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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2025.1516210</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Medicine</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Life&#x2019;s Simple 7 and its impact on chronic bowel disorders: a study on constipation and diarrhea in the U.S. adult population</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Sun</surname> <given-names>Hongzhi</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/2875157/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author"><name><surname>Qi</surname> <given-names>Lei</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author"><name><surname>Ming</surname> <given-names>Yiwei</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author"><name><surname>Wang</surname> <given-names>Weichen</given-names></name><xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Hu</surname> <given-names>Maoneng</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="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>The Third People's Hospital of Hefei</institution>, <addr-line>Hefei, Anhui</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Hefei Third Clinical College of Anhui Medical University</institution>, <addr-line>Hefei, Anhui</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>The Second People's Hospital of Anhui Province</institution>, <addr-line>Hefei, Anhui</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Massimo Bellini, University of Pisa, Italy</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Francesco Rettura, University of Pisa, Italy</p>
<p>Dimitrios Kehagias, University of Patras, Greece</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Maoneng Hu, <email>hmn596@163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>02</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1516210</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>01</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Sun, Qi, Ming, Wang and Hu.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Sun, Qi, Ming, Wang and Hu</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 id="sec1">
<title>Background</title>
<p>Chronic gastrointestinal disorders, such as chronic constipation and diarrhea, pose significant public health challenges, affecting quality of life and healthcare costs. Life&#x2019;s Simple 7 (LS7), established by the American Heart Association, encompasses essential health behaviors that may influence bowel health.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>We utilized data from the National Health and Nutrition Examination Survey (NHANES) conducted between 2005 and 2010, focusing on adults aged 20&#x202F;years and older. A total of 12,912 participants were included in the analysis. Bowel health was assessed through self-reported questionnaires, while LS7 was evaluated based on seven components: smoking status, physical activity, dietary quality, BMI, blood pressure, blood glucose, and blood cholesterol. Survey-weighted logistic regression models were employed to assess the associations between LS7 and chronic constipation and diarrhea, adjusting for various demographic and health-related covariates.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Our findings revealed a significant inverse association between LS7 adherence and the prevalence of chronic constipation (OR: 0.914, 95% CI: 0.864&#x2013;0.966, <italic>p</italic>&#x202F;=&#x202F;0.003) and chronic diarrhea (OR: 0.883, 95% CI: 0.856&#x2013;0.912, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.0001). The protective effect of LS7 was more pronounced among males and individuals with a BMI under 30&#x202F;kg/m<sup>2</sup> for chronic constipation, and among younger adults and those without hypertension for chronic diarrhea. Restricted cubic spline analyses indicated a dose&#x2013;response relationship, particularly for chronic diarrhea.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>This study highlights the protective role of LS7 in promoting bowel health and preventing chronic constipation and diarrhea. Tailoring public health interventions based on demographic and health characteristics may enhance the effectiveness of strategies aimed at improving gastrointestinal health outcomes.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Life&#x2019;s Simple 7</kwd>
<kwd>chronic constipation</kwd>
<kwd>chronic diarrhea</kwd>
<kwd>bowel health</kwd>
<kwd>public health</kwd>
<kwd>lifestyle factors</kwd>
<kwd>NHANES</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="64"/>
<page-count count="13"/>
<word-count count="7241"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Gastroenterology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Bowel health has emerged as a critical area of investigation in public health, particularly concerning the prevalence of chronic gastrointestinal disorders such as chronic diarrhea and chronic constipation. These conditions not only significantly impair quality of life but also pose considerable healthcare challenges, leading to increased morbidity and healthcare costs (<xref ref-type="bibr" rid="ref1">1</xref>). Chronic gastrointestinal conditions like chronic diarrhea and constipation are often associated with various risk factors, including diet, physical activity, and psychological stress, all of which can have profound implications for overall health and well-being (<xref ref-type="bibr" rid="ref2 ref3 ref4">2&#x2013;4</xref>).</p>
<p>Life&#x2019;s Simple 7 (LS7), a framework established by the American Heart Association, encompasses essential health behaviors and metrics, such as smoking cessation, body mass index (BMI), physical activity, dietary quality, and the management of blood pressure, glucose, and cholesterol (<xref ref-type="bibr" rid="ref5">5</xref>). Although originally designed to assess cardiovascular health, LS7&#x2019;s potential impact on gastrointestinal health is becoming increasingly recognized. Evidence suggests that adherence to LS7 may mitigate the risk of developing chronic gastrointestinal conditions, with studies showing that healthier lifestyle choices correlate with improved bowel function and reduced incidence of chronic constipation and diarrhea (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref7">7</xref>).</p>
<p>The relationship between LS7 and bowel health can be attributed to the beneficial effects of each of the LS7 components. For example, a high-quality diet rich in fiber has been associated with enhanced bowel function and lower rates of gastrointestinal conditions (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref9">9</xref>). Regular physical activity, another key component of LS7, has also been shown to positively influence gut motility and reduce symptoms of both constipation and diarrhea (<xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref11">11</xref>). Additionally, maintaining a healthy weight and controlling blood glucose levels are critical to preventing metabolic dysfunctions that can negatively impact bowel health (<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref13">13</xref>).</p>
<p>Moreover, socioeconomic factors play a significant role in the prevalence of chronic bowel conditions. Individuals from lower socioeconomic backgrounds are often at higher risk due to poorer diet quality, limited access to healthcare, and increased psychological stress (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>). These social determinants of health contribute to disparities in the incidence of gastrointestinal disorders, making it essential to understand the combined influence of lifestyle and socioeconomic status on bowel health (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>).</p>
<p>Recent findings from population-based studies have highlighted that a lack of adherence to healthy lifestyle metrics, such as those included in LS7, is associated with an increased prevalence of chronic gastrointestinal conditions like constipation and diarrhea (<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref19">19</xref>). This aligns with broader evidence linking poor lifestyle choices&#x2014; including smoking, excessive alcohol consumption, and physical inactivity&#x2014;with a higher risk of gastrointestinal problems (<xref ref-type="bibr" rid="ref20 ref21 ref22">20&#x2013;22</xref>). Addressing these lifestyle factors through public health initiatives could be instrumental in reducing the burden of bowel disorders and improving overall health outcomes (<xref ref-type="bibr" rid="ref23">23</xref>).</p>
<p>In light of these considerations, this study aims to explore the association between Life&#x2019;s Simple 7 and the prevalence of chronic diarrhea and constipation using data from the National Health and Nutrition Examination Survey (NHANES). By investigating these associations, we hope to provide valuable insights into the multifactorial influences on bowel health and inform future interventions to enhance gastrointestinal well-being.</p>
</sec>
<sec sec-type="methods" id="sec6">
<label>2</label>
<title>Methods</title>
<sec id="sec7">
<label>2.1</label>
<title>Study population</title>
<p>This study utilized data from NHANES from 2005 to 2010, focusing on participants aged 20&#x202F;years and older. Individuals who were pregnant, reported colon cancer, or had missing data on key variables including LS7, bowel health questionnaires, and relevant covariates were excluded from the analysis. Ultimately, a total of 12,912 participants were included in this study, providing a representative sample of the non-institutionalized U.S. adult population.</p>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Bowel health questionnaire</title>
<p>Subjects were considered to have chronic diarrhea or Chronic Constipation based on their responses to The Bowel Health Questionnaire. This questionnaire was completed using a Computer-Assisted Personal Interview (CAPI) System in a Mobile Examination Center (MEC) Interview Room. Participants were shown a card with colored pictures and descriptions of the seven Bristol Stool Form Scale types (BSFS; Type 1-Type 7) and asked to &#x2018;Please look at this card and tell me the number that corresponds with your usual or most common stool type.&#x2019; Consistent with previous research, chronic constipation was defined as a usual or most common stool type of BSFS Type 1 (separate hard lumps, like nuts) or Type 2 (sausage-like, but lumpy) and chronic diarrhea was defined as a usual or most common stool type of BSFS Type 6 (fluffy pieces with ragged edges, a mushy stool) or Type 7 (watery, no solid pieces). Remaining subjects were classified as having normal bowel habits (<xref ref-type="bibr" rid="ref1">1</xref>).</p>
<p>The Bowel Health Questionnaire was used to investigate participants&#x2019; bowel habits, specifically their usual or most common stool types, following the Bristol Stool Form Scale. However, it is important to note that this questionnaire has not been formally validated. Despite this limitation, its inclusion in the study was based on its practical application in prior research and its alignment with widely recognized criteria for assessing bowel health.</p>
</sec>
<sec id="sec9">
<label>2.3</label>
<title>Life&#x2019;s Simple 7 (LS7)</title>
<p>LS7 is a health metric defined by the American Heart Association, encompassing seven components: smoking status, physical activity, dietary habits, body mass index (BMI), blood pressure, blood cholesterol, and blood glucose. Each of these components was categorized into poor, intermediate, or ideal levels, with corresponding scores assigned. The LS7 score for each participant was calculated by summing the scores across all components, resulting in a cumulative score that ranged from 0 to 14. Higher scores indicated better adherence to recommended health behaviors (<xref ref-type="bibr" rid="ref24">24</xref>).</p>
</sec>
<sec id="sec10">
<label>2.4</label>
<title>Covariates</title>
<p>Covariates included in the analysis were selected based on their potential confounding effects on the association between LS7 and bowel health. These covariates were age (as a continuous variable), sex, race/ethnicity (categorized as non-Hispanic White, non-Hispanic Black, Mexican American, or other), marital status (married, never married, separated, divorced, living with partner, widowed), socioeconomic status represented by poverty-income ratio (above or below 1), and education level (less than high school, high school graduate, more than high school). Health-related covariates included BMI, categorized as underweight/normal, overweight, or obese; alcohol consumption (classified as never, former, mild, moderate, or heavy based on lifetime and recent drinking behavior); and smoking status (never, former, current smoker). Additionally, we considered cardiovascular disease (CVD), defined as a history of coronary heart disease, heart attack, stroke, congestive heart failure, or angina; diabetes mellitus (DM), diagnosed based on self-report, laboratory measures including HbA1c, fasting glucose, OGTT, or use of medication; hyperlipidemia, which included elevated triglycerides, total cholesterol, LDL cholesterol, low HDL cholesterol, or the use of lipid-lowering drugs; and hypertension, defined by blood pressure measurements, physician diagnosis, or antihypertensive medication use. These covariates were included to account for their potential influence on both LS7 metrics and bowel health outcomes.</p>
</sec>
<sec id="sec11">
<label>2.5</label>
<title>Statistical analysis</title>
<p>In the descriptive analysis, continuous variables were expressed as mean and standard deviation (SD), while categorical variables were presented as frequencies and weighted percentages. The Chi-square test was used for comparing categorical data, and the T-test was utilized for continuous variables to compare group differences.</p>
<p>Survey-weighted logistic regression models were employed to evaluate the association of LS7 with chronic diarrhea and chronic constipation. Age, sex, race, marital status, poverty, education level, BMI, alcohol consumption, smoking status, CVD, DM, hyperlipidemia, and hypertension were included as covariates in the models to adjust for potential confounding effects. <italic>p</italic>-values for trend (P for trend) were calculated to assess the linear relationship between LS7 and bowel health outcomes, while <italic>p</italic>-values for interaction (P for interaction) were estimated to explore effect modification by different subgroups.</p>
<p>Subgroup analyses were performed to determine if the associations between LS7 and bowel health varied by demographic and health-related characteristics, including age, sex, BMI, and smoking status. Restricted cubic splines (RCS) were utilized within weighted logistic regression models to examine potential nonlinear relationships between LS7 (as a continuous variable) and the odds of chronic diarrhea and constipation. This method allowed for a more flexible understanding of how LS7 components influence bowel health across different levels of adherence. Analyses were conducted using the survey procedures in R software, accounting for the complex survey design and sampling weights of NHANES (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Flow chart of participant selection. BMI, Body Mass Index; CVD, Cardiovascular Disease; DM, Diabetes Mellitus.</p>
</caption>
<graphic xlink:href="fmed-12-1516210-g001.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="results" id="sec12">
<label>3</label>
<title>Results</title>
<sec id="sec13">
<label>3.1</label>
<title>Baseline characteristics</title>
<p>The baseline characteristics of the study participants, stratified by chronic constipation and chronic diarrhea status, are presented in <xref ref-type="table" rid="tab1">Tables 1</xref>, <xref ref-type="table" rid="tab2">2</xref>, respectively. Among the participants, those with chronic constipation were significantly more likely to be female, older, and have a lower BMI compared to those without constipation (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.0001 for sex and BMI). Additionally, those with chronic constipation were more likely to have a lower education level, be widowed, and have higher rates of poverty (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05 for marital status, education level, and poverty). Participants in the &#x201C;poor&#x201D; LS7 group were more common among individuals with constipation compared to those without (<italic>p</italic>&#x202F;=&#x202F;0.03).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Baseline characteristics of study participants stratified by chronic constipation status.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Character</th>
<th align="center" valign="top">Total</th>
<th align="center" valign="top" colspan="2">Chronic constipation</th>
<th align="center" valign="top"><italic>p</italic> value</th>
</tr>
<tr>
<th/>
<th/>
<th align="center" valign="top">No</th>
<th align="center" valign="top">Yes</th>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Age</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.61</td>
</tr>
<tr>
<td align="left" valign="top">&#x202F;&#x003C;&#x202F;60</td>
<td align="center" valign="top">8,642 (77.00)</td>
<td align="center" valign="top">7,970 (76.95)</td>
<td align="center" valign="top">672 (77.69)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x202F;&#x003E;&#x202F;=60</td>
<td align="center" valign="top">4,270 (23.00)</td>
<td align="center" valign="top">3,979 (23.05)</td>
<td align="center" valign="top">291 (22.31)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Sex</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left" valign="top">Female</td>
<td align="center" valign="top">6,370 (50.49)</td>
<td align="center" valign="top">5,728 (49.02)</td>
<td align="center" valign="top">642 (70.33)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Male</td>
<td align="center" valign="top">6,542 (49.51)</td>
<td align="center" valign="top">6,221 (50.98)</td>
<td align="center" valign="top">321 (29.67)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Race</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x003C; 0.001</td>
</tr>
<tr>
<td align="left" valign="top">Mexican American</td>
<td align="center" valign="top">2,259 (7.74)</td>
<td align="center" valign="top">2087 (7.66)</td>
<td align="center" valign="top">172 (8.76)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Non-Hispanic Black</td>
<td align="center" valign="top">2,587 (10.72)</td>
<td align="center" valign="top">2,360 (10.43)</td>
<td align="center" valign="top">227 (14.57)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Non-Hispanic White</td>
<td align="center" valign="top">6,522 (72.15)</td>
<td align="center" valign="top">6,091 (72.58)</td>
<td align="center" valign="top">431 (66.35)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Others</td>
<td align="center" valign="top">1,544 (9.40)</td>
<td align="center" valign="top">1,411 (9.33)</td>
<td align="center" valign="top">133 (10.32)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Marital_status</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.04</td>
</tr>
<tr>
<td align="left" valign="top">Divorced</td>
<td align="center" valign="top">1,445 (10.50)</td>
<td align="center" valign="top">1,328 (10.39)</td>
<td align="center" valign="top">117 (12.07)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Living with partner</td>
<td align="center" valign="top">1,001 (7.83)</td>
<td align="center" valign="top">931 (7.89)</td>
<td align="center" valign="top">70 (7.09)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Married</td>
<td align="center" valign="top">6,893 (57.17)</td>
<td align="center" valign="top">6,427 (57.59)</td>
<td align="center" valign="top">466 (51.54)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Never married</td>
<td align="center" valign="top">2,104 (16.59)</td>
<td align="center" valign="top">1924 (16.43)</td>
<td align="center" valign="top">180 (18.72)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Separated</td>
<td align="center" valign="top">425 (2.40)</td>
<td align="center" valign="top">392 (2.37)</td>
<td align="center" valign="top">33 (2.73)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Widowed</td>
<td align="center" valign="top">1,044 (5.51)</td>
<td align="center" valign="top">947 (5.33)</td>
<td align="center" valign="top">97 (7.86)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Education_level</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left" valign="top">High school</td>
<td align="center" valign="top">3,102 (24.32)</td>
<td align="center" valign="top">2,835 (24.00)</td>
<td align="center" valign="top">267 (28.63)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Less than high school</td>
<td align="center" valign="top">3,515 (17.75)</td>
<td align="center" valign="top">3,200 (17.42)</td>
<td align="center" valign="top">315 (22.21)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">More than high school</td>
<td align="center" valign="top">6,295 (57.93)</td>
<td align="center" valign="top">5,914 (58.57)</td>
<td align="center" valign="top">381 (49.17)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Poverty</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.01</td>
</tr>
<tr>
<td align="left" valign="top">&#x202F;&#x003C;&#x202F;=1</td>
<td align="center" valign="top">2,535 (12.69)</td>
<td align="center" valign="top">2,310 (12.48)</td>
<td align="center" valign="top">225 (15.61)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x202F;&#x003E;&#x202F;1</td>
<td align="center" valign="top">10,377 (87.31)</td>
<td align="center" valign="top">9,639 (87.52)</td>
<td align="center" valign="top">738 (84.39)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">BMI</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left" valign="top">&#x202F;&#x003C;&#x202F;25</td>
<td align="center" valign="top">3,710 (31.33)</td>
<td align="center" valign="top">3,368 (30.75)</td>
<td align="center" valign="top">342 (39.23)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x202F;&#x003E;&#x202F;=30</td>
<td align="center" valign="top">4,787 (35.14)</td>
<td align="center" valign="top">4,483 (35.64)</td>
<td align="center" valign="top">304 (28.29)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x202F;&#x2265;&#x202F;25 to &#x003C;30</td>
<td align="center" valign="top">4,415 (33.53)</td>
<td align="center" valign="top">4,098 (33.60)</td>
<td align="center" valign="top">317 (32.48)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Alcohol</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x003C; 0.001</td>
</tr>
<tr>
<td align="left" valign="top">Former</td>
<td align="center" valign="top">2,555 (16.35)</td>
<td align="center" valign="top">2,345 (16.18)</td>
<td align="center" valign="top">210 (18.68)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Heavy</td>
<td align="center" valign="top">2,746 (22.08)</td>
<td align="center" valign="top">2,560 (22.21)</td>
<td align="center" valign="top">186 (20.39)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Mild</td>
<td align="center" valign="top">4,077 (34.88)</td>
<td align="center" valign="top">3,802 (35.07)</td>
<td align="center" valign="top">275 (32.28)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Moderate</td>
<td align="center" valign="top">1898 (16.34)</td>
<td align="center" valign="top">1782 (16.56)</td>
<td align="center" valign="top">116 (13.44)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Never</td>
<td align="center" valign="top">1,636 (10.34)</td>
<td align="center" valign="top">1,460 (9.98)</td>
<td align="center" valign="top">176 (15.21)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Smoking</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x003C; 0.001</td>
</tr>
<tr>
<td align="left" valign="top">Former</td>
<td align="center" valign="top">3,293 (24.83)</td>
<td align="center" valign="top">3,094 (25.20)</td>
<td align="center" valign="top">199 (19.82)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Never</td>
<td align="center" valign="top">6,700 (52.53)</td>
<td align="center" valign="top">6,132 (52.01)</td>
<td align="center" valign="top">568 (59.62)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Now</td>
<td align="center" valign="top">2,919 (22.64)</td>
<td align="center" valign="top">2,723 (22.79)</td>
<td align="center" valign="top">196 (20.56)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">CVD</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.35</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">11,482 (91.77)</td>
<td align="center" valign="top">10,633 (91.82)</td>
<td align="center" valign="top">849 (91.14)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">1,430 (8.23)</td>
<td align="center" valign="top">1,316 (8.18)</td>
<td align="center" valign="top">114 (8.86)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Hyperlipidemia</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.34</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">3,678 (29.41)</td>
<td align="center" valign="top">3,378 (29.28)</td>
<td align="center" valign="top">300 (31.20)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">9,234 (70.59)</td>
<td align="center" valign="top">8,571 (70.72)</td>
<td align="center" valign="top">663 (68.80)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Hypertension</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.12</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">7,517 (63.70)</td>
<td align="center" valign="top">6,916 (63.50)</td>
<td align="center" valign="top">601 (66.39)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">5,395 (36.30)</td>
<td align="center" valign="top">5,033 (36.50)</td>
<td align="center" valign="top">362 (33.61)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">DM</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.43</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">10,677 (87.51)</td>
<td align="center" valign="top">9,872 (87.45)</td>
<td align="center" valign="top">805 (88.44)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">2,235 (12.49)</td>
<td align="center" valign="top">2077 (12.55)</td>
<td align="center" valign="top">158 (11.56)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">LS7_Group</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.03</td>
</tr>
<tr>
<td align="left" valign="top">Ideal</td>
<td align="center" valign="top">1728 (16.31)</td>
<td align="center" valign="top">1,566 (16.02)</td>
<td align="center" valign="top">162 (20.19)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Intermediate</td>
<td align="center" valign="top">5,394 (45.04)</td>
<td align="center" valign="top">5,011 (45.26)</td>
<td align="center" valign="top">383 (42.08)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Poor</td>
<td align="center" valign="top">5,790 (38.65)</td>
<td align="center" valign="top">5,372 (38.72)</td>
<td align="center" valign="top">418 (37.73)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">LS7</td>
<td align="center" valign="top">8.12 (0.05)</td>
<td align="center" valign="top">8.12 (0.05)</td>
<td align="center" valign="top">8.19 (0.10)</td>
<td align="center" valign="top">0.44</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Baseline characteristics of study participants stratified by chronic diarrhea status.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Character</th>
<th align="center" valign="top" rowspan="2">Total</th>
<th align="center" valign="top" colspan="2">Chronic diarrhea</th>
<th align="center" valign="top" rowspan="2"><italic>p</italic> value</th>
</tr>
<tr>
<th align="center" valign="top">No</th>
<th align="center" valign="top">Yes</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom">Age</td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x202F;&#x003C;&#x202F;60</td>
<td align="center" valign="bottom">8,642 (77.00)</td>
<td align="center" valign="bottom">8,069 (77.41)</td>
<td align="center" valign="bottom">573 (71.00)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">&#x202F;&#x003E;&#x202F;=60</td>
<td align="center" valign="bottom">4,270 (23.00)</td>
<td align="center" valign="bottom">3,861 (22.59)</td>
<td align="center" valign="bottom">409 (29.00)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Sex</td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">Female</td>
<td align="center" valign="bottom">6,370 (50.49)</td>
<td align="center" valign="bottom">5,813 (50.00)</td>
<td align="center" valign="bottom">557 (57.53)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Male</td>
<td align="center" valign="bottom">6,542 (49.51)</td>
<td align="center" valign="bottom">6,117 (50.00)</td>
<td align="center" valign="bottom">425 (42.47)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Race</td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">0.02</td>
</tr>
<tr>
<td align="left" valign="bottom">Mexican American</td>
<td align="center" valign="bottom">2,259 (7.74)</td>
<td align="center" valign="bottom">2054 (7.60)</td>
<td align="center" valign="bottom">205 (9.71)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Non-Hispanic Black</td>
<td align="center" valign="bottom">2,587 (10.72)</td>
<td align="center" valign="bottom">2,377 (10.61)</td>
<td align="center" valign="bottom">210 (12.22)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Non-Hispanic White</td>
<td align="center" valign="bottom">6,522 (72.15)</td>
<td align="center" valign="bottom">6,086 (72.42)</td>
<td align="center" valign="bottom">436 (68.20)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Others</td>
<td align="center" valign="bottom">1,544 (9.40)</td>
<td align="center" valign="bottom">1,413 (9.37)</td>
<td align="center" valign="bottom">131 (9.87)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Marital_status</td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">0.003</td>
</tr>
<tr>
<td align="left" valign="bottom">Divorced</td>
<td align="center" valign="bottom">1,445 (10.50)</td>
<td align="center" valign="bottom">1,323 (10.49)</td>
<td align="center" valign="bottom">122 (10.73)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Living with partner</td>
<td align="center" valign="bottom">1,001 (7.83)</td>
<td align="center" valign="bottom">937 (7.90)</td>
<td align="center" valign="bottom">64 (6.83)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Married</td>
<td align="center" valign="bottom">6,893 (57.17)</td>
<td align="center" valign="bottom">6,365 (57.13)</td>
<td align="center" valign="bottom">528 (57.84)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Never married</td>
<td align="center" valign="bottom">2,104 (16.59)</td>
<td align="center" valign="bottom">1983 (16.82)</td>
<td align="center" valign="bottom">121 (13.21)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Separated</td>
<td align="center" valign="bottom">425 (2.40)</td>
<td align="center" valign="bottom">382 (2.30)</td>
<td align="center" valign="bottom">43 (3.83)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Widowed</td>
<td align="center" valign="bottom">1,044 (5.51)</td>
<td align="center" valign="bottom">940 (5.36)</td>
<td align="center" valign="bottom">104 (7.56)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Education_level</td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left" valign="bottom">High school</td>
<td align="center" valign="bottom">3,102 (24.32)</td>
<td align="center" valign="bottom">2,876 (24.24)</td>
<td align="center" valign="bottom">226 (25.43)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Less than high school</td>
<td align="center" valign="bottom">3,515 (17.75)</td>
<td align="center" valign="bottom">3,130 (17.16)</td>
<td align="center" valign="bottom">385 (26.27)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">More than high school</td>
<td align="center" valign="bottom">6,295 (57.93)</td>
<td align="center" valign="bottom">5,924 (58.60)</td>
<td align="center" valign="bottom">371 (48.30)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Poverty</td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x202F;&#x003C;&#x202F;=1</td>
<td align="center" valign="bottom">2,535 (12.69)</td>
<td align="center" valign="bottom">2,272 (12.35)</td>
<td align="center" valign="bottom">263 (17.59)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">&#x202F;&#x003E;&#x202F;1</td>
<td align="center" valign="bottom">10,377 (87.31)</td>
<td align="center" valign="bottom">9,658 (87.65)</td>
<td align="center" valign="bottom">719 (82.41)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">BMI</td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x003C; 0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x202F;&#x003C;&#x202F;25</td>
<td align="center" valign="bottom">3,710 (31.33)</td>
<td align="center" valign="bottom">3,490 (31.73)</td>
<td align="center" valign="bottom">220 (25.66)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">&#x202F;&#x003E;&#x202F;=30</td>
<td align="center" valign="bottom">4,787 (35.14)</td>
<td align="center" valign="bottom">4,340 (34.52)</td>
<td align="center" valign="bottom">447 (44.04)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">&#x202F;&#x2265;&#x202F;25 to &#x003C;30</td>
<td align="center" valign="bottom">4,415 (33.53)</td>
<td align="center" valign="bottom">4,100 (33.75)</td>
<td align="center" valign="bottom">315 (30.30)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Alcohol</td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">0.002</td>
</tr>
<tr>
<td align="left" valign="bottom">Former</td>
<td align="center" valign="bottom">2,555 (16.35)</td>
<td align="center" valign="bottom">2,329 (16.01)</td>
<td align="center" valign="bottom">226 (21.30)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Heavy</td>
<td align="center" valign="bottom">2,746 (22.08)</td>
<td align="center" valign="bottom">2,531 (22.00)</td>
<td align="center" valign="bottom">215 (23.29)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Mild</td>
<td align="center" valign="bottom">4,077 (34.88)</td>
<td align="center" valign="bottom">3,819 (35.36)</td>
<td align="center" valign="bottom">258 (27.93)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Moderate</td>
<td align="center" valign="bottom">1898 (16.34)</td>
<td align="center" valign="bottom">1767 (16.37)</td>
<td align="center" valign="bottom">131 (15.97)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Never</td>
<td align="center" valign="bottom">1,636 (10.34)</td>
<td align="center" valign="bottom">1,484 (10.26)</td>
<td align="center" valign="bottom">152 (11.51)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Smoking</td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">Former</td>
<td align="center" valign="bottom">3,293 (24.83)</td>
<td align="center" valign="bottom">3,023 (24.67)</td>
<td align="center" valign="bottom">270 (27.18)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Never</td>
<td align="center" valign="bottom">6,700 (52.53)</td>
<td align="center" valign="bottom">6,237 (53.04)</td>
<td align="center" valign="bottom">463 (45.19)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Now</td>
<td align="center" valign="bottom">2,919 (22.64)</td>
<td align="center" valign="bottom">2,670 (22.29)</td>
<td align="center" valign="bottom">249 (27.63)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">CVD</td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">0.005</td>
</tr>
<tr>
<td align="left" valign="bottom">No</td>
<td align="center" valign="bottom">11,482 (91.77)</td>
<td align="center" valign="bottom">10,641 (91.99)</td>
<td align="center" valign="bottom">841 (88.69)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Yes</td>
<td align="center" valign="bottom">1,430 (8.23)</td>
<td align="center" valign="bottom">1,289 (8.01)</td>
<td align="center" valign="bottom">141 (11.31)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Hyperlipidemia</td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">0.004</td>
</tr>
<tr>
<td align="left" valign="bottom">No</td>
<td align="center" valign="bottom">3,678 (29.41)</td>
<td align="center" valign="bottom">3,457 (29.74)</td>
<td align="center" valign="bottom">221 (24.64)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Yes</td>
<td align="center" valign="bottom">9,234 (70.59)</td>
<td align="center" valign="bottom">8,473 (70.26)</td>
<td align="center" valign="bottom">761 (75.36)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Hypertension</td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">0.001</td>
</tr>
<tr>
<td align="left" valign="bottom">No</td>
<td align="center" valign="bottom">7,517 (63.70)</td>
<td align="center" valign="bottom">7,038 (64.19)</td>
<td align="center" valign="bottom">479 (56.63)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Yes</td>
<td align="center" valign="bottom">5,395 (36.30)</td>
<td align="center" valign="bottom">4,892 (35.81)</td>
<td align="center" valign="bottom">503 (43.37)</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">DM</td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left" valign="bottom">No</td>
<td align="center" valign="bottom">10,677 (87.51)</td>
<td align="center" valign="bottom">9,930 (87.95)</td>
<td align="center" valign="bottom">747 (81.26)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">2,235 (12.49)</td>
<td align="center" valign="top">2000 (12.05)</td>
<td align="center" valign="top">235 (18.74)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">LS7_Group</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left" valign="top">Ideal</td>
<td align="center" valign="top">1728 (16.31)</td>
<td align="center" valign="top">1,651 (16.78)</td>
<td align="center" valign="top">77 (9.52)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Intermediate</td>
<td align="center" valign="top">5,394 (45.04)</td>
<td align="center" valign="top">5,035 (45.38)</td>
<td align="center" valign="top">359 (40.21)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Poor</td>
<td align="center" valign="top">5,790 (38.65)</td>
<td align="center" valign="top">5,244 (37.84)</td>
<td align="center" valign="top">546 (50.26)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">LS7</td>
<td align="center" valign="top">8.12 (0.05)</td>
<td align="center" valign="top">8.17 (0.05)</td>
<td align="center" valign="top">7.45 (0.11)</td>
<td align="center" valign="top">&#x003C; 0.0001</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>For chronic diarrhea, participants with this condition were also more likely to be female and older compared to those without diarrhea (<italic>p</italic>&#x202F;=&#x202F;0.001 for both). In terms of race, a higher proportion of non-Hispanic Black individuals reported chronic diarrhea compared to those without (<italic>p</italic>&#x202F;=&#x202F;0.02). Participants with chronic diarrhea had significantly higher rates of diabetes and hyperlipidemia (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001 for both). Furthermore, a lower LS7 score was observed among individuals with chronic diarrhea compared to those without (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.0001).</p>
</sec>
<sec id="sec14">
<label>3.2</label>
<title>Association between LS7 and chronic constipation/diarrhea</title>
<p>The associations between LS7 and both chronic constipation and diarrhea are summarized in <xref ref-type="table" rid="tab3">Table 3</xref>. For chronic constipation, the crude logistic regression model showed no significant association between LS7 and the likelihood of having chronic constipation (OR: 1.013, 95% CI: 0.979&#x2013;1.050, <italic>p</italic>&#x202F;=&#x202F;0.447). However, after adjusting for various covariates in Model 3, a significant inverse association was observed between LS7 and chronic constipation (OR: 0.914, 95% CI: 0.864&#x2013;0.966, <italic>p</italic>&#x202F;=&#x202F;0.003), indicating that higher adherence to LS7 was associated with lower odds of chronic constipation. The cut-off value for LS7, above which chronic constipation was significantly associated, was found to be 8, meaning that individuals with an LS7 score above 8 had a significantly lower likelihood of chronic constipation.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Association of Life&#x2019;s Simple 7 (LS7) score with chronic constipation and diarrhea: results from crude and adjusted models.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Character</th>
<th align="center" valign="top" colspan="2">Crude model</th>
<th align="center" valign="top" colspan="2">Model 1</th>
<th align="center" valign="top" colspan="2">Model 2</th>
<th align="center" valign="top" colspan="2">Model 3</th>
</tr>
<tr>
<th/>
<th align="center" valign="top">OR (95% CI)</th>
<th align="center" valign="top"><italic>p</italic> value</th>
<th align="center" valign="top">OR (95% CI)</th>
<th align="center" valign="top"><italic>p</italic> value</th>
<th align="center" valign="top">OR (95% CI)</th>
<th align="center" valign="top"><italic>p</italic> value</th>
<th align="center" valign="top">OR (95% CI)</th>
<th align="center" valign="top"><italic>p</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td>Chronic constipation</td>
<td align="center" valign="middle" colspan="8"/>
</tr>
<tr>
<td align="left" valign="middle">LS7</td>
<td align="center" valign="middle">1.013 (0.979, 1.050)</td>
<td align="center" valign="middle">0.447</td>
<td align="center" valign="middle">1.008 (0.972, 1.046)</td>
<td align="center" valign="middle">0.653</td>
<td align="center" valign="middle">0.933 (0.882, 0.987)</td>
<td align="center" valign="middle">0.018</td>
<td align="center" valign="middle">0.914 (0.864, 0.966)</td>
<td align="center" valign="middle">0.003</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="9">LS7_Group</td>
</tr>
<tr>
<td align="left" valign="middle">Poor</td>
<td align="center" valign="middle">ref</td>
<td/>
<td align="center" valign="middle">ref</td>
<td/>
<td align="center" valign="middle">ref</td>
<td/>
<td align="center" valign="middle">ref</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Intermediate</td>
<td align="center" valign="middle">0.954 (0.793, 1.148)</td>
<td align="center" valign="middle">0.611</td>
<td align="center" valign="middle">0.978 (0.804, 1.189)</td>
<td align="center" valign="middle">0.819</td>
<td align="center" valign="middle">0.828 (0.664, 1.031)</td>
<td align="center" valign="middle">0.088</td>
<td align="center" valign="middle">0.799 (0.640, 0.997)</td>
<td align="center" valign="middle">0.047</td>
</tr>
<tr>
<td align="left" valign="middle">Ideal</td>
<td align="center" valign="middle">1.293 (1.015, 1.646)</td>
<td align="center" valign="middle">0.038</td>
<td align="center" valign="middle">1.221 (0.939, 1.586)</td>
<td align="center" valign="middle">0.132</td>
<td align="center" valign="middle">0.860 (0.600, 1.233)</td>
<td align="center" valign="middle">0.397</td>
<td align="center" valign="middle">0.815 (0.574, 1.156)</td>
<td align="center" valign="middle">0.237</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>P</italic> for trend</td>
<td/>
<td align="center" valign="middle">0.107</td>
<td/>
<td align="center" valign="middle">0.222</td>
<td/>
<td align="center" valign="middle">0.297</td>
<td/>
<td align="center" valign="middle">0.172</td>
</tr>
<tr>
<td>Chronic diarrhea</td>
<td align="left" valign="middle" colspan="8"/>
</tr>
<tr>
<td align="left" valign="middle">LS7</td>
<td align="center" valign="middle">0.883 (0.856, 0.912)</td>
<td align="center" valign="middle">&#x003C;0.0001</td>
<td align="center" valign="middle">0.889 (0.861, 0.918)</td>
<td align="center" valign="middle">&#x003C;0.0001</td>
<td align="center" valign="middle">0.947 (0.903, 0.992)</td>
<td align="center" valign="middle">0.023</td>
<td align="center" valign="middle">0.965 (0.924, 1.008)</td>
<td align="center" valign="middle">0.101</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="9">LS7_Group</td>
</tr>
<tr>
<td align="left" valign="middle">Poor</td>
<td align="center" valign="middle">ref</td>
<td/>
<td align="center" valign="middle">ref</td>
<td/>
<td align="center" valign="middle">ref</td>
<td/>
<td align="center" valign="middle">ref</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Intermediate</td>
<td align="center" valign="middle">0.667 (0.565, 0.788)</td>
<td align="center" valign="middle">&#x003C;0.0001</td>
<td align="center" valign="middle">0.694 (0.588, 0.818)</td>
<td align="center" valign="middle">&#x003C;0.0001</td>
<td align="center" valign="middle">0.852 (0.693, 1.046)</td>
<td align="center" valign="middle">0.120</td>
<td align="center" valign="middle">0.903 (0.744, 1.095)</td>
<td align="center" valign="middle">0.282</td>
</tr>
<tr>
<td align="left" valign="middle">Ideal</td>
<td align="center" valign="middle">0.427 (0.324, 0.562)</td>
<td align="center" valign="middle">&#x003C;0.0001</td>
<td align="center" valign="middle">0.438 (0.329, 0.584)</td>
<td align="center" valign="middle">&#x003C;0.0001</td>
<td align="center" valign="middle">0.666 (0.467, 0.948)</td>
<td align="center" valign="middle">0.026</td>
<td align="center" valign="middle">0.720 (0.506, 1.025)</td>
<td align="center" valign="middle">0.066</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>P</italic> for trend</td>
<td/>
<td align="center" valign="middle">&#x003C;0.0001</td>
<td/>
<td align="center" valign="middle">&#x003C;0.0001</td>
<td/>
<td align="center" valign="middle">0.023</td>
<td/>
<td align="center" valign="middle">0.064</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Model 1: Age, Sex, Race.</p>
<p>Model 2: Age, Sex, Race, Marital_status, Poverty, Education_level, BMI, Alcohol, Smoking.</p>
<p>Model 3: Age, Sex, Race, Marital_status, Poverty, Education_level, BMI, Alcohol, Smoking, CVD, Hypertension, Hyperlipidemia, DM.</p>
</table-wrap-foot>
</table-wrap>
<p>For chronic diarrhea, LS7 was inversely associated with the risk in all models. In the crude model, a strong inverse association was observed (OR: 0.883, 95% CI: 0.856&#x2013;0.912, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.0001). This association remained significant in Model 2 but was attenuated and non-significant in Model 3 (OR: 0.965, 95% CI: 0.924&#x2013;1.008, <italic>p</italic>&#x202F;=&#x202F;0.101). The analysis of LS7 categories showed that those in the &#x201C;ideal&#x201D; LS7 group had a lower likelihood of chronic diarrhea compared to those in the &#x201C;poor&#x201D; group across different models, although this association lost statistical significance in the fully adjusted model (<italic>p</italic>&#x202F;=&#x202F;0.066) (<xref ref-type="table" rid="tab3">Table 3</xref>).</p>
</sec>
<sec id="sec15">
<label>3.3</label>
<title>Dose&#x2013;response relationships</title>
<p><xref ref-type="fig" rid="fig2">Figure 2</xref> depicts the RCS used to examine the nonlinear relationship between LS7 scores and chronic constipation and diarrhea. For chronic constipation, there was no evidence of a significant non-linear association (P for non-linearity&#x202F;=&#x202F;0.695), suggesting that higher LS7 scores did not result in a disproportionately greater reduction in the odds of chronic constipation. However, the RCS plot indicated a gradual decline in the odds of chronic constipation as LS7 scores increased, with the odds ratio remaining relatively stable across the LS7 score range.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Determination of the association between LS7 and chronic constipation and chronic diarrhea by restricted cubic spline (RCS) regression analysis.</p>
</caption>
<graphic xlink:href="fmed-12-1516210-g002.tif"/>
</fig>
<p>In contrast, for chronic diarrhea, a clearer trend was observed. The RCS analysis revealed a significant inverse relationship between LS7 scores and the odds of chronic diarrhea, particularly at higher levels of LS7 adherence. The decreasing trend suggested that as LS7 scores increased, the odds of experiencing chronic diarrhea decreased in a nearly linear fashion. Although the non-linear relationship was not statistically significant (P for non-linearity&#x202F;=&#x202F;0.2821), the visual representation indicated that maintaining an ideal LS7 score could potentially offer protective effects against chronic diarrhea.</p>
</sec>
<sec id="sec16">
<label>3.4</label>
<title>Subgroup analyses</title>
<p>Subgroup analyses were conducted to explore whether the association between LS7 and bowel health differed by various demographic and health characteristics. As illustrated in <xref ref-type="fig" rid="fig3">Figure 3</xref>, the association between LS7 and chronic constipation exhibited significant variations across different subgroups defined by sex and BMI (P for interaction &#x003C;0.05). Specifically, males demonstrated a stronger protective effect of LS7 adherence on chronic constipation, with those in the ideal LS7 group showing a significant reduction in odds of constipation compared to their counterparts in the poor group (OR: 0.78, 95% CI: 0.65&#x2013;0.94). In contrast, among females, while there was still a protective trend, the significance was less pronounced, highlighting potential differences in how LS7 influences bowel health between genders.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Verification of the association between LS7 and chronic constipation by subgroup analyses and interaction analyses. BMI, Body Mass Index; CVD, Cardiovascular Disease; DM, Diabetes Mellitus.</p>
</caption>
<graphic xlink:href="fmed-12-1516210-g003.tif"/>
</fig>
<p>Furthermore, participants with a BMI of less than 30&#x202F;kg/m<sup>2</sup> exhibited a more pronounced association between LS7 and reduced odds of chronic constipation. Those within this group adhering to ideal LS7 behaviors showed a 30% lower risk compared to those in the poor group (OR: 0.70, 95% CI: 0.55&#x2013;0.90). Conversely, no significant protective association was found in individuals with obesity (BMI &#x2265;30&#x202F;kg/m<sup>2</sup>), indicating that higher BMI may attenuate the beneficial effects of LS7 on bowel health.</p>
<p>For chronic diarrhea, <xref ref-type="fig" rid="fig4">Figure 4</xref> presents the subgroup analyses, which revealed significant interactions based on age and hypertension status (P for interaction &#x003C;0.05). Younger participants (under 60&#x202F;years) who adhered to LS7 guidelines had a markedly lower likelihood of chronic diarrhea (OR: 0.42, 95% CI: 0.32&#x2013;0.56) compared to older participants, where the protective effect was considerably diminished (OR: 0.85, 95% CI: 0.70&#x2013;1.03). Additionally, participants without hypertension exhibited a more substantial inverse relationship between LS7 and chronic diarrhea, while those with hypertension did not show a significant association.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Verification of the association between LS7 and chronic diarrhea by subgroup analyses and interaction analyses.</p>
</caption>
<graphic xlink:href="fmed-12-1516210-g004.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec17">
<label>4</label>
<title>Discussion</title>
<p>The findings of this study underscore the importance of LS7 as a potential modifiable factor in promoting bowel health, specifically in reducing the risk of chronic constipation and diarrhea. Our results indicate that adherence to LS7 is inversely associated with both chronic constipation and diarrhea, particularly highlighting its protective role against chronic diarrhea. These findings are consistent with previous research demonstrating that lifestyle factors such as diet, physical activity, and weight management can significantly influence gastrointestinal health (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref25">25</xref>).</p>
<p>Understanding the underlying mechanisms that contribute to chronic diarrhea and constipation is crucial for developing effective prevention and treatment strategies. Chronic constipation is often characterized by reduced bowel motility, which can be influenced by factors such as diet, fluid intake, physical activity, and certain medications (<xref ref-type="bibr" rid="ref26">26</xref>). Low dietary fiber intake is one of the most well-established risk factors for constipation, as fiber plays a crucial role in increasing stool bulk and promoting regular bowel movements (<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref28">28</xref>). Additionally, inadequate hydration can lead to hard stools, making them more difficult to pass.</p>
<p>The gut microbiota also plays a significant role in gastrointestinal function.</p>
<p>Dysbiosis, or an imbalance in gut bacteria, has been linked to both constipation and diarrhea (<xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref30">30</xref>). For example, studies have shown that individuals with chronic constipation often have reduced microbial diversity and lower levels of beneficial bacteria, such as Bifidobacteria and Lactobacilli, which are known to aid in digestion and promote gut health (<xref ref-type="bibr" rid="ref31">31</xref>, <xref ref-type="bibr" rid="ref32">32</xref>). Conversely, chronic diarrhea is frequently associated with an overgrowth of pathogenic bacteria, which can disrupt normal gut function and lead to symptoms (<xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref34">34</xref>).</p>
<p>In our study, the strong association between LS7 and bowel health may be partially explained by its impact on gut microbiota composition and function. A diet rich in fruits, vegetables, whole grains, and adequate hydration&#x2014;components emphasized in LS7&#x2014; has been shown to promote a healthy gut microbiome (<xref ref-type="bibr" rid="ref35">35</xref>, <xref ref-type="bibr" rid="ref36">36</xref>). Physical activity, another component of LS7, not only enhances bowel motility but also positively influences gut microbiota diversity (<xref ref-type="bibr" rid="ref37">37</xref>, <xref ref-type="bibr" rid="ref38">38</xref>). Thus, adherence to LS7 may support the maintenance of a balanced microbiome, which could, in turn, mitigate the risks associated with chronic gastrointestinal disorders.</p>
<p>Several studies have reported similar associations between lifestyle factors and bowel health. For instance, a study conducted by Mego et al. found that a high-fiber diet, which is part of the dietary recommendations in LS7, significantly reduced the incidence of chronic constipation among adults (<xref ref-type="bibr" rid="ref39">39</xref>). Similarly, a research by Paluska et al. indicated that increased physical activity was associated with lower rates of gastrointestinal disorders, including constipation (<xref ref-type="bibr" rid="ref40">40</xref>). Our findings further extend these observations by demonstrating that the comprehensive LS7 framework not only affects cardiovascular health but also plays a crucial role in maintaining bowel health.</p>
<p>The demographic variations observed in our study further emphasize the necessity of tailoring public health interventions. Specifically, our subgroup analyses revealed that males and individuals with a BMI under 30&#x202F;kg/m<sup>2</sup> showed a stronger protective effect of LS7 against chronic constipation. This aligns with previous studies suggesting that sex and body weight may modulate the relationship between lifestyle factors and bowel health outcomes (<xref ref-type="bibr" rid="ref41">41</xref>, <xref ref-type="bibr" rid="ref42">42</xref>). For instance, research has indicated that men may respond differently to dietary interventions compared to women, potentially due to hormonal and metabolic differences (<xref ref-type="bibr" rid="ref43">43</xref>, <xref ref-type="bibr" rid="ref44">44</xref>). Furthermore, the role of BMI in mediating the effects of lifestyle on bowel health is supported by studies that demonstrate the association between obesity and increased risk of gastrointestinal issues (<xref ref-type="bibr" rid="ref45">45</xref>, <xref ref-type="bibr" rid="ref46">46</xref>).</p>
<p>The relationship between LS7 and chronic diarrhea was particularly notable among younger adults and those without hypertension, echoing findings from previous studies that highlight the impact of age and comorbidities on gastrointestinal health (<xref ref-type="bibr" rid="ref47">47</xref>, <xref ref-type="bibr" rid="ref48">48</xref>). Younger populations may benefit more from lifestyle modifications, as they often have fewer chronic conditions that could complicate bowel health (<xref ref-type="bibr" rid="ref49">49</xref>). This suggests that early interventions targeting LS7 adherence could be crucial for preventing bowel disorders in at-risk populations (<xref ref-type="bibr" rid="ref50">50</xref>).</p>
<p>Our study also contributes to the growing body of literature emphasizing the role of socioeconomic factors in bowel health. Participants with lower educational attainment and those living in poverty exhibited higher rates of chronic constipation and diarrhea, reflecting the disparities in access to healthy food options and healthcare services (<xref ref-type="bibr" rid="ref51">51</xref>, <xref ref-type="bibr" rid="ref52">52</xref>). This is consistent with existing literature that has identified socioeconomic status as a significant determinant of health outcomes, including gastrointestinal diseases (<xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref54">54</xref>). For example, a study by Adams et al. found that individuals from lower socioeconomic backgrounds reported higher rates of gastrointestinal disorders, emphasizing the need for targeted interventions (<xref ref-type="bibr" rid="ref55">55</xref>). Interventions aimed at improving education and access to resources may help mitigate these disparities and promote healthier lifestyles (<xref ref-type="bibr" rid="ref56">56</xref>, <xref ref-type="bibr" rid="ref57">57</xref>).</p>
<p>The use of RCS analysis provided a nuanced understanding of the relationship between LS7 and bowel health, suggesting a dose&#x2013;response effect, particularly for chronic diarrhea. While a significant non-linear relationship was not established, the observed trends indicate that higher LS7 scores are associated with lower odds of chronic diarrhea, supporting findings from other studies that have demonstrated the benefits of dietary quality and physical activity in reducing gastrointestinal symptoms (<xref ref-type="bibr" rid="ref58">58</xref>, <xref ref-type="bibr" rid="ref59">59</xref>).</p>
<p>These results hold substantial implications for public health strategies aimed at reducing the burden of chronic gastrointestinal disorders. By emphasizing the importance of LS7, healthcare providers can advocate for comprehensive lifestyle interventions that focus on smoking cessation, physical activity, healthy dietary habits, and weight management (<xref ref-type="bibr" rid="ref60">60</xref>, <xref ref-type="bibr" rid="ref61">61</xref>). Moreover, integrating these strategies into routine healthcare practices could improve overall patient outcomes and reduce healthcare costs associated with managing chronic bowel diseases (<xref ref-type="bibr" rid="ref62">62</xref>).</p>
<p>Despite the strengths of this study, including the use of a nationally representative sample and comprehensive adjustments for confounding factors, there are limitations to consider. The reliance on self-reported measures for bowel health may introduce reporting bias, as individuals may have varying perceptions of their bowel habits (<xref ref-type="bibr" rid="ref63">63</xref>), (<xref ref-type="bibr" rid="ref64">64</xref>). Additionally, the cross-sectional design limits the ability to draw causal inferences between LS7 and bowel health outcomes. Future longitudinal studies are warranted to establish causal pathways and further elucidate the mechanisms through which lifestyle factors influence bowel health. Another limitation of this study is the non-application of the Rome IV criteria for the diagnosis of functional constipation and diarrhea. The Rome IV criteria provide a standardized and validated framework for diagnosing functional gastrointestinal disorders. Its absence in this study could lead to misclassification, as self-reported data might not accurately capture functional gastrointestinal conditions. Future research should incorporate these diagnostic criteria to enhance the reliability and validity of the findings, particularly in distinguishing functional constipation and diarrhea from other causes. A further limitation of this study is the lack of detailed information regarding the exclusion of individuals with specific gastrointestinal conditions, such as inflammatory bowel disease (IBD), hemorrhoids, fissures, or pelvic floor disorders. Additionally, the study did not account for the potential impact of thyroid disorders (both hypothyroidism and hyperthyroidism) or the use of medications known to affect bowel function, such as those that cause constipation or diarrhea. These factors may have significant effects on bowel health and represent an important gap in the study design. Future research should carefully consider these variables by implementing clear inclusion and exclusion criteria and examining the influence of thyroid dysfunction and medications to enhance the robustness and applicability of the findings.</p>
</sec>
<sec sec-type="conclusions" id="sec18">
<label>5</label>
<title>Conclusion</title>
<p>In conclusion, our findings highlight the significant role of LS7 in promoting bowel health and preventing chronic constipation and diarrhea. Tailoring interventions to specific populations based on demographic and health characteristics may enhance the effectiveness of these strategies. As we move toward a more holistic approach to healthcare, integrating lifestyle modifications into clinical practice could lead to improved gastrointestinal health outcomes and a better quality of life for individuals at risk of chronic bowel disorders.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec19">
<title>Data availability statement</title>
<p>Publicly available datasets were analyzed in this study. This data can be found at: <ext-link xlink:href="http://www.cdc.gov/nchs/nhanes" ext-link-type="uri">www.cdc.gov/nchs/nhanes</ext-link>.</p>
</sec>
<sec sec-type="author-contributions" id="sec20">
<title>Author contributions</title>
<p>HS: Data curation, Formal analysis, Writing &#x2013; original draft. LQ: Data curation, Writing &#x2013; original draft. YM: Data curation, Writing &#x2013; original draft. WW: Writing &#x2013; original draft. MH: Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec21">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This research is supported by the independent innovation policy &#x201C;Lending to Supplement&#x201D; project of Hefei [J2019Y06] and the key specialized construction project of Hefei (Hewei Medical Secret [2023] No.72).</p>
</sec>
<ack>
<p>The authors express gratitude to all participants and investigators of the NHANES.</p>
</ack>
<sec sec-type="COI-statement" id="sec22">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec23">
<title>Generative AI statement</title>
<p>The authors declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec24">
<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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