Over 35% of participants used tobacco in the past 30&#x202F;days, 60.9% consumed alcohol in a typical week, and 57.5% reported getting the help/support they needed to manage their health problems.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>Sample characteristics.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="center" valign="top">Total (<italic>n</italic> =&#x202F;1,907)</th>
<th align="center" valign="top">No depression (<italic>n</italic> =&#x202F;1,449)</th>
<th align="center" valign="top">Depression (<italic>n</italic> =&#x202F;458)</th>
<th align="center" valign="top">&#x03C7;<sup>2</sup> or t</th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Patient Health Questionnaire (PHQ-2) (0 to 6)</td>
<td align="center" valign="middle">1.55 (&#x00B1;1.80)</td>
<td align="center" valign="middle">0.69 (&#x00B1;0.85)</td>
<td align="center" valign="middle">4.29 (&#x00B1;1.13)</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
</tr>
<tr>
<td align="left" valign="bottom">Race and Ethnicity</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">10.85</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">Non-Hispanic Black</td>
<td align="center" valign="middle">58.6%</td>
<td align="center" valign="middle">60.7%</td>
<td align="center" valign="middle">52.0%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Hispanic</td>
<td align="center" valign="middle">41.4%</td>
<td align="center" valign="middle">39.3%</td>
<td align="center" valign="middle">48.0%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Age</td>
<td align="center" valign="middle">56.72 (&#x00B1;10.03)</td>
<td align="center" valign="middle">58.16 (&#x00B1;9.93)</td>
<td align="center" valign="middle">52.15 (&#x00B1;8.93)</td>
<td align="center" valign="middle">12.21</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">Education level</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">14.43</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">High School or Less</td>
<td align="center" valign="middle">20.6%</td>
<td align="center" valign="middle">19.0%</td>
<td align="center" valign="middle">25.3%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Some college or 2-Year degree</td>
<td align="center" valign="middle">42.9%</td>
<td align="center" valign="middle">42.3%</td>
<td align="center" valign="middle">44.8%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">4-year college or more</td>
<td align="center" valign="middle">36.5%</td>
<td align="center" valign="middle">38.6%</td>
<td align="center" valign="middle">29.9%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Partner status</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">5.32</td>
<td align="center" valign="middle">0.021</td>
</tr>
<tr>
<td align="left" valign="bottom">Married/Partnered</td>
<td align="center" valign="middle">47.9%</td>
<td align="center" valign="middle">46.4%</td>
<td align="center" valign="middle">52.6%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Unmarried/separated/divorced/widowed</td>
<td align="center" valign="middle">52.1%</td>
<td align="center" valign="middle">53.6%</td>
<td align="center" valign="middle">47.4%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Employment status</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">98.27</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">Employed</td>
<td align="center" valign="middle">48.1%</td>
<td align="center" valign="middle">47.6%</td>
<td align="center" valign="middle">49.6%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Retired</td>
<td align="center" valign="middle">29.6%</td>
<td align="center" valign="middle">34.4%</td>
<td align="center" valign="middle">14.6%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Disabled</td>
<td align="center" valign="middle">14.3%</td>
<td align="center" valign="middle">11.0%</td>
<td align="center" valign="middle">24.5%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Unemployed/student</td>
<td align="center" valign="middle">8.0%</td>
<td align="center" valign="middle">7.0%</td>
<td align="center" valign="middle">11.4%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Number of persons in household (including self)</td>
<td align="center" valign="middle">2.60 (&#x00B1;1.64)</td>
<td align="center" valign="middle">2.47 (&#x00B1;1.46)</td>
<td align="center" valign="middle">2.98 (&#x00B1;2.05)</td>
<td align="center" valign="middle">&#x2212;4.94</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">Annual household income (~$10,000 increments)</td>
<td align="center" valign="middle">6.02 (&#x00B1;3.38)</td>
<td align="center" valign="middle">6.27 (&#x00B1;3.43)</td>
<td align="center" valign="middle">5.25 (&#x00B1;3.10)</td>
<td align="center" valign="middle">5.98</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">Residential rurality</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.66</td>
<td align="center" valign="middle">0.418</td>
</tr>
<tr>
<td align="left" valign="bottom">Urban</td>
<td align="center" valign="middle">93.6%</td>
<td align="center" valign="middle">93.9%</td>
<td align="center" valign="middle">92.8%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Rural</td>
<td align="center" valign="middle">6.4%</td>
<td align="center" valign="middle">6.1%</td>
<td align="center" valign="middle">7.2%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Number of chronic conditions (0 to 15)</td>
<td align="center" valign="middle">3.53 (&#x00B1;2.56)</td>
<td align="center" valign="middle">3.42 (&#x00B1;2.54)</td>
<td align="center" valign="middle">3.87 (&#x00B1;2.59)</td>
<td align="center" valign="middle">&#x2212;3.30</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">Asthma/emphysema/other chronic lung problem</td>
<td align="center" valign="middle">18.8%</td>
<td align="center" valign="middle">16.8%</td>
<td align="center" valign="middle">24.9%</td>
<td align="center" valign="middle">14.80</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">Arthritis/rheumatic disease</td>
<td align="center" valign="middle">29.9%</td>
<td align="center" valign="middle">28.6%</td>
<td align="center" valign="middle">34.1%</td>
<td align="center" valign="middle">5.01</td>
<td align="center" valign="middle">0.025</td>
</tr>
<tr>
<td align="left" valign="bottom">Cancer or cancer survivor</td>
<td align="center" valign="middle">14.0%</td>
<td align="center" valign="middle">15.2%</td>
<td align="center" valign="middle">10.3%</td>
<td align="center" valign="middle">7.00</td>
<td align="center" valign="middle">0.008</td>
</tr>
<tr>
<td align="left" valign="bottom">Chronic pain</td>
<td align="center" valign="middle">36.2%</td>
<td align="center" valign="middle">31.3%</td>
<td align="center" valign="middle">51.7%</td>
<td align="center" valign="middle">63.24</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">Diabetes</td>
<td align="center" valign="middle">37.8%</td>
<td align="center" valign="middle">38.2%</td>
<td align="center" valign="middle">36.5%</td>
<td align="center" valign="middle">0.46</td>
<td align="center" valign="middle">0.496</td>
</tr>
<tr>
<td align="left" valign="bottom">Heart disease</td>
<td align="center" valign="middle">13.0%</td>
<td align="center" valign="middle">13.2%</td>
<td align="center" valign="middle">12.2%</td>
<td align="center" valign="middle">0.28</td>
<td align="center" valign="middle">0.596</td>
</tr>
<tr>
<td align="left" valign="bottom">High cholesterol</td>
<td align="center" valign="middle">45.6%</td>
<td align="center" valign="middle">45.8%</td>
<td align="center" valign="middle">44.8%</td>
<td align="center" valign="middle">0.16</td>
<td align="center" valign="middle">0.690</td>
</tr>
<tr>
<td align="left" valign="bottom">Hypertension</td>
<td align="center" valign="middle">56.0%</td>
<td align="center" valign="middle">56.9%</td>
<td align="center" valign="middle">53.1%</td>
<td align="center" valign="middle">2.13</td>
<td align="center" valign="middle">0.145</td>
</tr>
<tr>
<td align="left" valign="bottom">Kidney disease</td>
<td align="center" valign="middle">7.8%</td>
<td align="center" valign="middle">8.6%</td>
<td align="center" valign="middle">5.2%</td>
<td align="center" valign="middle">5.54</td>
<td align="center" valign="middle">0.019</td>
</tr>
<tr>
<td align="left" valign="bottom">Osteoporosis</td>
<td align="center" valign="middle">6.4%</td>
<td align="center" valign="middle">6.0%</td>
<td align="center" valign="middle">7.9%</td>
<td align="center" valign="middle">1.99</td>
<td align="center" valign="middle">0.159</td>
</tr>
<tr>
<td align="left" valign="bottom">Obstructive sleep apnea</td>
<td align="center" valign="middle">22.4%</td>
<td align="center" valign="middle">20.6%</td>
<td align="center" valign="middle">27.9%</td>
<td align="center" valign="middle">10.71</td>
<td align="center" valign="middle">0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">Stroke</td>
<td align="center" valign="middle">6.6%</td>
<td align="center" valign="middle">6.2%</td>
<td align="center" valign="middle">7.9%</td>
<td align="center" valign="middle">1.53</td>
<td align="center" valign="middle">0.216</td>
</tr>
<tr>
<td align="left" valign="bottom">Thyroid problem</td>
<td align="center" valign="middle">8.8%</td>
<td align="center" valign="middle">9.0%</td>
<td align="center" valign="middle">8.1%</td>
<td align="center" valign="middle">0.40</td>
<td align="center" valign="middle">0.527</td>
</tr>
<tr>
<td align="left" valign="bottom">Urinary incontinence</td>
<td align="center" valign="middle">9.6%</td>
<td align="center" valign="middle">9.7%</td>
<td align="center" valign="middle">9.4%</td>
<td align="center" valign="middle">0.03</td>
<td align="center" valign="middle">0.863</td>
</tr>
<tr>
<td align="left" valign="bottom">Other chronic condition</td>
<td align="center" valign="middle">16.8%</td>
<td align="center" valign="middle">14.5%</td>
<td align="center" valign="middle">24.0%</td>
<td align="center" valign="middle">22.61</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">Number of medications taken daily</td>
<td align="center" valign="middle">3.39 (&#x00B1;2.02)</td>
<td align="center" valign="middle">3.33 (&#x00B1;2.02)</td>
<td align="center" valign="middle">3.58 (&#x00B1;2.01)</td>
<td align="center" valign="middle">&#x2212;2.35</td>
<td align="center" valign="middle">0.019</td>
</tr>
<tr>
<td align="left" valign="bottom">Body Mass Index</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">3.68</td>
<td align="center" valign="middle">0.159</td>
</tr>
<tr>
<td align="left" valign="bottom">Normal Weight</td>
<td align="center" valign="middle">21.3%</td>
<td align="center" valign="middle">21.0%</td>
<td align="center" valign="middle">22.5%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Overweight</td>
<td align="center" valign="middle">35.4%</td>
<td align="center" valign="middle">36.6%</td>
<td align="center" valign="middle">31.7%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Obese</td>
<td align="center" valign="top">43.3%</td>
<td align="center" valign="top">42.4%</td>
<td align="center" valign="top">45.9%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Quality of life</td>
<td align="center" valign="top">6.69 (&#x00B1;1.92)</td>
<td align="center" valign="top">7.21 (&#x00B1;1.69)</td>
<td align="center" valign="top">5.86 (&#x00B1;2.21)</td>
<td align="center" valign="top">12.06</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Frequent Physical Distress (past 30&#x202F;days)</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">78.25</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">0 to 13&#x202F;days</td>
<td align="center" valign="top">85.4%</td>
<td align="center" valign="top">89.4%</td>
<td align="center" valign="top">72.7%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">14&#x202F;+&#x202F;days</td>
<td align="center" valign="top">14.6%</td>
<td align="center" valign="top">10.6%</td>
<td align="center" valign="top">27.3%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Frequent activity limitations due to health problems (past 30&#x202F;days)</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">185.53</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">0 to 13&#x202F;days</td>
<td align="center" valign="top">88.7%</td>
<td align="center" valign="top">94.3%</td>
<td align="center" valign="top">71.2%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">14&#x202F;+&#x202F;days</td>
<td align="center" valign="top">11.3%</td>
<td align="center" valign="top">5.7%</td>
<td align="center" valign="top">28.8%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Number of hours sitting (per week)</td>
<td align="center" valign="top">14.89 (&#x00B1;11.54)</td>
<td align="center" valign="top">14.11 (&#x00B1;10.08)</td>
<td align="center" valign="top">17.37 (&#x00B1;15.00)</td>
<td align="center" valign="top">&#x2212;4.35</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Tobacco use (past 30&#x202F;days)</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">56.75</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">64.9%</td>
<td align="center" valign="top">69.5%</td>
<td align="center" valign="top">50.2%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">35.1%</td>
<td align="center" valign="top">30.5%</td>
<td align="center" valign="top">49.8%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Consume alcohol (typical week)</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">1.19</td>
<td align="center" valign="top">0.276</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">39.1%</td>
<td align="center" valign="top">39.8%</td>
<td align="center" valign="top">36.9%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">60.9%</td>
<td align="center" valign="top">60.2%</td>
<td align="center" valign="top">63.1%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Barriers to self-care scale (5 to 20)</td>
<td align="center" valign="top">11.47 (&#x00B1;3.64)</td>
<td align="center" valign="top">10.67 (&#x00B1;3.42)</td>
<td align="center" valign="top">13.99 (&#x00B1;3.14)</td>
<td align="center" valign="top">&#x2212;19.27</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Healthcare frustrations scale (6 to 18)</td>
<td align="center" valign="top">9.44 (&#x00B1;3.11)</td>
<td align="center" valign="top">8.77 (&#x00B1;2.77)</td>
<td align="center" valign="top">11.55 (&#x00B1;3.16)</td>
<td align="center" valign="top">&#x2212;16.89</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Rely on others to improve and manage health/problems scale (8 to 40)</td>
<td align="center" valign="top">16.77 (&#x00B1;6.08)</td>
<td align="center" valign="top">16.31 (&#x00B1;5.69)</td>
<td align="center" valign="top">18.24 (&#x00B1;7.01)</td>
<td align="center" valign="top">&#x2212;5.35</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Get help/support needed to manage health problems</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">87.41</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Never/rarely/occasionally</td>
<td align="center" valign="top">42.5%</td>
<td align="center" valign="top">36.6%</td>
<td align="center" valign="top">61.4%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Frequently/always</td>
<td align="center" valign="top">57.5%</td>
<td align="center" valign="top">63.4%</td>
<td align="center" valign="top">38.6%</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Brief upstream social interaction risk score (U-SIRS-4) (0 to 4)</td>
<td align="center" valign="top">1.64 (&#x00B1;0.99)</td>
<td align="center" valign="top">1.44 (&#x00B1;0.86)</td>
<td align="center" valign="top">2.30 (&#x00B1;1.06)</td>
<td align="center" valign="top">&#x2212;15.80</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>When comparing participants by self-reported depressive symptoms, a significantly larger proportion of men who were Hispanic (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;10.85, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), less educated (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;14.43, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), not partnered (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;5.32, <italic>p</italic>&#x202F;=&#x202F;0.021), and disabled/unemployed (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;98.27, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) reported depressive symptoms. On average, men who reported depressive symptoms were younger (<italic>t</italic>&#x202F;=&#x202F;12.21, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), lived with more individuals (<italic>t</italic>&#x202F;=&#x202F;&#x2212;4.94, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and had lower annual household incomes (<italic>t</italic>&#x202F;=&#x202F;5.98, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). On average, men who reported depressive symptoms had more chronic health conditions (<italic>t</italic>&#x202F;=&#x202F;&#x2212;3.30, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Significantly larger proportions of men who self-reported asthma/emphysema/other chronic lung problems (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;14.80, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), arthritis/rheumatic disease (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;5.01, <italic>p</italic>&#x202F;=&#x202F;0.025), chronic pain (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;63.24, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), obstructive sleep apnea (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;10.71, <italic>p</italic>&#x202F;=&#x202F;0.001), and other chronic conditions (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;22.61, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) reported depressive symptoms. Significantly smaller proportions of men who self-reported cancer or cancer survivorship (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;7.00, <italic>p</italic>&#x202F;=&#x202F;0.008) and kidney disease (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;5.54, <italic>p</italic>&#x202F;=&#x202F;0.019) reported depressive symptoms. On average, men who reported depressive symptoms took more medications daily (<italic>t</italic>&#x202F;=&#x202F;5.98, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), spent more time sitting (<italic>t</italic>&#x202F;=&#x202F;&#x2212;4.35, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), had lower quality of life (<italic>t</italic>&#x202F;=&#x202F;&#x2212;2.35, <italic>p</italic>&#x202F;=&#x202F;0.019), had more barriers to self-care (<italic>t</italic>&#x202F;=&#x202F;&#x2212;19.27, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and had more healthcare frustrations (<italic>t</italic>&#x202F;=&#x202F;&#x2212;16.89, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). On average, men who reported depressive symptoms relied more on others to manage their health problems (<italic>t</italic>&#x202F;=&#x202F;&#x2212;5.35, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and reported more social disconnectedness (<italic>t</italic>&#x202F;=&#x202F;&#x2212;15.80, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). A significantly larger proportion of men who had frequent physical distress (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;78.25, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), frequent activity limitations due to health problems (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;185.53, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and used tobacco (&#x03C7;<sup>2</sup>&#x202F;=&#x202F;56.75, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) reported depressive symptoms.</p>
<p>In a subset analysis of the 458 men with self-reported depressive symptoms (table not reported), 54.1% reported no one in their household (including themselves) needed mental health services, 15.9% reported a household member (including themselves) needed but did not use mental health services, and 29.9% reported a household member (including themselves) needed and used mental health services. Among these 458 men, 35.2% reported their access to mental health care, if needed, was &#x201C;very poor,&#x201D; &#x201C;poor,&#x201D; or &#x201C;fair.&#x201D;</p>
<p><xref ref-type="table" rid="tab2">Table 2</xref> contains findings from multivariable logistic regression examining factors associated with self-reported depressive symptoms among all participants. Relative to non-Hispanic Black men, Hispanic men were more likely to report depressive symptoms (OR&#x202F;=&#x202F;1.39, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.017). On average, for each additional year, men who were older were less likely to report depressive symptoms (OR&#x202F;=&#x202F;0.97, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). On average, for each unit increase, men who lived with more people in their household (OR&#x202F;=&#x202F;1.13, <italic>p</italic>&#x202F;=&#x202F;0.001) and took more medications daily (OR&#x202F;=&#x202F;1.10, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.010) were more likely to report depressive symptoms. Men who reported frequent physical distress (OR&#x202F;=&#x202F;3.15, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) and used tobacco (OR&#x202F;=&#x202F;1.56, <italic>p</italic>&#x202F;=&#x202F;0.002) were more likely to report depressive symptoms. On average, for each unit increase, men who spent more hours sitting (OR&#x202F;=&#x202F;1.01, <italic>p</italic>&#x202F;=&#x202F;0.030), had more barriers to self-care (OR&#x202F;=&#x202F;1.16, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), reported higher healthcare frustrations (OR&#x202F;=&#x202F;1.13, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), relied more on others to improve/manage health (OR&#x202F;=&#x202F;1.04, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and had higher social disconnectedness (OR&#x202F;=&#x202F;1.65, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) had greater odds of reporting depressive symptoms.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption><p>Factors associated with self-reported depression (all men) (<italic>n</italic>&#x202F;=&#x202F;1,907).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Variables</th>
<th align="center" valign="top" rowspan="2"><italic>p</italic></th>
<th align="center" valign="top" rowspan="2">OR</th>
<th align="center" valign="top" colspan="2">95% CI</th>
</tr>
<tr>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Upper</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Hispanic (vs. Non-Hispanic Black)</td>
<td align="center" valign="top">0.017</td>
<td align="center" valign="top">1.39</td>
<td align="center" valign="top">1.06</td>
<td align="center" valign="top">1.82</td>
</tr>
<tr>
<td align="left" valign="top">Age</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">0.97</td>
<td align="center" valign="top">0.96</td>
<td align="center" valign="top">0.99</td>
</tr>
<tr>
<td align="left" valign="top">Number of people in household</td>
<td align="center" valign="top">0.001</td>
<td align="center" valign="top">1.13</td>
<td align="center" valign="top">1.05</td>
<td align="center" valign="top">1.22</td>
</tr>
<tr>
<td align="left" valign="top">Rural residence (vs. Urban Residence)</td>
<td align="center" valign="top">0.081</td>
<td align="center" valign="top">1.59</td>
<td align="center" valign="top">0.95</td>
<td align="center" valign="top">2.66</td>
</tr>
<tr>
<td align="left" valign="top">Number of medications Taken Daily</td>
<td align="center" valign="top">0.010</td>
<td align="center" valign="top">1.10</td>
<td align="center" valign="top">1.02</td>
<td align="center" valign="top">1.18</td>
</tr>
<tr>
<td align="left" valign="top">Quality of life (0 to 10)</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">0.81</td>
<td align="center" valign="top">0.76</td>
<td align="center" valign="top">0.88</td>
</tr>
<tr>
<td align="left" valign="top">Frequent physical distress (vs. 0 to 13&#x202F;days)</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">3.15</td>
<td align="center" valign="top">2.17</td>
<td align="center" valign="top">4.57</td>
</tr>
<tr>
<td align="left" valign="top">Number of hours spent sitting each week</td>
<td align="center" valign="top">0.030</td>
<td align="center" valign="top">1.01</td>
<td align="center" valign="top">1.00</td>
<td align="center" valign="top">1.02</td>
</tr>
<tr>
<td align="left" valign="bottom">Tobacco use in past 30&#x202F;days (vs. No Use)</td>
<td align="center" valign="top">0.002</td>
<td align="center" valign="top">1.56</td>
<td align="center" valign="top">1.18</td>
<td align="center" valign="top">2.05</td>
</tr>
<tr>
<td align="left" valign="top">Barriers to self-care (5 to 20)</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">1.16</td>
<td align="center" valign="top">1.10</td>
<td align="center" valign="top">1.21</td>
</tr>
<tr>
<td align="left" valign="middle">Healthcare frustrations (6 to 18)</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">1.13</td>
<td align="center" valign="top">1.08</td>
<td align="center" valign="top">1.18</td>
</tr>
<tr>
<td align="left" valign="top">Rely on others to improve and manage health/problems (8 to 40)</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">1.04</td>
<td align="center" valign="top">1.02</td>
<td align="center" valign="top">1.06</td>
</tr>
<tr>
<td align="left" valign="top">Brief upstream social interaction risk score (U-SIRS-4)</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">1.65</td>
<td align="center" valign="top">1.43</td>
<td align="center" valign="top">1.89</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>After 10 backward stepwise iterations [Nagelkerke R Square&#x202F;=&#x202F;0.440]. The model adjusted for sociodemographic, disease characteristics, health status, social engagement and support, and lifestyle behaviors.</p>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="table" rid="tab3">Table 3</xref> contains findings from two multivariable logistic regressions examining factors associated with self-reported depressive symptoms among non-Hispanic Black men and Hispanic men separately. Commonly across non-Hispanic Black men and Hispanic men, on average, each additional year of age reduced the odds of reporting depressive symptoms, respectively (OR&#x202F;=&#x202F;0.96, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001; OR&#x202F;=&#x202F;0.98, <italic>p</italic>&#x202F;=&#x202F;0.044). Commonly across non-Hispanic Black men and Hispanic men, for each unit increase, men who reported frequent activity limitations due to health problems (OR&#x202F;=&#x202F;2.57, <italic>p</italic>&#x202F;=&#x202F;0.002; OR&#x202F;=&#x202F;2.90, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), had more barriers to self-care (OR&#x202F;=&#x202F;1.19, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001; OR&#x202F;=&#x202F;1.15, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), reported higher healthcare frustrations (OR&#x202F;=&#x202F;1.09, <italic>p</italic>&#x202F;=&#x202F;0.008; OR&#x202F;=&#x202F;1.19, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and had higher social disconnectedness (OR&#x202F;=&#x202F;1.66, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001; OR&#x202F;=&#x202F;1.65, p&#x202F;&#x003C;&#x202F;0.001) had greater odds of reporting depressive symptoms, respectively. Unique to non-Hispanic Black men, on average, for each unit increase, men who reported higher quality of life had lower odds of reporting depressive symptoms (OR&#x202F;=&#x202F;0.76, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Non-Hispanic Black men who used tobacco were more likely to report depressive symptoms (OR&#x202F;=&#x202F;1.58, <italic>p</italic>&#x202F;=&#x202F;0.014). Unique to non-Hispanic Black men, on average, for each unit increase, men who relied more on others to improve/manage health had higher odds of reporting depressive symptoms (OR&#x202F;=&#x202F;1.05, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Unique to Hispanic men, on average, for each unit increase, men who lived with more people in their household had greater odds of reporting depressive symptoms (OR&#x202F;=&#x202F;1.40, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), whereas Hispanic men who reported higher annual household incomes had lower odds of reporting depressive symptoms (OR&#x202F;=&#x202F;0.94, <italic>p</italic>&#x202F;=&#x202F;0.032). On average, for each unit increase, Hispanic men who spent more hours sitting had higher odds of depressive symptoms (OR&#x202F;=&#x202F;1.03, <italic>p</italic>&#x202F;=&#x202F;0.020).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption><p>Factors associated with self-reported depression by race and ethnicity.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="3">Variables</th>
<th align="center" valign="top" colspan="4">Black men only (<italic>n</italic> =&#x202F;1,117)</th>
<th align="center" valign="top" colspan="4">Hispanic men only (<italic>n</italic> =&#x202F;790)</th>
</tr>
<tr>
<th align="center" valign="top" rowspan="2"><italic>p</italic></th>
<th align="center" valign="top" rowspan="2">OR</th>
<th align="center" valign="top" colspan="2">95% CI</th>
<th align="center" valign="top" rowspan="2"><italic>p</italic></th>
<th align="center" valign="top" rowspan="2">OR</th>
<th align="center" valign="top" colspan="2">95% CI</th>
</tr>
<tr>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Upper</th>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Upper</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Age</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">0.96</td>
<td align="center" valign="middle">0.94</td>
<td align="center" valign="middle">0.99</td>
<td align="center" valign="middle">0.044</td>
<td align="center" valign="middle">0.98</td>
<td align="center" valign="middle">0.95</td>
<td align="center" valign="middle">1.00</td>
</tr>
<tr>
<td align="left" valign="middle">Number of people in household</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">1.40</td>
<td align="center" valign="middle">1.21</td>
<td align="center" valign="middle">1.62</td>
</tr>
<tr>
<td align="left" valign="middle">Annual household income (~$10,000 increments)</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">0.032</td>
<td align="center" valign="middle">0.94</td>
<td align="center" valign="middle">0.88</td>
<td align="center" valign="middle">0.99</td>
</tr>
<tr>
<td align="left" valign="middle">Number of medications taken daily</td>
<td align="center" valign="middle">0.055</td>
<td align="center" valign="middle">1.10</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">1.21</td>
<td align="center" valign="middle">0.084</td>
<td align="center" valign="middle">1.10</td>
<td align="center" valign="middle">0.99</td>
<td align="center" valign="middle">1.22</td>
</tr>
<tr>
<td align="left" valign="middle">Quality of life (0 to 10)</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">0.76</td>
<td align="center" valign="middle">0.69</td>
<td align="center" valign="middle">0.84</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
</tr>
<tr>
<td align="left" valign="middle">Frequent physical distress (vs. 0 to 13&#x202F;days)</td>
<td align="center" valign="middle">0.089</td>
<td align="center" valign="middle">1.59</td>
<td align="center" valign="middle">0.93</td>
<td align="center" valign="middle">2.70</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
</tr>
<tr>
<td align="left" valign="middle">Frequent activity limitations due to health problems (past 30&#x202F;days)</td>
<td align="center" valign="middle">0.002</td>
<td align="center" valign="middle">2.57</td>
<td align="center" valign="middle">1.40</td>
<td align="center" valign="middle">4.73</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">2.90</td>
<td align="center" valign="middle">1.68</td>
<td align="center" valign="middle">5.01</td>
</tr>
<tr>
<td align="left" valign="middle">Number of hours spent sitting each week</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">0.020</td>
<td align="center" valign="middle">1.03</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">1.05</td>
</tr>
<tr>
<td align="left" valign="middle">Tobacco use in past 30&#x202F;days (vs. No Use)</td>
<td align="center" valign="middle">0.014</td>
<td align="center" valign="middle">1.58</td>
<td align="center" valign="middle">1.10</td>
<td align="center" valign="middle">2.28</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
</tr>
<tr>
<td align="left" valign="middle">Barriers to self-care (5 to 20)</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">1.19</td>
<td align="center" valign="middle">1.11</td>
<td align="center" valign="middle">1.26</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">1.15</td>
<td align="center" valign="middle">1.07</td>
<td align="center" valign="middle">1.24</td>
</tr>
<tr>
<td align="left" valign="middle">Healthcare frustrations (6 to 18)</td>
<td align="center" valign="middle">0.008</td>
<td align="center" valign="middle">1.09</td>
<td align="center" valign="middle">1.02</td>
<td align="center" valign="middle">1.16</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">1.19</td>
<td align="center" valign="middle">1.11</td>
<td align="center" valign="middle">1.27</td>
</tr>
<tr>
<td align="left" valign="middle">Rely on others to improve and manage health/problems (8 to 40)</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">1.05</td>
<td align="center" valign="middle">1.02</td>
<td align="center" valign="middle">1.09</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
<td align="center" valign="middle">--</td>
</tr>
<tr>
<td align="left" valign="middle">Brief upstream social interaction risk score (U-SIRS-4)</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">1.66</td>
<td align="center" valign="middle">1.38</td>
<td align="center" valign="middle">2.00</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">1.65</td>
<td align="center" valign="middle">1.34</td>
<td align="center" valign="middle">2.02</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle" colspan="4">After 12 backward stepwise iterations [Nagelkerke R Square&#x202F;=&#x202F;0.430]</td>
<td align="center" valign="middle" colspan="4">After 13 backward stepwise iterations [Nagelkerke R Square&#x202F;=&#x202F;0.465]</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Models adjusted for sociodemographic, disease characteristics, health status, social engagement and support, and lifestyle behaviors.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec sec-type="discussion" id="sec13">
<label>4</label>
<title>Discussion</title>
<p>This study investigated the prevalence and determinants of self-reported depression among non-Hispanic Black and Hispanic men aged 40&#x202F;years and above with chronic conditions. Nearly one-in-four men reported depressive symptoms. Hispanic men were more likely to self-report depressive symptoms compared to non-Hispanic Black men. While existing literature identifies general disparities in depressive symptoms among racial and ethnic groups, specific prevalence data and detailed mechanisms underlying these differences remain underexplored, particularly among non-Hispanic Black and Hispanic men with chronic conditions (<xref ref-type="bibr" rid="ref75">75</xref>). While non-Hispanic Black and Hispanic men may experience some of the same barriers related to mental health, such as stigma (<xref ref-type="bibr" rid="ref76">76</xref>, <xref ref-type="bibr" rid="ref77">77</xref>) and inconsistent access to healthcare (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref78">78</xref>), they may also share protective factors like ethnic identity (<xref ref-type="bibr" rid="ref79">79</xref>&#x2013;<xref ref-type="bibr" rid="ref81">81</xref>) and family support (<xref ref-type="bibr" rid="ref82">82</xref>, <xref ref-type="bibr" rid="ref83">83</xref>). Although the current study did not assess variables such as acculturation (<xref ref-type="bibr" rid="ref84">84</xref>), sub-ethnic origin (e.g., Mexican American, Puerto Rican, Cuban, and other) (<xref ref-type="bibr" rid="ref75">75</xref>, <xref ref-type="bibr" rid="ref85">85</xref>, <xref ref-type="bibr" rid="ref86">86</xref>), or language proficiency (<xref ref-type="bibr" rid="ref76">76</xref>), prior research suggests these factors may play a role in depression prevalence among Hispanic populations.</p>
<p>The subgroup analyses by race and ethnicity in this study revealed differences that could inform targeted interventions. For non-Hispanic Black men, a higher quality of life was associated with a lower likelihood of reporting depressive symptoms, suggesting that efforts to improve life satisfaction through health interventions or lifestyle changes may be particularly beneficial for this group (<xref ref-type="bibr" rid="ref78">78</xref>). Given these findings, for non-Hispanic Black men, interventions that focus on enhancing quality of life and social engagement, such as community-based programs that foster social connections and improve self-management of chronic conditions, may be effective in reducing depressive symptoms. For Hispanic men, living with more individuals in the household was linked to an increased likelihood of depressive symptoms. This may be due to the additional stress and responsibilities that come with larger households, which can exacerbate the mental health and financial burdens (<xref ref-type="bibr" rid="ref81">81</xref>, <xref ref-type="bibr" rid="ref87">87</xref>). Such findings highlight the need for interventions tailored to specific cultural and social contexts, where the family dynamic plays a central role. For instance, while increased household size might provide emotional and instrumental support in some contexts, it can also introduce stressors such as financial burdens and caregiving responsibilities, which can negatively affect mental health (<xref ref-type="bibr" rid="ref81">81</xref>). For Hispanic men, programs that address household stressors and promote family support, while also acknowledging the role of cultural factors like familismo, could help mitigate the negative mental health impacts of larger household sizes. While these subgroup analyses help elucidate specific protective or risk factors unique to these populations and inform tailored interventions, future research utilizing larger and more diverse datasets could further explore these differences comprehensively.</p>
<p>Across all models in the current study, older age was associated with lower odds of reporting depressive symptoms. This trend may be due to the development of psychological resilience (<xref ref-type="bibr" rid="ref88">88</xref>) and more adaptive coping strategies with age, which help reduce the likelihood of depression (<xref ref-type="bibr" rid="ref88">88</xref>&#x2013;<xref ref-type="bibr" rid="ref91">91</xref>). Additionally, while not directly examined in the current study, older men with chronic conditions may have more stable and close social networks and receive support from spouses, family, or friends, which can help alleviate depressive symptoms (<xref ref-type="bibr" rid="ref83">83</xref>, <xref ref-type="bibr" rid="ref92">92</xref>, <xref ref-type="bibr" rid="ref93">93</xref>). While these results highlight important findings, a more thorough subgroup analysis examining distinct age-related factors affecting depression among Hispanic and non-Hispanic Black men separately is necessary.</p>
<p>Across all study models, men who felt socially disconnected were more likely to report depressive symptoms, findings that align with existing studies (<xref ref-type="bibr" rid="ref94">94</xref>, <xref ref-type="bibr" rid="ref95">95</xref>). As discussed by Santini et al. (<xref ref-type="bibr" rid="ref94">94</xref>), perceived isolation, including feelings of loneliness, could predict both depressive symptoms and social withdrawal. Implementing formal and informal strategies to improve perceived isolation and reduce loneliness could help improve men&#x2019;s mental health outcomes. For example, participating in Chronic Disease Self-Management Education workshops, which meet regularly in small groups to overcome common barriers to disease symptom management, could reduce loneliness among men with chronic conditions and help them feel more socially connected (<xref ref-type="bibr" rid="ref96">96</xref>).</p>
<p>Residing with more individuals was not a protective factor in the current study, especially for Hispanic men. Men living in larger households were more likely to report depressive symptoms. The increased number of household members may lead to additional responsibilities, chores, and greater financial burden (<xref ref-type="bibr" rid="ref97">97</xref>). These stressors can contribute to the onset or exacerbation of depressive symptoms, creating a cycle of mental health challenges within the household. Greenberg and colleagues also highlighted the potential for depression to have a spillover effect (<xref ref-type="bibr" rid="ref98">98</xref>), where the mental health struggles of one household member can influence the well-being of others, thereby increasing overall household stress and exacerbating mental health issues for multiple individuals. These dynamic underscores the need for targeted interventions that consider the mental health of all household members, especially in high-stress environments. In this study&#x2019;s subset analysis of men with depressive symptoms, despite self-reporting these symptoms, over half reported that no one in their household (themselves included) utilized mental health services, and another 15.9% went without mental health services, even when needed. Further, over one-in-three men reported they had less-than-good access to mental health care. Taken together, these findings highlight the urgency of properly diagnosing and treating depression, and reducing barriers to mental health services, among non-Hispanic Black and Hispanic men and those living within their households. Dedicated efforts are needed to identify, understand, and reduce access barriers, inclusive of inequitable systemic and structural barriers (<xref ref-type="bibr" rid="ref99">99</xref>, <xref ref-type="bibr" rid="ref100">100</xref>), to improve mental health outcomes for men and their families. Such efforts are needed to improve individual access to care and enhance family-level support systems that promote mental well-being.</p>
<p>Barriers to self-care and reliance on others to manage their condition were also associated with more depressive symptoms, which supports the findings that showed a bidirectional relationship between depression and self-care health behaviors (<xref ref-type="bibr" rid="ref101">101</xref>, <xref ref-type="bibr" rid="ref102">102</xref>). Depressive symptoms, such as loss of interest and lack of motivation, can hinder self-care efforts, while neglecting self-care can worsen depressive symptoms. For example, in our study, non-Hispanic Black and Hispanic men with depressive symptoms were found to be more sedentary compared to those without such symptoms. Sedentary behaviors may have increased the risk of depression, or depressive symptoms may have led to increased sedentary behaviors (<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref64">64</xref>&#x2013;<xref ref-type="bibr" rid="ref67">67</xref>, <xref ref-type="bibr" rid="ref103">103</xref>&#x2013;<xref ref-type="bibr" rid="ref105">105</xref>). Cultural values of self-reliance and machismo among non-Hispanic Black and Hispanic men can also explain the association between reliance on others and depression (<xref ref-type="bibr" rid="ref106">106</xref>, <xref ref-type="bibr" rid="ref107">107</xref>). Research has shown that masculine ideals, such as strength, autonomy, and control, often discourage expressions of vulnerability or dependence on others (<xref ref-type="bibr" rid="ref108">108</xref>). This cultural framework may influence the way men perceive self-care behaviors, such as taking medications or seeking support. Swetlitz et al. (<xref ref-type="bibr" rid="ref76">76</xref>) proposed redefining depression care to affirm masculine identity, where family and healthcare providers could help reframe self-care behaviors (e.g., taking medications) or reliance on others to assert masculine values (e.g., strength, autonomy, control). Specifically, emphasizing strength, autonomy, and control in self-care practices may reduce stigma and encourage engagement with treatment (<xref ref-type="bibr" rid="ref76">76</xref>). Furthermore, healthcare-related frustrations, which are common among individuals facing barriers to self-care (<xref ref-type="bibr" rid="ref72">72</xref>), were also associated with depressive symptoms. Effective patient-provider communication should emphasize maintaining a culturally sensitive dialogue that promotes shared decision-making to alleviate these frustrations, while affirming the male patient&#x2019;s sense of masculinity (<xref ref-type="bibr" rid="ref76">76</xref>). Public health professionals, including community health workers, can also play a vital role by providing mental health literacy education to non-Hispanic Black and Hispanic men to empower them to access mental health care for the screening and treatment of depression (<xref ref-type="bibr" rid="ref109">109</xref>). Mental health literacy campaigns, similar to England&#x2019;s Every Mind Matters (<xref ref-type="bibr" rid="ref110">110</xref>, <xref ref-type="bibr" rid="ref111">111</xref>), could be organized for non-Hispanic Black and Hispanic men with chronic conditions to raise awareness of mental health and promote self-management of depressive symptoms. To enhance mental health care for non-Hispanic Black and Hispanic men with chronic conditions, policymakers should advocate for culturally responsive leadership in mental health organizations (<xref ref-type="bibr" rid="ref112">112</xref>). This strategy would promote the recruitment and retention of a diverse mental health workforce, particularly from non-Hispanic Black and Hispanic backgrounds, who can more effectively address the unique needs of their communities.</p>
<p>In bivariate analyses, men with depressive symptoms averaged more comorbid chronic conditions, and larger proportions of men who self-reported certain chronic conditions (i.e., asthma/emphysema/other chronic lung problems, arthritis/rheumatic disease, chronic pain, obstructive sleep apnea) reported depressive symptoms. While the number of self-reported chronic conditions was not significantly associated with depressive symptoms in multivariate analyses, it is recognized that disease comorbidity may shape the onset, recognition, and treatment of depressive symptoms. Symptomatic chronic conditions (e.g., chronic pain, obstructive sleep apnea) can increase the risk for depression (<xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref113">113</xref>, <xref ref-type="bibr" rid="ref114">114</xref>). These physical symptoms can mask or mirror depressive symptom (<xref ref-type="bibr" rid="ref115">115</xref>, <xref ref-type="bibr" rid="ref116">116</xref>), thus complicating depression diagnosis and treatment (<xref ref-type="bibr" rid="ref117">117</xref>&#x2013;<xref ref-type="bibr" rid="ref119">119</xref>). Those with comorbid chronic conditions and depression may diminish treatment adherence and self-care behaviors (<xref ref-type="bibr" rid="ref120">120</xref>&#x2013;<xref ref-type="bibr" rid="ref123">123</xref>). As such, the interplay between physical and mental health may require a multi-disciplinary and biopsychosocial approach to optimize health outcomes and prevent potentially severe disease complications (<xref ref-type="bibr" rid="ref124">124</xref>&#x2013;<xref ref-type="bibr" rid="ref126">126</xref>).</p>
<p>The current study has limitations warranting acknowledgement. First, it employed a cross-sectional design, which restricts the ability to infer causality over time. Second, only self-reported data were collected, potentially affecting the validity and reliability of the findings. Third, the internet-based survey may have created some selection bias, where those with less internet proficiency or limited internet access may be underrepresented. With the opt-in nature of the Qualtrics panel, it is difficult to determine if those who chose to participate differ systematically from those who were invited but declined to participate in the study. Fourth, the brief PHQ-2 was utilized for assessing depressive symptoms, but it may have underestimated or oversimplified the prevalence and severity of depression symptomatology compared to using longer versions of the tool (e.g., PHQ-8 or PHQ-9). While the PHQ-2 is a well-known screener for depression symptoms, additional clinical efforts are needed to properly diagnose depression among non-Hispanic Black and Hispanic men, including the use of the full PHQ-9. Fifth, because our sample consisted exclusively of non-Hispanic Black and Hispanic men aged &#x2265;40&#x202F;years with chronic conditions, the findings are not generalizable to women, younger individuals, or those without chronic illness. Although our analysis provided important insights into shared determinants of depressive symptoms among minority men with chronic conditions, future research should assess whether these associations hold across more diverse populations. Sixth, while participants represented all four census quadrants in the United States, geographic heterogeneity across regions was not explored. The United States is diverse, and experiences related to race, ethnicity, social engagement, and lifestyle behaviors may substantially differ based on geographic region (e.g., West Coast, East Coast, Deep South). Future research should incorporate geographic variables to better contextualize findings, which would allow for a more nuanced understanding of depressive symptomatology among non-Hispanic Black and Hispanic men with chronic conditions. Seventh, some of our variables were dichotomized, including depressive symptoms measured with the PHQ-2, which may overlook certain nuances across variable categories and oversimplify the complexity of depressive symptomology. Although variables were dichotomized based on frequency distributions and/or other well-documented thresholds, binary categorizations for depression may mask subtler distinctions in symptom severity and impact, and future studies could benefit from considering a more nuanced approach to assessing depression, potentially using continuous measures or multi-level categorization. Finally, the timing of data collection, which occurred in late 2019, prior to the COVID-19 pandemic, may be a shortcoming to the current study. Given the documented impacts of the pandemic on mental health, including disproportionate effects on racial and ethnic minority groups, the current findings may not reflect subsequent shifts in depressive symptoms, social engagement, or lifestyle behaviors that occurred due to pandemic-related social and economic disruptions. Thus, caution should be exercised when generalizing these findings to post-pandemic contexts.</p>
<p>In conclusion, this study highlights significant racial/ethnic disparities in the prevalence of self-reported depressive symptoms among non-Hispanic Black and Hispanic men aged 40&#x202F;years and above with chronic conditions. Several factors were identified as determinants of depressive symptoms, including social disconnectedness and healthcare frustrations, underscoring the importance of tailored interventions to empower non-Hispanic Black and Hispanic men with chronic conditions to seek help and engage in self-care to manage their depression.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec14">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="sec15">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Texas A&#x0026;M University Institutional Review Board. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec16">
<title>Author contributions</title>
<p>J-HP: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. CB: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. MN: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. LS: Conceptualization, Funding acquisition, Investigation, Project administration, Writing &#x2013; review &#x0026; editing. AM: Writing &#x2013; review &#x0026; editing. MY-J: Writing &#x2013; review &#x0026; editing. CC: Writing &#x2013; review &#x0026; editing. AT: Writing &#x2013; review &#x0026; editing. AB: Writing &#x2013; review &#x0026; editing. CK: Writing &#x2013; review &#x0026; editing. OO: Writing &#x2013; review &#x0026; editing. MS: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec17">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by Texas A&#x0026;M University through their Texas A&#x0026;M Triads for Transformation (T3) initiative.</p>
</sec>
<sec sec-type="COI-statement" id="sec18">
<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>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec sec-type="ai-statement" id="sec19">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec20">
<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>
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