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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nutr.</journal-id>
<journal-title>Frontiers in Nutrition</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nutr.</abbrev-journal-title>
<issn pub-type="epub">2296-861X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnut.2023.1086477</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nutrition</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The relationship between vitamin K and metabolic dysfunction-associated fatty liver disease among the United States population: National Health and Nutrition Examination Survey 2017&#x2013;2018</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Wang</surname> <given-names>Xinyue</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref><xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Zhang</surname> <given-names>Wei</given-names></name><xref rid="aff2" ref-type="aff"><sup>2</sup></xref><xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1890245/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Huang</surname> <given-names>Jiale</given-names></name><xref rid="aff3" ref-type="aff"><sup>3</sup></xref><xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1493135/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Li</surname> <given-names>Hongwei</given-names></name><xref rid="aff2" ref-type="aff"><sup>2</sup></xref><xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1473614/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Gao</surname> <given-names>Jian</given-names></name><xref rid="aff4" ref-type="aff"><sup>4</sup></xref><xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref></contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Nutrition, Xiamen Clinical Research Center for Cancer Therapy, Zhongshan Hospital (Xiamen), Fudan University, Xiamen</institution>, <addr-line>Fujian province</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Public Health, Xiamen University</institution>, <addr-line>Xiamen</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Clinical Nutrition, The First Affiliated Hospital of Nanchang University</institution>, <addr-line>Nanchang, Jiangxi</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Nutrition, Zhongshan Hospital, Fudan University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<author-notes>
<fn id="fn0002" fn-type="edited-by">
<p>Edited by: Miroslava Rossenova Atanassova, M&#x00F8;reforsking AS, Norway</p>
</fn>
<fn id="fn0003" fn-type="edited-by">
<p>Reviewed by: Gehad Elshopakey, Mansoura University, Egypt; Tudor Lucian Pop, University of Medicine and Pharmacy Iuliu Hatieganu, Romania</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Hongwei Li, <email>rocque@xmu.edu.cn</email>; Jian Gao, <email>gao.jian@zs-hospital.sh.cn</email></corresp>
<fn id="fn0001" fn-type="equal">
<p><sup>&#x2020;</sup>These authors have contributed equally to this work</p>
</fn>
<fn id="fn0004" fn-type="other">
<p>This article was submitted to Clinical Nutrition, a section of the journal Frontiers in Nutrition</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>04</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1086477</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>03</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Wang, Zhang, Huang, Li and Gao.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Wang, Zhang, Huang, Li and Gao</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>The effect of vitamin K is associated with several pathological processes in fatty liver. However, the association between vitamin K levels and metabolic dysfunction-associated fatty liver disease (MAFLD) remains unclear.</p>
</sec>
<sec>
<title>Objective</title>
<p>Here, we investigated the relationship between vitamin K intake and MAFLD risk by employing the American National Health and Nutrition Examination Surveys (NHANES) including 3,571 participants.</p>
</sec>
<sec>
<title>Methods</title>
<p>MAFLD was defined as hepatic steatosis with one or more of the following: overweight or obesity, type 2 diabetes, or&#x2009;&#x003E;2 other metabolic risk abnormalities. The total vitamin K was the sum of dietary and supplement dietary intake. The relationship of between log<sub>10</sub>(vitamin K) and MAFLD was investigated using survey-weighted logistic regression and stratified analysis, with or without dietary supplementation.</p>
</sec>
<sec>
<title>Results</title>
<p>The MAFLD population had a lower vitamin K intake than the non-MAFLD population (<italic>p</italic>&#x2009;=&#x2009;0.024). Vitamin K levels were inversely associated with MAFLD in the fully adjusted model (OR&#x2009;=&#x2009;0.488, 95% CI: 0.302&#x2013;0.787, <italic>p</italic>&#x2009;=&#x2009;0.006). Consistent results were seen in the group without dietary supplements (OR&#x2009;=&#x2009;0.373, 95% CI: 0.186&#x2013;0.751, <italic>p</italic>&#x2009;=&#x2009;0.009) but not in the group consuming dietary supplements (OR&#x2009;=&#x2009;0.489, 95% CI: 0.238&#x2013;1.001, <italic>p</italic>&#x2009;=&#x2009;0.050).</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Vitamin K intake may be a protective factor for MAFLD, especially for individual not using dietary supplements. Nevertheless, more high-quality prospective studies are needed to clarify the causal relationship between them.</p>
</sec>
</abstract>
<kwd-group>
<kwd>vitamin K</kwd>
<kwd>metabolic dysfunction-associated fatty liver disease</kwd>
<kwd>dietary supplements</kwd>
<kwd>NHANES</kwd>
<kwd>cross-sectional analysis</kwd>
</kwd-group>
<contract-num rid="cn1">2020ZS XM YS 24</contract-num>
<contract-sponsor id="cn1">Zhongshan Hospital (Xiamen Branch)<named-content content-type="fundref-id">10.13039/501100010108</named-content></contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="3"/>
<equation-count count="1"/>
<ref-count count="46"/>
<page-count count="9"/>
<word-count count="6209"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec6" sec-type="intro">
<label>1.</label>
<title>Introduction</title>
<p>Fatty liver is a rapidly progressive chronic liver disease with an estimated global prevalence of 24% (<xref ref-type="bibr" rid="ref1">1</xref>) and approximately 1/3 of adults in the United States have a fatty liver (<xref ref-type="bibr" rid="ref2">2</xref>). Nonalcoholic fatty liver disease (NAFLD) is the hepatic manifestation of metabolic syndrome, a spectrum of diseases ranging from benign hepatic steatosis to nonalcoholic steatohepatitis that may progress to cirrhosis and liver cancer (<xref ref-type="bibr" rid="ref3">3</xref>). In 2020, a classification of metabolic dysfunction-associated fatty liver disease (MAFLD) was proposed based on the diagnosis of hepatic steatosis, while incorporating other markers of metabolic abnormalities such as insulin-resistance, high-sensitivity reactive protein, and other metabolic risk factors for pathological progression (<xref ref-type="bibr" rid="ref4">4</xref>, <xref ref-type="bibr" rid="ref5">5</xref>). Ultrasound is a pragmatic and widely accepted first-line examination that has good sensitivity (85%) and specificity (95%) in identifying moderate and severe steatosis. Since liver fibrosis may increase liver echogenicity, the presence of underlying chronic liver disease reduces the accuracy of liver fat assessment. To overcome the limitations of ultrasound in assessing low hepatic steatosis levels, more advanced ultrasound techniques have been developed. Controlled Attenuation Parameter (CAP), available on the FibroScan system (Echosens, France), measures the attenuation of the United States beam (<xref ref-type="bibr" rid="ref6">6</xref>). CAP uses ultrasound and vibration-controlled elastography to measure the ultrasound attenuation degree due to liver fat (<xref ref-type="bibr" rid="ref7">7</xref>). Meanwhile, owing to the lack of effective therapeutics and efficient policies to evaluate the prevalence of MAFLD, the economic burden of healthcare in the United States is expected to increase. It is important to define appropriate interventions and prevent serious complications regarding MAFLD.</p>
<p>In recent years, studies have shown that the formation and development of fatty liver are a combination of multiple factors that ultimately lead to liver damage, including insulin resistance, adipokines secretion, oxidative stress, lipid peroxidation, mitochondrial damage, endoplasmic reticulum stress, gut microbiota, innate immunity, and genetic and epigenetic mechanisms (<xref ref-type="bibr" rid="ref8 ref9 ref10">8&#x2013;10</xref>). On the other hand, vitamins are micronutrients vital to health and they have previously been identified as new potential targets for indirect therapy for MAFLD (<xref ref-type="bibr" rid="ref11">11</xref>). Several studies have linked liver disease to vitamin deficiencies, and vitamin supplementation may protect liver tissue by reducing insulin resistance, lipid peroxidation, and fatty acid synthesis, and improving hepatic steatosis (<xref ref-type="bibr" rid="ref12 ref13 ref14">12&#x2013;14</xref>). Studies have shown that vitamin K deficiency occurs in many pathological conditions (e.g., liver disease, cholestasis, cystic fibrosis, alcoholism, malabsorptive states, and bariatric surgical interventions) (<xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref16">16</xref>), and that vitamin K supplementation affects the immune system, anti-inflammation, gut microbes and their metabolites, antioxidants and coagulation, and epithelial development (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref18">18</xref>). These effects are associated with several pathological processes in fatty liver; therefore, vitamin K may have a protective effect against the occurrence and progression of MAFLD.</p>
<p>Little is known about the role of vitamin K in lipid metabolism. Although one study described a positive association between concentrations in adipose tissue (<xref ref-type="bibr" rid="ref19">19</xref>), studies exploring the association between vitamin K and MAFLD are lacking, and the association between vitamin K and MAFLD remains unexplored. Therefore, in the current study, we investigated the relationship between vitamin K levels and the risk of MAFLD by employing the American National Health and Nutrition Examination Surveys (NHANES).</p>
</sec>
<sec id="sec7" sec-type="materials|methods">
<label>2.</label>
<title>Materials and methods</title>
<sec id="sec8">
<label>2.1.</label>
<title>Data source and study sample</title>
<p>The data were collected by the United States Centers for Disease Control and Prevention (CDC) using a stratified, multistage, and probability-cluster design. The Ethics Review Board of the National Center for Health Statistics approved the NHANES protocol and informed consent was obtained from all participants (<xref ref-type="bibr" rid="ref20">20</xref>). All data can be freely downloaded from the NHANES website.<xref rid="fn0005" ref-type="fn"><sup>1</sup></xref> NHANES 2017&#x2013;2018 is the only publicly available survey database for liver fibrosis assessment by FibroScan&#x00AE; and it has been used in studies of MAFLD (<xref ref-type="bibr" rid="ref21">21</xref>). The initial sample size was 9,254 people from 2017 to 2018. We excluded subjects younger than 20&#x2009;years old (<italic>n</italic>&#x2009;=&#x2009;3,685), viral hepatitis (<italic>n</italic>&#x2009;=&#x2009;50), pregnancy (<italic>n</italic>&#x2009;=&#x2009;54), the incomplete diagnostic indicators for MAFLD (<italic>n</italic>&#x2009;=&#x2009;489), and missing a mean of two 24&#x2009;h recall dietary data for vitamin K (<italic>n</italic>&#x2009;=&#x2009;1,040), body mass index (BMI, <italic>n</italic>&#x2009;=&#x2009;51), alanine aminotransferase (ALT, <italic>n</italic>&#x2009;=&#x2009;260), aspartate aminotransferase (AST, <italic>n</italic>&#x2009;=&#x2009;13), C-reactive protein (CRP, <italic>n</italic>&#x2009;=&#x2009;12), and minutes sedentary activity (<italic>n</italic>&#x2009;=&#x2009;29). Finally, 3,571 participants were included in this study. The details are shown in <xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S1</xref>.</p>
</sec>
<sec id="sec9">
<label>2.2.</label>
<title>Dietary intake data and supplement dietary intake date</title>
<p>Dietary intake data and dietary supplement intake were obtained from two 24&#x2009;h-recall interviews with NHANES. The first interview was arranged face-to-face at the Mobile Examination Center (MEC) and the second interview was conducted by telephone 3&#x2013;10&#x2009;days later. Energy and nutrient intake for each food or beverage were calculated using the Food and Nutrient Database for Dietary Studies (FNDDS). In this study, dietary intake and dietary supplement intake were estimated using the mean of two 24-recall data points, and the total energy and nutrients were the sum of the dietary intake and dietary supplement intake. Another, study showed that was no significant difference in the energy intake reported in the first and second interviews (<xref ref-type="bibr" rid="ref22">22</xref>), therefore, this was considered a good intake dataset to determine the average dietary intake for each individual.</p>
</sec>
<sec id="sec10">
<label>2.3.</label>
<title>Diagnosis of MAFLD</title>
<p>MAFLD was defined as hepatic steatosis with one or more of the following: (1) overweight or obesity (body mass index &#x2265; 25&#x2009;kg/m<sup>2</sup>); (2) type 2 diabetes; or (3) two or more other metabolic risk abnormalities: (1) blood pressure&#x2009;&#x2265;&#x2009;130/85&#x2009;mmHg or specific drug treatment; (2) overweight or obesity (body mass index &#x2265; 25&#x2009;kg/m<sup>2</sup>); (3) plasma high-density lipoprotein-cholesterol &#x003C; 40&#x2009;mg/dL for men and&#x2009;&#x003C;50&#x2009;mg/dL for women or specific drug treatment; (4) plasma triglycerides &#x2265; 150&#x2009;mg/dL or specific drug; (5) homeostasis model assessment of insulin resistance score&#x2009;&#x2265;&#x2009;2.5; (6) prediabetes (fasting glucose 100&#x2013;125&#x2009;mg/dL or hemoglobin A1c (HA1c) 5.7%&#x2013;6.4%); and (7) plasma CPR level&#x2009;&#x003E;&#x2009;2&#x2009;mg/L (<xref ref-type="bibr" rid="ref21">21</xref>).</p>
<p>Hepatic steatosis was defined by CAP, and the steatosis was stratified as S0-S3. The thresholds of CAP for S1-S3 were 248, 268, and 280, respectively (<xref ref-type="bibr" rid="ref6">6</xref>). Hepatic fibrosis was defined by liver stiffness measurements, and the stiffness was stratified as F1-4, and the LSM for F1-4 were 6.3, 8.3, 10.5, and 12.5, respectively (<xref ref-type="bibr" rid="ref23">23</xref>). Significant steatosis and stiffness were diagnosed as a grade greater than S1 and F1. In this study, participants with a fasting time of &#x003C;3&#x2009;h, less than 10 complete LSM readings, or a liver stiffness interquartile (IQR) range/median LSM of more than 30% were deemed to have failed FibroScan&#x00AE; measurements and were excluded (<xref ref-type="bibr" rid="ref21">21</xref>).</p>
</sec>
<sec id="sec11">
<label>2.4.</label>
<title>Other covariates</title>
<sec id="sec12">
<label>2.4.1.</label>
<title>Demographic characteristics</title>
<p>Self-reported demographic variables included age (years), sex (men/women), race (Mexican American, other Hispanic, non-Hispanic white, non-Hispanic black, non-Hispanic Asian, or other races, including multiracial), and educational level (&#x003C;11th grade, high school graduate, some college education, college graduate, or above).</p>
</sec>
<sec id="sec13">
<label>2.4.2.</label>
<title>Body measurement</title>
<p>Trained health technicians obtained various body measurements including height, and weight at the MEC. BMI was calculated using weight and height information. The formula used is as follows:</p>
<disp-formula id="E1">
<mml:math id="M1">
<mml:mrow>
<mml:mi>B</mml:mi>
<mml:mi>M</mml:mi>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>g</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>m</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mi>w</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>h</mml:mi>
<mml:mi>t</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>g</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x00F7;</mml:mo>
<mml:mi>h</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>h</mml:mi>
<mml:msup>
<mml:mi>t</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>m</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
</sec>
<sec id="sec14">
<label>2.4.3.</label>
<title>Biochemical indicators</title>
<p>Serum samples were processed, stored, and shipped to the University of Minnesota Advanced Research Diagnostic Laboratory (ARDL) in Minneapolis for analysis (<xref ref-type="bibr" rid="ref24">24</xref>). Regarding biochemical indicators, AST, ALT, TC (cholesterol), TG (triglycerides), LDL (low-density lipoprotein), HDL (high-density lipoprotein), and CRP were included in the regression analysis as covariates.</p>
</sec>
<sec id="sec15">
<label>2.4.4.</label>
<title>Lifestyle</title>
<p>The Smoking-Cigarette Use (variable name prefix SMQ) dataset provides a history of cigarette use. Smoking status was classified as never smoker (never smoked 100 cigarettes in a lifetime), some days, or every day Alcohol use was assessed using the dietary interview Total Nutrient Intakes, First Day (DR1TOT_J). Minute sedentary activity was assessed using the Physical Activity Questionnaire (variable name prefix PAQ). The Global Physical Activity Questionnaire (GPAQ) provides respondent-level interview data on physical activity.</p>
</sec>
</sec>
<sec id="sec16">
<label>2.5.</label>
<title>Diseases and medications</title>
<p>The diagnostic criteria for hypertension included: the patient being informed by a doctor that they have hypertension, SBP&#x2009;&#x2265;&#x2009;140&#x2009;mmHg or DBP &#x2265; 90&#x2009;mmHg. The diagnostic criteria for diabetes mellitus (DM) are: doctor told you have diabetes, or fasting glucose (mmol/l) &#x2265;7.0, or random blood glucose (mmol/L) &#x2265; 11.1, or glycohemoglobin HbA1c (%)&#x2009;&#x003E;&#x2009;6.5, or 2-h OGTT blood glucose (mmol/L) &#x2265; 11.1, or use of diabetes medication or insulin. Drug information (told to take prescription for cholesterol) used the Blood Pressure/Cholesterol section (variable name prefix BPQ) in the NHANES.</p>
</sec>
<sec id="sec17">
<label>2.6.</label>
<title>Healthy eating index-2015</title>
<p>Healthy eating index (HEI)-2015 was designed and scored from 0 to 100, which was derived from the sum of 13 components: total fruits, whole fruits, total vegetables, greens and beans, total protein foods, seafood and plant proteins (each 0&#x2013;5 points); whole grains, dairy, fatty acids, sodium, refined grains, added sugars, and saturated fats (each 0&#x2013;10 points) (<xref ref-type="bibr" rid="ref25">25</xref>). A higher HEI-2015 score indicated better diet quality. In this study, the HEI-2015 was calculated using the mean of two 24&#x2009;h recalls.</p>
</sec>
<sec id="sec18">
<label>2.7.</label>
<title>Statistical methods</title>
<p>The sampling weights recommended by NHANES for the planned oversampling of specific groups were used in this study. All analyses were sample-weighted and accounted for the complex stratified, multistage, cluster sampling design of NHANES (<xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref27">27</xref>). For continuous variables, the survey-weighted median&#x2009;&#x00B1;&#x2009;standard error was used, and the <italic>p</italic>-value was calculated by the survey-weighted linear regression. For categorical variables, the survey-weighted percentage (standard error) was used, and the <italic>p</italic>-value was calculated by the survey-weighted Chi-square test.</p>
<p>Because vitamin K values had a negatively skewed distribution, they were converted to base 10 log values to conform to a normal distribution. The relationship between log vitamin K and MAFLD was explored using the survey-weighted logistic regression. Model 1 was unadjusted. Model 2 was adjusted for age, sex, and race. Model 3 was adjusted for age, sex, race, education, smoking, alcohol, BMI, CRP, AST, ALT, minutes of sedentary activity, drug, energy, HEI-2015, dietary supplements, drugs, hypertension, and DM. To better explore the association between log vitamin K and MAFLD, multivariable logistic regression was conducted with log vitamin K as the categorical variable, and we divided log vitamin K quartiles. Then, we fitted a linear relationship between log vitamin K and MAFLD by smoothing the curve. Finally, we used stratified logistic regression models for interaction analysis and used restricted cubic splines to estimate the dose&#x2013;response relationship between log vitamin K intake and MAFLD.</p>
<p>Additional sensitivity analyses were performed to determine: (1) collinearity between vitamin K and other variables by the variance inflation factor (VIF) and (2) extreme vitamin K values that were lower 1% and greater than 99%.</p>
<p>All analyses were performed using R software, version 4.0.3 (R Foundation for Statistical Computing, Vienna, Austria). A two-sided <italic>p</italic>-value &#x003C; 0.05 was considered significant for all analyses.</p>
</sec>
</sec>
<sec id="sec19" sec-type="results">
<label>3.</label>
<title>Results</title>
<sec id="sec20">
<label>3.1.</label>
<title>Characteristics in a sex-specific MAFLD population</title>
<p>The general characteristics of the participants are shown in <xref rid="tab1" ref-type="table">Table 1</xref>. The MAFLD population had lower vitamin K intake than the non-MAFLD population (123.113&#x2009;&#x00B1;&#x2009;4.635 vs. 145.064&#x2009;&#x00B1;&#x2009;7.759, <italic>p</italic>&#x2009;=&#x2009;0.024). Compared with the non-MAFLD population, age, BMI, ALT, CRP, TC, TG, LDL, HDL, energy, the proportion of Mexican Americans, DM, and hypertension were higher in the MAFLD population, while the proportion of higher education was lower.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Characteristics of participants by categories of MAFLD: NHANES 2017&#x2013;2018.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Characteristics (weighted)</th>
<th align="center" valign="top">Total</th>
<th align="center" valign="top">Non-MAFLD</th>
<th align="center" valign="top">MAFLD</th>
<th align="center" valign="top"><italic>p-</italic>value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top"><italic>N</italic></td>
<td align="center" valign="top">3,571</td>
<td align="center" valign="top">1,479</td>
<td align="center" valign="top">2,052</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Vitamin K (&#x03BC;g)</td>
<td align="center" valign="top">132.939&#x2009;&#x00B1;&#x2009;4.519</td>
<td align="center" valign="top">145.064&#x2009;&#x00B1;&#x2009;7.759</td>
<td align="center" valign="top">123.113&#x2009;&#x00B1;&#x2009;4.635</td>
<td align="center" valign="top">0.024</td>
</tr>
<tr>
<td align="left" valign="top">Log vitamin K</td>
<td align="center" valign="top">1.975&#x2009;&#x00B1;&#x2009;0.014</td>
<td align="center" valign="top">2.003&#x2009;&#x00B1;&#x2009;0.017</td>
<td align="center" valign="top">1.952&#x2009;&#x00B1;&#x2009;0.017</td>
<td align="center" valign="top">0.017</td>
</tr>
<tr>
<td align="left" valign="top">Energy (kcal)</td>
<td align="center" valign="top">2091.696&#x2009;&#x00B1;&#x2009;21.263</td>
<td align="center" valign="top">2030.246&#x2009;&#x00B1;&#x2009;25.442</td>
<td align="center" valign="top">2141.495&#x2009;&#x00B1;&#x2009;27.386</td>
<td align="center" valign="top">0.004</td>
</tr>
<tr>
<td align="left" valign="top">Age (years)</td>
<td align="center" valign="top">48.500&#x2009;&#x00B1;&#x2009;0.681</td>
<td align="center" valign="top">44.229&#x2009;&#x00B1;&#x2009;0.831</td>
<td align="center" valign="top">51.962&#x2009;&#x00B1;&#x2009;0.699</td>
<td align="center" valign="top">&#x003C;0.0001</td>
</tr>
<tr>
<td align="left" valign="top">BMI (kg/m<sup>2</sup>)</td>
<td align="center" valign="top">29.896&#x2009;&#x00B1;&#x2009;0.294</td>
<td align="center" valign="top">25.845&#x2009;&#x00B1;&#x2009;0.310</td>
<td align="center" valign="top">33.178&#x2009;&#x00B1;&#x2009;0.330</td>
<td align="center" valign="top">&#x003C;0.0001</td>
</tr>
<tr>
<td align="left" valign="top">ALT (u/L)</td>
<td align="center" valign="top">23.170&#x2009;&#x00B1;&#x2009;0.410</td>
<td align="center" valign="top">19.414&#x2009;&#x00B1;&#x2009;0.615</td>
<td align="center" valign="top">26.214&#x2009;&#x00B1;&#x2009;0.692</td>
<td align="center" valign="top">&#x003C;0.0001</td>
</tr>
<tr>
<td align="left" valign="top">AST (u/L)</td>
<td align="center" valign="top">22.252&#x2009;&#x00B1;&#x2009;0.285</td>
<td align="center" valign="top">21.506&#x2009;&#x00B1;&#x2009;0.598</td>
<td align="center" valign="top">22.857&#x2009;&#x00B1;&#x2009;0.503</td>
<td align="center" valign="top">0.176</td>
</tr>
<tr>
<td align="left" valign="top">CRP</td>
<td align="center" valign="top">3.819&#x2009;&#x00B1;&#x2009;0.188</td>
<td align="center" valign="top">2.515&#x2009;&#x00B1;&#x2009;0.215</td>
<td align="center" valign="top">4.875&#x2009;&#x00B1;&#x2009;0.226</td>
<td align="center" valign="top">&#x003C;0.0001</td>
</tr>
<tr>
<td align="left" valign="top">Minutes sedentary activity</td>
<td align="center" valign="top">356.817&#x2009;&#x00B1;&#x2009;7.438</td>
<td align="center" valign="top">350.947&#x2009;&#x00B1;&#x2009;8.859</td>
<td align="center" valign="top">361.574&#x2009;&#x00B1;&#x2009;8.533</td>
<td align="center" valign="top">0.259</td>
</tr>
<tr>
<td align="left" valign="top">Alcohol (g)</td>
<td align="center" valign="top">11.471&#x2009;&#x00B1;&#x2009;0.551</td>
<td align="center" valign="top">11.315&#x2009;&#x00B1;&#x2009;0.887</td>
<td align="center" valign="top">11.597&#x2009;&#x00B1;&#x2009;0.816</td>
<td align="center" valign="top">0.831</td>
</tr>
<tr>
<td align="left" valign="top">HEI-2015</td>
<td align="center" valign="top">52.543&#x2009;&#x00B1;&#x2009;0.687</td>
<td align="center" valign="top">54.099&#x2009;&#x00B1;&#x2009;0.938</td>
<td align="center" valign="top">51.282&#x2009;&#x00B1;&#x2009;0.631</td>
<td align="center" valign="top">0.002</td>
</tr>
<tr>
<td align="left" valign="top">TC (mmol/L)</td>
<td align="center" valign="top">4.931&#x2009;&#x00B1;&#x2009;0.045</td>
<td align="center" valign="top">4.856&#x2009;&#x00B1;&#x2009;0.050</td>
<td align="center" valign="top">4.991&#x2009;&#x00B1;&#x2009;0.053</td>
<td align="center" valign="top">0.028</td>
</tr>
<tr>
<td align="left" valign="top">TG (mmol/L)</td>
<td align="center" valign="top">1.609&#x2009;&#x00B1;&#x2009;0.037</td>
<td align="center" valign="top">1.222&#x2009;&#x00B1;&#x2009;0.028</td>
<td align="center" valign="top">1.922&#x2009;&#x00B1;&#x2009;0.042</td>
<td align="center" valign="top">&#x003C;0.0001</td>
</tr>
<tr>
<td align="left" valign="top">LDL (mmol/L)</td>
<td align="center" valign="top">2.897&#x2009;&#x00B1;&#x2009;0.046</td>
<td align="center" valign="top">2.792&#x2009;&#x00B1;&#x2009;0.046</td>
<td align="center" valign="top">2.984&#x2009;&#x00B1;&#x2009;0.063</td>
<td align="center" valign="top">0.01</td>
</tr>
<tr>
<td align="left" valign="top">HDL (mmol/L)</td>
<td align="center" valign="top">1.388&#x2009;&#x00B1;&#x2009;0.012</td>
<td align="center" valign="top">1.524&#x2009;&#x00B1;&#x2009;0.013</td>
<td align="center" valign="top">1.277&#x2009;&#x00B1;&#x2009;0.014</td>
<td align="center" valign="top">&#x003C;0.0001</td>
</tr>
<tr>
<td align="left" valign="top">Race (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.002</td>
</tr>
<tr>
<td align="left" valign="top">Mexican American</td>
<td align="center" valign="top">7.940(0.014)</td>
<td align="center" valign="top">5.536(1.118)</td>
<td align="center" valign="top">9.889(1.832)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Other Hispanic</td>
<td align="center" valign="top">3.085(0.004)</td>
<td align="center" valign="top">2.762(0.568)</td>
<td align="center" valign="top">3.347(0.383)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Non-Hispanic white</td>
<td align="center" valign="top">65.371(0.037)</td>
<td align="center" valign="top">66.687(2.956)</td>
<td align="center" valign="top">64.305(2.639)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Non-Hispanic black</td>
<td align="center" valign="top">14.304(0.016)</td>
<td align="center" valign="top">16.208(1.849)</td>
<td align="center" valign="top">12.761(1.629)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Other races</td>
<td align="center" valign="top">9.300(0.010)</td>
<td align="center" valign="top">8.807(1.191)</td>
<td align="center" valign="top">9.698(1.241)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Education (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.003</td>
</tr>
<tr>
<td align="left" valign="top">&#x003C;11th grade</td>
<td align="center" valign="top">9.006(0.007)</td>
<td align="center" valign="top">7.990(0.908)</td>
<td align="center" valign="top">9.830(0.718)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">High school graduate</td>
<td align="center" valign="top">26.781(0.019)</td>
<td align="center" valign="top">25.440(2.502)</td>
<td align="center" valign="top">27.869(1.177)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Some college</td>
<td align="center" valign="top">31.165(0.015)</td>
<td align="center" valign="top">28.381(2.258)</td>
<td align="center" valign="top">33.421(1.546)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">College graduate or above</td>
<td align="center" valign="top">33.048(0.030)</td>
<td align="center" valign="top">38.189(3.656)</td>
<td align="center" valign="top">28.881(2.408)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Smoking (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.063</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">84.430(0.026)</td>
<td align="center" valign="top">83.783(1.570)</td>
<td align="center" valign="top">84.954(1.112)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Some day</td>
<td align="center" valign="top">3.582(0.004)</td>
<td align="center" valign="top">2.873(0.610)</td>
<td align="center" valign="top">4.156(0.536)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Every day</td>
<td align="center" valign="top">11.989(0.010)</td>
<td align="center" valign="top">13.344(1.264)</td>
<td align="center" valign="top">10.890(0.950)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Dietary supplements</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.156</td>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">58.598(0.025)</td>
<td align="center" valign="top">57.190(2.121)</td>
<td align="center" valign="top">59.760(1.722)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Hypertension (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">39.692(0.023)</td>
<td align="center" valign="top">23.361(1.839)</td>
<td align="center" valign="top">52.927(1.984)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Diabetes (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">15.414(0.008)</td>
<td align="center" valign="top">4.390(0.669)</td>
<td align="center" valign="top">24.347(1.228)</td>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec21">
<label>3.2.</label>
<title>The relationship of log vitamin K and MAFLD</title>
<p>We used restricted cubic splines to estimate the dose&#x2013;response relationship between log vitamin K intake and MAFLD. The results showed a nonlinear relationship between log vitamin K and MAFLD (<xref rid="fig1" ref-type="fig">Figure 1</xref>). The log vitamin K inflection point was approximately 2.00 (equal to vitamin K intake of 100&#x2009;&#x03BC;g), and log vitamin K was a protective factor for MAFLD after the inflection. In a continuous log vitamin K variable, log vitamin K was negatively correlated with MAFLD (OR&#x2009;=&#x2009;0.462, 95% CI: 0.277&#x2013;0.796, <italic>p</italic>&#x2009;=&#x2009;0.006) after adjusting for other control factors in the multivariate regression analysis. Compared with the Q1 quartile of the log vitamin K population, the Q4 quartile had a significantly different MAFLD prevalence in model 3 (OR&#x2009;=&#x2009;0.488, 95% CI: 0.302&#x2013;0.787, p&#x2009;=&#x2009;0.006). <italic>p</italic>-values for trends were significant in all three models (<xref rid="tab2" ref-type="table">Table 2</xref>). Furthermore, as shown in <xref rid="SM1" ref-type="supplementary-material">Supplementary Tables S1</xref>, <xref rid="sec31" ref-type="sec">S2</xref>, TG was negatively correlated with log vitamin K (&#x03B2;&#x2009;=&#x2009;&#x2212;0.027, 95% CI: &#x2212;0.041&#x2013; &#x2212;0.013, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) and positively correlated with MAFLD (OR&#x2009;=&#x2009;2.384, 95%CI: 2.392&#x2013;3.367, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001); conversely, HDL was positively correlated with log vitamin K (&#x03B2;&#x2009;=&#x2009;0.132, 95% CI: 0.082&#x2013;0.182, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) and negative correlated with MAFLD (OR&#x2009;=&#x2009;0.164, 95%CI: 0.115&#x2013;0.232, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>The dose&#x2013;response relationship between log vitamin K and MAFLD. Model adjusted for age, sex, race, body mass index, education, smoking, alcohol, aspartate aminotransferase, alanine Aminotransferase, minutes sedentary activity, energy, HEI-2015; diabetes mellitus; hypertension, and drug.</p>
</caption>
<graphic xlink:href="fnut-10-1086477-g001.tif"/>
</fig>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>The relationship of log vitamin K and MAFLD.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Exposure</th>
<th align="center" valign="top">Model 1<xref rid="tfn1" ref-type="table-fn"><sup>a</sup></xref></th>
<th align="center" valign="top">Model 2<xref rid="tfn2" ref-type="table-fn"><sup>b</sup></xref></th>
<th align="center" valign="top">Model 3<xref rid="tfn3" ref-type="table-fn"><sup>c</sup></xref></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Log vitamin K (continuous)</td>
<td align="center" valign="top">0.663(0.481,0.915) 0.016</td>
<td align="center" valign="top">0.559(0.410,0.762) 0.003</td>
<td align="center" valign="top">0.462(0.277,0.769) 0.006</td>
</tr>
<tr>
<td align="left" valign="top" colspan="4"><bold>Quartile of log vitamin K</bold></td>
</tr>
<tr>
<td align="left" valign="top">Q1(&#x2264;1.75)</td>
<td align="center" valign="top">1.000</td>
<td align="center" valign="top">1.000</td>
<td align="center" valign="top">1.000</td>
</tr>
<tr>
<td align="left" valign="top">Q2(1.75&#x2013;1.97)</td>
<td align="center" valign="top">1.052(0.828,1.337) 0.650</td>
<td align="center" valign="top">0.978(0.739,1.295) 0.853</td>
<td align="center" valign="top">0.692(0.515,0.928) 0.017</td>
</tr>
<tr>
<td align="left" valign="top">Q3(1.97&#x2013;2.21)</td>
<td align="center" valign="top">0.863(0.665,1.120) 0.243</td>
<td align="center" valign="top">0.698(0.517,0.941) 0.026</td>
<td align="center" valign="top">0.592(0.407,0.861) 0.009</td>
</tr>
<tr>
<td align="left" valign="top">Q4(&#x003E;2.21)</td>
<td align="center" valign="top">0.708(0.490,1.022) 0.063</td>
<td align="center" valign="top">0.601(0.415,0.870) 0.015</td>
<td align="center" valign="top">0.488(0.302,0.787) 0.006</td>
</tr>
<tr>
<td align="left" valign="top">P-trend</td>
<td align="center" valign="top">0.024</td>
<td align="center" valign="top">0.004</td>
<td align="center" valign="top">0.008</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1">
<label>a</label>
<p>Non adjusted model.</p>
</fn>
<fn id="tfn2">
<label>b</label>
<p>Minimally adjusted model: adjusted for age, sex, and race.</p>
</fn>
<fn id="tfn3">
<label>c</label>
<p>Fully adjusted model: age, sex, race, body mass index, education, smoking, alcohol, aspartate aminotransferase, alanine Aminotransferase, minutes sedentary activity, energy, HEI-2015; diabetes mellitus; hypertension, and drug.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec22">
<label>3.3.</label>
<title>Subgroup analysis</title>
<p>We divided the population into those with and without dietary supplements. In those who did not take dietary supplements, we found that log vitamin K was a protective factor for MAFLD, regardless of the adjustment for other covariates (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). In model 3, compared with the Q1 (&#x2264;1.75, equal to &#x003C;56&#x2009;&#x03BC;g), the Q4 (&#x003E;2.21, equal to &#x003E;162&#x2009;&#x03BC;g) population had a lower risk of MAFLD (OR&#x2009;=&#x2009;0.373, 95% CI: 0.186&#x2013;0.751, <italic>p</italic>&#x2009;=&#x2009;0.009). Among those who consumed dietary supplements, although log vitamin K was found to be a protective factor for MAFLD in model 1 and model 2 (p&#x2009;&#x003C;&#x2009;0.05), the relationship between log vitamin K and MAFLD was not statistically significant in model 3 (OR&#x2009;=&#x2009;0.489, 95% CI: 0.238&#x2013;1.001, <italic>p</italic>&#x2009;=&#x2009;0.050). The details are given in <xref rid="tab3" ref-type="table">Table 3</xref>.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>The relationship of log vitamin K and MAFLD in with or without dietary supplements.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Population</th>
<th align="left" valign="top">Exposure</th>
<th align="center" valign="top">Model 1<xref rid="tfn4" ref-type="table-fn"><sup>a</sup></xref></th>
<th align="center" valign="top">Model 2<xref rid="tfn5" ref-type="table-fn"><sup>b</sup></xref></th>
<th align="center" valign="top">Model 3<xref rid="tfn6" ref-type="table-fn"><sup>c</sup></xref></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="7">Without dietary supplements</td>
<td align="left" valign="top">Log vitamin K (continuous)</td>
<td align="center" valign="top">0.709(0.496,1.012) 0.057</td>
<td align="center" valign="top">0.632(0.425,0.938) 0.028</td>
<td align="center" valign="top">0.346(0.159,0.750) 0.011</td>
</tr>
<tr>
<td align="left" valign="top" colspan="4"><bold>Quartile of log vitamin K</bold></td>
</tr>
<tr>
<td align="left" valign="top">Q1(&#x2264;1.75)</td>
<td align="center" valign="top">1.000</td>
<td align="center" valign="top">1.000</td>
<td align="center" valign="top">1.000</td>
</tr>
<tr>
<td align="left" valign="top">Q2(1.75&#x2013;1.97)</td>
<td align="center" valign="top">1.273(0.802,2.022) 0.277</td>
<td align="center" valign="top">1.192(0.652,2.182) 0.503</td>
<td align="center" valign="top">0.962(0.504,1.837) 0.901</td>
</tr>
<tr>
<td align="left" valign="top">Q3(1.97&#x2013;2.21)</td>
<td align="center" valign="top">0.938(0.648,1.356) 0.710</td>
<td align="center" valign="top">0.812(0.511,1.289) 0.302</td>
<td align="center" valign="top">0.721(0.420,1.239) 0.217</td>
</tr>
<tr>
<td align="left" valign="top">Q4(&#x003E;2.21)</td>
<td align="center" valign="top">0.714(0.508,1.004) 0.052</td>
<td align="center" valign="top">0.658(0.434,0.996) 0.048</td>
<td align="center" valign="top">0.373(0.186,0.751) 0.009</td>
</tr>
<tr>
<td align="left" valign="top">P-trend</td>
<td align="center" valign="top">0.083</td>
<td align="center" valign="top">0.035</td>
<td align="center" valign="top">0.018</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="7">With dietary supplements</td>
<td align="left" valign="top">Log vitamin K (continuous)</td>
<td align="center" valign="top">0.569(0.329,0.986) 0.045</td>
<td align="center" valign="top">0.509(0.286,0.906) 0.027</td>
<td align="center" valign="top">0.555(0.247,1.247) 0.142</td>
</tr>
<tr>
<td align="left" valign="top" colspan="4"><bold>Quartile of log vitamin K</bold></td>
</tr>
<tr>
<td align="left" valign="top">Q1(&#x2264;1.75)</td>
<td align="center" valign="top">1.000</td>
<td align="center" valign="top">1.000</td>
<td align="center" valign="top">1.000</td>
</tr>
<tr>
<td align="left" valign="top">Q2(1.75&#x2013;1.97)</td>
<td align="center" valign="top">0.816(0.598,1.115) 0.181</td>
<td align="center" valign="top">0.770(0.526,1.127) 0.144</td>
<td align="center" valign="top">0.500(0.300,0.833) 0.011</td>
</tr>
<tr>
<td align="left" valign="top">Q3(1.97&#x2013;2.21)</td>
<td align="center" valign="top">0.717(0.467,1.101) 0.117</td>
<td align="center" valign="top">0.585(0.357,0.959) 0.038</td>
<td align="center" valign="top">0.519(0.286,0.940) 0.033</td>
</tr>
<tr>
<td align="left" valign="top">Q4(&#x003E;2.21)</td>
<td align="center" valign="top">0.587(0.348,0.989) 0.046</td>
<td align="center" valign="top">0.517(0.297,0.902) 0.027</td>
<td align="center" valign="top">0.489(0.238,1.001) 0.050</td>
</tr>
<tr>
<td align="left" valign="top">P-trend</td>
<td align="center" valign="top">0.059</td>
<td align="center" valign="top">0.030</td>
<td align="center" valign="top">0.142</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn4">
<label>a</label>
<p>Non adjusted model.</p>
</fn>
<fn id="tfn5">
<label>b</label>
<p>Minimally adjusted model: adjusted for age, sex, and race.</p>
</fn>
<fn id="tfn6">
<label>c</label>
<p>Fully adjusted model: age, sex, race, body mass index, education, smoking, alcohol, aspartate aminotransferase, alanine Aminotransferase, minutes sedentary activity, energy, HEI-2015; diabetes mellitus; hypertension, and drug.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>We also analyzed other subgroups and found that in the population aged &#x003C;40 or 40&#x2013;65&#x2009;years, men and women, BMI &#x003C; 30&#x2009;kg/m<sup>2</sup>, HEI-2015&#x2009;&#x2264;&#x2009;50 or&#x2009;&#x003E;&#x2009;58, energy &#x2264;1,641 or&#x2009;&#x003E;&#x2009;2,358&#x2009;kcal, non-DM or DM, and non-hypertension, the log vitamin K was negatively associated with the prevalence of MAFLD (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). These potential factors did not interact with log vitamin K values in the prevalence of MAFLD. The details are provided in <xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S2</xref>.</p>
</sec>
<sec id="sec23">
<label>3.4.</label>
<title>Sensitivity analysis</title>
<p>We performed a series of sensitivity analyses to assess the robustness of the findings. Collinearity diagnostics showed that vitamin K did not have collinearity with other variables (all VIF &#x003C; 10) in multivariate regression models, regardless of sex (<xref rid="SM1" ref-type="supplementary-material">Supplementary Table S3</xref>). After replacing the extremes of vitamin K intake, the correlation between log vitamin K and MAFLD in models 1, 2, and 3 was consistent with the findings in <xref rid="tab2" ref-type="table">Table 2</xref>, showing good model stability in this study (<xref rid="SM1" ref-type="supplementary-material">Supplementary Table S4</xref>).</p>
</sec>
</sec>
<sec id="sec24" sec-type="discussions">
<label>4.</label>
<title>Discussion</title>
<p>Studies have shown that vitamins are essential trace elements involved in various biological functions, and the processes of their metabolism, storage, and activation occur in the liver (<xref ref-type="bibr" rid="ref28">28</xref>); therefore, liver diseases are usually associated with vitamin disorders. Metabolic fatty liver disease is characterized by hepatic steatosis combined with one or more metabolic abnormalities. In this study, fatty liver degeneration was defined by CAP. Compared with conventional ultrasound, CAP can detect a milder degree of steatosis and has a good correlation with liver biopsy being used for steatosis detection (<xref ref-type="bibr" rid="ref6">6</xref>). Although the number of patients diagnosed with MAFLD is similar to the number of patients with NAFLD (<xref ref-type="bibr" rid="ref29">29</xref>), the risk of cirrhosis and liver cancer is more likely to be higher in people with MAFLD because they have higher liver enzyme levels and more diseases&#x2014;related to glucose and lipid metabolism (<xref ref-type="bibr" rid="ref30">30</xref>). To the best of our knowledge, this is the first study to explore the relationship between vitamin K intake from diet and dietary supplements and MAFLD. The results showed that compared with the non-MAFLD population, vitamin K intake was lower in the MAFLD population (123.113&#x2009;&#x00B1;&#x2009;4.635&#x2009;&#x03BC;g vs. 145.064&#x2009;&#x00B1;&#x2009;7.759&#x2009;&#x03BC;g). Higher vitamin K intake could lower the risk of MAFLD, compared to the population with a vitamin K intake of &#x2264;56.23&#x2009;&#x03BC;g (equal to log vitamin K&#x2009;&#x2264;&#x2009;1.75), there was a 50% risk of MAFLD in the population with a vitamin K intake of &#x003E;162.18&#x2009;&#x03BC;g (equal to log vitamin K&#x2009;&#x003E;&#x2009;2.21), which was 40% in the population without dietary supplements intake.</p>
<p>Vitamin K is a lipophilic micronutrient divided into phylloquinone and menaquinone (<xref ref-type="bibr" rid="ref31">31</xref>). In humans, the dietary intake of phylloquinone comes mainly from vegetables and vegetable oils, while menaquinone comes from animal products and bacterially fermented foods (<xref ref-type="bibr" rid="ref32">32</xref>). Vitamin K was first known for its role in blood clotting, but it can also regulate inflammation, and reduce oxidation (<xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref34">34</xref>). Ferroptosis is regulated by multiple cellular metabolic events, including redox homeostasis, iron handling, mitochondrial activity, and metabolism of amino acids, lipids, and sugars (<xref ref-type="bibr" rid="ref35">35</xref>). Recent studies have found that the vitamin K cycle can protect cells against detrimental lipid peroxidation and ferroptosis (<xref ref-type="bibr" rid="ref36">36</xref>). In animal experiments, it was found that vitamin K supplementation can downregulate the glycosylated blood glucose protein and insulin resistance in diabetic rats (<xref ref-type="bibr" rid="ref37">37</xref>), and reduce body fat accumulation and serum triglyceride (TRG) levels in obese rats (<xref ref-type="bibr" rid="ref38">38</xref>). Population trials have found that increased dietary intake of vitamin K appears to be associated with a lower incidence of DM (<xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref40">40</xref>). Vitamin K administration in mice fed a high-fat diet can significantly increase Gla-Gas6 protein levels, upregulate AMPK phosphorylation state, and reduce SREBP1 and PPAR&#x03B1; expression. Therefore, it is speculated that the mechanism of vitamin K on lipid metabolism may be mediated by the activation of Gas6 protein (<xref ref-type="bibr" rid="ref41">41</xref>), then regulating AMPK SREBP1/FAS and PPAR&#x03B1;/CPT1A/UCP2 signaling cascades in hepatic lipid metabolism, thereby maintaining whole-body lipid homeostasis (<xref ref-type="bibr" rid="ref42">42</xref>). Vitamin K is involved in the activation of the AMP-activated protein kinase/sirtuin 1 pathway in the liver, which, in turn, upregulates phosphoinositide 3-kinase and glucose transporter 2 to reduce insulin resistance and fasting blood glucose (<xref ref-type="bibr" rid="ref37">37</xref>). In this study, we also found that higher vitamin K intake could reduce the risk of MAFLD in the DM population, and individuals with a higher intake of vitamin K had lower TG and higher HDL levels. These results suggest that the anti-inflammatory, anti-ferroptosis, and antioxidant effects of vitamin K regulate glucose and lipid metabolism disorders (<xref ref-type="bibr" rid="ref43">43</xref>). The pathogenesis of MAFLD is mainly related to metabolic disorders and altered glucose-insulin homeostasis; therefore, vitamin K may reduce the risk of MAFLD by stabilizing glucose-lipid metabolism.</p>
<p>Interestingly, in the stratified analysis, when adjusting for no other variables or adjusting for sex, age, and race, vitamin K significantly reduced the risk of MAFLD among those who consumed dietary supplements, but when the model continued to add moderator variables (activity, other nutrients, and disease), this protective effect was not statistically significant. This result may indicate that the effect of vitamin K on MAFLD may not be significant in the population consuming dietary supplements, which may be affected by other dietary nutrients. In this study, we also observed inconsistency regarding the relationship between vitamin K and MAFLD based on the HEI-2015 and energy subgroup analyses. In another study, a diet rich in vitamin K was associated with a lower prevalence of decreased high-density lipoprotein cholesterol, high serum triglycerides, and hyperglycemia. However, after adjusting for dietary confounders, the effect remained significant only for hyperglycemia (<xref ref-type="bibr" rid="ref44">44</xref>). Studies have shown that vitamin K function is also related to age, sex, and/or menopause. Additionally, since vitamin K is a fat-soluble vitamin, obesity increases the storage of some fat-soluble nutrients (<xref ref-type="bibr" rid="ref19">19</xref>). Therefore, vitamin K intake may not play a role in obesity. Age, sex, and menopause have been shown to affect vitamin K metabolism (<xref ref-type="bibr" rid="ref31">31</xref>). Plasma phylloquinone levels were found to be significantly higher in the elderly (&#x003E;60&#x2009;years) than in the young (&#x003C;40&#x2009;years) independent of dietary intake (<xref ref-type="bibr" rid="ref45">45</xref>, <xref ref-type="bibr" rid="ref46">46</xref>). This finding indicates that there may be a protective effect of vitamin K against MAFLD in young men, but not in older age. In this study, it was also found that vitamin K did not reduce the risk of MAFLD in the elderly and obese groups. In short, although it is unclear how vitamin K exerts its antioxidant and anti-inflammatory effects, this study suggests that increasing vitamin K intake may reduce the risk of MAFLD, especially in populations that do not consume any dietary supplements.</p>
<p>Our study has several strengths. First, the source of vitamin K is not only food but also dietary supplements. The relationship between vitamin K and MAFLD was analyzed between those who used dietary supplements and those who did not. Second, the NHANES database contains a large and nationally representative sample of the adult population in the United States. Third, the study used the weight in the analysis method to adjust for covariates in different models and considered the association of vitamin K and MAFLD in different populations, thus performing a sensitivity analysis. However, our study also had a few limitations. First, the cross-sectional design of our study could not accurately reflect the causal relationship between vitamin K levels and the risk of MAFLD. Second, 24&#x2009;h dietary interviews do not necessarily reflect long-term dietary consumption habits. Third, although the study was adjusted for many covariates, the effect of unmeasured confounders cannot be ruled out. Fourth, dietary supplements are not intended for people who only take vitamin K supplements and do not distinguish between different food sources of vitamins and different vitamin subtypes (K1 and K2).</p>
</sec>
<sec id="sec25" sec-type="conclusions">
<label>5.</label>
<title>Conclusion</title>
<p>Vitamin K is inversely associated with the prevalence of MAFLD, suggesting that a higher vitamin K intake is associated with a lower risk of MAFLD. This negative relationship is more significant in the individuals who were not taking dietary supplements. Nevertheless, this study was an observational study, and the plasma concentration of vitamin K was not detected to confirm the effect of the vitamin K increase in the body. Therefore, the relationship between vitamin K intake and plasma vitamin K levels and the relationship between plasma vitamin K and glucose and lipid metabolism should be continued explored in population studies, and their possible mechanisms should be explored in animal experiments.</p>
</sec>
<sec id="sec26" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="sec27">
<title>Ethics statement</title>
<p>The Ethics Review Board of the National Center for Health Statistics approved the NHANES protocol and informed consent was obtained from all participants (<xref ref-type="bibr" rid="ref18">18</xref>). All data can be freely downloaded from NHANES website (<ext-link xlink:href="https://www.cdc.gov/nchs/nhanes/index.htm" ext-link-type="uri">https://www.cdc.gov/nchs/nhanes/index.htm</ext-link>).</p>
</sec>
<sec id="sec28">
<title>Author contributions</title>
<p>XW, WZ, JH, HL, and JG contributed to the study conception and design. XW, HL, and JG designed the study. WZ and JH organized and analyzed the data and wrote the manuscript. XW and HL contributed materials/analysis tools. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="sec29" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by the Incubation Fund of Zhongshan Hospital (Xiamen), Fudan University (No. 2020ZS XM YS 24).</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="sec31" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fnut.2023.1086477/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fnut.2023.1086477/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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</ref-list>
<glossary>
<def-list>
<title>Abbreviations</title>
<def-item>
<term>MFALD</term>
<def>
<p>Metabolic dysfunction-associated fatty liver disease</p>
</def>
</def-item>
<def-item>
<term>NAFLD</term>
<def>
<p>Non-alcoholic fatty liver disease</p>
</def>
</def-item>
<def-item>
<term>NHANES</term>
<def>
<p>National Health and Nutrition Examination Surveys</p>
</def>
</def-item>
<def-item>
<term>DGA</term>
<def>
<p>Dietary Guidelines for Americans</p>
</def>
</def-item>
<def-item>
<term>CDC</term>
<def>
<p>Centers for Disease Control and Prevention</p>
</def>
</def-item>
<def-item>
<term>HEI</term>
<def>
<p>Healthy Eating index</p>
</def>
</def-item>
<def-item>
<term>CRP</term>
<def>
<p>C-reactive protein</p>
</def>
</def-item>
<def-item>
<term>AST</term>
<def>
<p>Aspartate aminotransferase</p>
</def>
</def-item>
<def-item>
<term>ALT</term>
<def>
<p>Alanine aminotransferase</p>
</def>
</def-item>
<def-item>
<term>SE</term>
<def>
<p>Standard error</p>
</def>
</def-item>
<def-item>
<term>BMI</term>
<def>
<p>body mass index</p>
</def>
</def-item>
<def-item>
<term>LSM</term>
<def>
<p>Liver stiffness measurements</p>
</def>
</def-item>
<def-item>
<term>DM</term>
<def>
<p>Diabetes mellitus</p>
</def>
</def-item>
<def-item>
<term>TC</term>
<def>
<p>Cholesterol</p>
</def>
</def-item>
<def-item>
<term>TG</term>
<def>
<p>Triglycerides</p>
</def>
</def-item>
<def-item>
<term>LDL</term>
<def>
<p>Low-density lipoprotein</p>
</def>
</def-item>
<def-item>
<term>HDL</term>
<def>
<p>High-density lipoprotein</p>
</def>
</def-item>
</def-list>
</glossary>
<fn-group>
<fn id="fn0005">
<p><sup>1</sup><ext-link xlink:href="https://www.cdc.gov/nchs/nhanes/index.htm" ext-link-type="uri">https://www.cdc.gov/nchs/nhanes/index.htm</ext-link>
</p>
</fn>
</fn-group>
</back>
</article>