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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2024.1396576</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effect of reducing saturated fat intake on cardiovascular disease in adults: an umbrella review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Aramburu</surname> <given-names>Adolfo</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>
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</contrib>
<contrib contrib-type="author">
<name><surname>Dolores-Maldonado</surname> <given-names>Gandy</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Curi-Quinto</surname> <given-names>Katherine</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1825375/overview"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Cueva</surname> <given-names>Karen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Alvarado-Gamarra</surname> <given-names>Giancarlo</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1699986/overview"/>
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<contrib contrib-type="author">
<name><surname>Alcal&#x00E1;-Marcos</surname> <given-names>Katherine</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Celis</surname> <given-names>Carlos R.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2331809/overview"/>
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<contrib contrib-type="author">
<name><surname>Lanata</surname> <given-names>Claudio F.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Centro de Promoci&#x00F3;n de Estilos de Vida Saludable, Instituto de Investigaci&#x00F3;n Nutricional (IIN)</institution>, <addr-line>Lima</addr-line>, <country>Peru</country></aff>
<aff id="aff2"><sup>2</sup><institution>Faculty of Science Health, Universidad Peruana de Ciencias Aplicadas</institution>, <addr-line>Lima</addr-line>, <country>Peru</country></aff>
<aff id="aff3"><sup>3</sup><institution>Instituto Nacional Cardiovascular &#x201C;Carlos Alberto Peschiera Carrillo&#x201D;&#x2014;INCOR</institution>, <addr-line>Lima</addr-line>, <country>Peru</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Pediatrics, School of Medicine, Vanderbilt University</institution>, <addr-line>Nashville, TN</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Maroof Alam, University of Michigan, United States</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Nihal Medatwal, Stony Brook University, United States</p>
<p>Azaj Ahmed, The University of Iowa, United States</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Adolfo Aramburu, <email>aaramburu@iin.sld.pe</email></corresp>
<corresp id="c002">Giancarlo Alvarado-Gamarra, <email>aalvarado@iin.sld.pe</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>06</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1396576</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>05</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Aramburu, Dolores-Maldonado, Curi-Quinto, Cueva, Alvarado-Gamarra, Alcal&#x00E1;-Marcos, Celis and Lanata.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Aramburu, Dolores-Maldonado, Curi-Quinto, Cueva, Alvarado-Gamarra, Alcal&#x00E1;-Marcos, Celis and Lanata</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>Introduction</title>
<p>Our objective was to explore the effect of the reduction of saturated fat (SAF) intake on cardiovascular disease, mortality and other health-related outcomes in adults.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>We conducted an umbrella review, searching Medline, Scopus, EMBASE, Cochrane Library, and LILACS databases for systematic reviews from December 1, 2012, to December 1, 2022. We have included meta-analyses of randomized controlled trials (RCTs) and cohort studies. We extracted effect sizes (95%CI), heterogeneity (<italic>I</italic><sup>2</sup>), and evidence quality rating based on the population, intervention, comparator, and outcomes.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>21 meta-analyses were included (three were from RCTs, and 18 were from cohort studies). Among meta-analyses of RCTs, 15 of the 45 associations were significant. The effect of reduction in SAF intake on combined cardiovascular events (RR 0.79, 95%CI 0.66&#x2013;0.93) was graded as having moderate certainty of evidence. We found no effect on all-cause mortality, cardiovascular mortality, cancer deaths, and other cardiovascular events. Among meta-analyses of cohort studies, five of the 19 associations were significant. There was an increase in coronary heart disease mortality (HR 1.10, 95% CI 1.01&#x2013;1.21) and breast cancer mortality (HR 1.51, 95% CI 1.09&#x2013;2.09) in participants with higher SFA intake compared to reduced SFA. We found no effect on all-cause mortality, cardiovascular mortality, and other cardiovascular events.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>This umbrella review found the reduction in SAF intake probably reduces cardiovascular events and other health outcomes. However, it has little or no effect on cardiovascular mortality and mortality from other causes. More high-quality clinical trials with long-term follow-up are needed.</p>
<p><bold>Systematic review registration</bold>: CRD42022380859.</p>
</sec>
</abstract>
<kwd-group>
<kwd>adult</kwd>
<kwd>cardiovascular diseases</kwd>
<kwd>fatty acids</kwd>
<kwd>dietary fats</kwd>
<kwd>mortality</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="59"/>
<page-count count="12"/>
<word-count count="8005"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Public Health and Nutrition</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Cardiovascular disease (CVD) is the leading global cause of death, generating a significant impact on the public health systems of the United States, Europe, and even in low- and middle-income countries (LMCIs), with a secular tendency to increase in recent years. Also, with high annual direct and indirect costs associated with these deaths, including health expenditures and lost productivity (<xref ref-type="bibr" rid="ref1 ref2 ref3 ref4 ref5">1&#x2013;5</xref>).The American Heart Association (AHA), in conjunction with the National Institutes of Health (NIH) and other government agencies, provides each year a document named the AHA&#x2019;s <italic>Life&#x2019;s Essential 8</italic>, which include core health behaviors (smoking, physical activity, diet, and weight) and health factors (cholesterol, blood pressure, and glucose control) that contribute to cardiovascular health (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref7">7</xref>). In this context, improving the nutritional quality of the diet has been recognized as a relevant lifestyle approach to reducing the risk of atherosclerotic cardiovascular disease (ASCVD) (<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref8">8</xref>).</p>
<p>Public health dietary advice on prevention of CVD has changed over time (<xref ref-type="bibr" rid="ref9">9</xref>). Regarding saturated fat (SAF) intake, both the American College of Cardiology (ACC) and the AHA (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref10">10</xref>), as well as the European Society of Cardiology (ESC) (<xref ref-type="bibr" rid="ref11">11</xref>), recommend replacing saturated with unsaturated fats to reduce the risk of ASCVD. However, these recommendations are based on observational studies and some randomized controlled trials (RCTs) that show discrepancies in their results (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref12 ref13 ref14 ref15 ref16 ref17 ref18 ref19 ref20 ref21 ref22 ref23">12&#x2013;23</xref>). In that sense, certain groups suggest that there is not robust evidence supporting the idea that reducing SAF intake, substituting it with unsaturated fats, or adhering to existing population-wide arbitrary upper limits on SAF consumption will effectively prevent CVD mortality (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref24 ref25 ref26 ref27">24&#x2013;27</xref>).</p>
<p>On the other hand, most healthcare interventions evaluated in Cochrane Reviews are not supported by high-quality evidence, and harms are under-reported (<xref ref-type="bibr" rid="ref28">28</xref>). Additionally, some organizations rely on low-quality evidence to formulate recommendations, justifying their decisions as consensus-based guidelines (<xref ref-type="bibr" rid="ref29">29</xref>). To ensure recommendations based on high-quality evidence, it is essential to develop trustworthy clinical practice guidelines (CPGs) that are informed by a systematic review of evidence and employ a standardized methodology, such as the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) approach (<xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref30">30</xref>).</p>
<p>Therefore, this umbrella review aimed to systematically identify meta-analyses of randomized controlled trials (RCTs) and cohort studies investigating the reduction of saturated fat (SAF) intake and its impact on cardiovascular disease, mortality, and other health-related outcomes in adults.</p>
</sec>
<sec sec-type="materials|methods" id="sec6">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec7">
<label>2.1</label>
<title>Protocol and registration</title>
<p>This study was performed according to the recommendations of the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) (<xref ref-type="bibr" rid="ref31">31</xref>). The study protocol was registered in the International Prospective Register of Systematic Reviews (PROSPERO), number CRD42022380859.</p>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Search strategy</title>
<p>We searched Medline, Scopus, EMBASE, Cochrane Library, and LILACS database of systematic reviews from December 01, 2012, to December 1, 2022. No language restriction. Our search strategy included Medical Subject Title (MeSH) terms and free-text terms such as &#x201C;Saturated Fatty Acid,&#x201D; &#x201C;Dietary Fats,&#x201D; &#x201C;Cardiovascular Diseases,&#x201D; &#x201C;Heart Disease Risk Factors,&#x201D; and &#x201C;cardiovascular outcomes.&#x201D; We adapted the search algorithms to the requirements of each database. The final search strategy is available as <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>.</p>
</sec>
<sec id="sec9">
<label>2.3</label>
<title>Eligibility criteria</title>
<p>Studies were included if they met the following criteria: (1) Population: Systematic reviews that include primary studies in adults (over 18&#x2009;years), at any risk of cardiovascular disease, with or without cardiovascular disease (but not acutely ill), using or not using lipid-lowering medication; (2) Systematic reviews with meta-analyses of RCTs or observational studies (cohort); (3) Intervention/comparator: RCTs comparing reduced SFA intake vs. higher SFA intake, and cohort studies comparing categories of low vs. high SFA intake; and (5) Outcomes: studies that reported cardiovascular events and mortality (all-cause mortality, cardiovascular mortality, and cancer deaths) as primary outcomes, and/or other secondary outcomes such as cancer, diabetes, glucose-insulin homeostasis, lipid profile, body weight, blood pressure, and quality of life. We excluded narrative reviews, scoping reviews, meta-analyses of studies with other study designs, comments, editorials, guidelines, and conference abstracts.</p>
</sec>
<sec id="sec10">
<label>2.4</label>
<title>Study selection</title>
<p>Duplicate documents were removed with Endnote X20 software. Six independent authors (AA, GD-M, KC-Q, GA-G, CC, and KA-M) selected the articles by titles and abstracts to identify potentially relevant articles. Then, articles were evaluated in full text to assess their eligibility. Any discrepancies were resolved by discussion with the third reviewer (CFL).</p>
</sec>
<sec id="sec11">
<label>2.5</label>
<title>Data extraction</title>
<p>Four independent authors (AA, GA-G, KA-M, and CC) extracted the data. Discrepancies were resolved with consensus. We recorded the following variables: author, year of publication, study design, number of participants and included studies, type of intervention/comparator, outcomes with their effect size with 95% confidence interval (CI), heterogeneity (I<sup>2</sup>), study follow-up range, and GRADE rating. Another author (GA-G) checked the quality of the data before analysis.</p>
<p>We assessed the overlapping of studies according to the &#x201C;corrected covered area (CCA)&#x2019;&#x201D; for each outcome. CCA &#x003E;5% was considered as significant overlap (<xref ref-type="bibr" rid="ref32">32</xref>). In this case, the study result with the highest score was prioritized in a score based on the date of publication, methodological quality, and number of primary studies included.</p>
</sec>
<sec id="sec12">
<label>2.6</label>
<title>Quality assessment</title>
<p>Four independent authors (AA, GA-G, CC, and KA-M) independently assessed the quality of the included studies using &#x201C;A Measurement Tool to Assess Systematic Reviews&#x201D; (AMSTAR-2), a third author (CFL) settled in case of doubt. This tool consists of 16 items (maximum score: 16. and minimum score: 0). Based on the critical domains, we consider high, moderate, low, and critically low quality in the results (<xref ref-type="bibr" rid="ref33">33</xref>).</p>
</sec>
<sec id="sec13">
<label>2.7</label>
<title>Statistical analysis</title>
<p>We have developed a narrative summary of the data from each included systematic review, including effect estimates with their 95% CI, statistical assessment of heterogeneity (<italic>I</italic><sup>2</sup>), GRADE score (certainty of evidence), and other study characteristics exactly as reported in the included systematic reviews. We performed sensitivity analyses to assess the effect on the outcomes excluded by overlap.</p>
</sec>
</sec>
<sec sec-type="results" id="sec14">
<label>3</label>
<title>Results</title>
<sec id="sec15">
<label>3.1</label>
<title>Study selection</title>
<p>A total of 2,427 documents were identified, and 579 duplicates were removed. In the review by title and abstract, there were 1848 potentially eligible studies. Then, 15 documents were excluded during the full-text evaluation (justification available in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 2</xref>), and finally 21 meta-analyses were included in the study (<xref ref-type="fig" rid="fig1">Figure 1</xref>), three articles were meta-analyses of RCTs (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref35">35</xref>) and 18 were meta-analyses of cohort studies (<xref ref-type="bibr" rid="ref17 ref18 ref19">17&#x2013;19</xref>, <xref ref-type="bibr" rid="ref36 ref37 ref38 ref39 ref40 ref41 ref42 ref43 ref44 ref45 ref46 ref47 ref48 ref49 ref50">36&#x2013;50</xref>). After the selection criteria, no studies were excluded due to overlap, but some outcomes were not analyzed because of data overlapping (list of excluded outcomes in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 3</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Flow chart of study selection.</p>
</caption>
<graphic xlink:href="fpubh-12-1396576-g001.tif"/>
</fig>
</sec>
<sec id="sec16">
<label>3.2</label>
<title>Characteristics of included studies</title>
<p>The three meta-analyses of RCTs (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref35">35</xref>) described 45 potential associations of cardiovascular disease and mortality associated with reduction in SAF intake. The number of RCTs were 125, with a sample of 663&#x2013;56,000 participants and a follow-up duration ranging from 3 to 9&#x2009;years (additional characteristics in <xref ref-type="table" rid="tab1">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Characteristics of meta-analyses of randomized clinical trials studying saturated fat intake.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Author (year)</th>
<th align="left" valign="top">Population</th>
<th align="left" valign="top">Type of intervention</th>
<th align="left" valign="top">Comparator</th>
<th align="center" valign="top">Study follow-up range</th>
<th align="center" valign="top">No. of included studies</th>
<th align="center" valign="top">Total participants</th>
<th align="center" valign="top">Outcomes <sup>a</sup></th>
<th align="left" valign="top">AMSTAR-2 rating</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Hooper et al. (<xref ref-type="bibr" rid="ref9">9</xref>)</td>
<td align="left" valign="top">Adults (18&#x2009;years or older, no upper age limit) at any risk of cardiovascular disease, with or without existing cardiovascular disease, using or not using lipid-lower in medication. Participants could be of either gender, but we excluded those who were acutely ill, pregnant or lactating.</td>
<td align="left" valign="top">Reduced SFA intake<sup>b</sup></td>
<td align="left" valign="top">Higher SFA intake<sup>c</sup></td>
<td align="center" valign="top">1.5&#x2013;9&#x2009;years<sup>d</sup></td>
<td align="center" valign="top">15</td>
<td align="center" valign="top">56,000</td>
<td align="center" valign="top">1,2,3,4,5,6,7,8,9,10,11,12,13,14,15</td>
<td align="left" valign="top">High</td>
</tr>
<tr>
<td align="left" valign="top">Imamura et al. (<xref ref-type="bibr" rid="ref34">34</xref>)</td>
<td align="left" valign="top">Adults (&#x2265;18&#x2009;years), non-pregnant.</td>
<td align="left" valign="top">Replacement SFA with MUFA or PUFA</td>
<td align="left" valign="top">Intake without replacement SFA</td>
<td align="center" valign="top">3&#x2013;168&#x2009;days</td>
<td align="center" valign="top">102</td>
<td align="center" valign="top">4,220</td>
<td align="center" valign="top">11</td>
<td align="left" valign="top">Critically low</td>
</tr>
<tr>
<td align="left" valign="top">Hannon et al. (<xref ref-type="bibr" rid="ref35">35</xref>)</td>
<td align="left" valign="top">Healthy adults (&#x2265;18&#x2009;years) with criteria for overweight and obesity without diagnosis of metabolic disease.</td>
<td align="left" valign="top">Replacement of SFA with MUFA or PUFA</td>
<td align="left" valign="top">Intake without replacement in SFA</td>
<td align="center" valign="top">4&#x2013;28&#x2009;weeks</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">663</td>
<td align="center" valign="top">12</td>
<td align="left" valign="top">Critically low</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>No, Number; AMSTAR-2, A Measurement Tool to Assess Systematic Reviews; SFA, Saturated fatty acids; MUFA, Monounsaturated fat; PUFA, Polyunsaturated fat. <sup>a</sup>1&#x2009;=&#x2009;All-cause mortality, 2&#x2009;=&#x2009;Cardiovascular mortality, 3&#x2009;=&#x2009;Coronary heart disease mortality, 4&#x2009;=&#x2009;Cancer deaths, 5&#x2009;=&#x2009;Combined cardiovascular events, 6&#x2009;=&#x2009;Myocardial infarction, 7&#x2009;=&#x2009;Non-Fatal myocardial infarction, 8&#x2009;=&#x2009;Coronary heart disease events, 9&#x2009;=&#x2009;Stroke, 10&#x2009;=&#x2009;Cancer diagnoses, 11&#x2009;=&#x2009;Glucose-insulin homeostasis, 12&#x2009;=&#x2009;Lipidic profile, 13&#x2009;=&#x2009;Body weight, 14&#x2009;=&#x2009;Blood Pressure, and 15&#x2009;=&#x2009;Quality of life. <sup>b</sup>By suggesting appropriate nutrient based or food-based aims, or which provided a general dietary aim, such as improving heart health or reducing total fat. The intervention had to be dietary advice, supplementation of fats, oils or modified or low-fat foods, or a provided diet. <sup>c</sup>Which could be a diet high in saturated fat, or a usual diet (not modified in SFA). <sup>d</sup>Range of mean years in trial.</p>
</table-wrap-foot>
</table-wrap>
<p>The 18 meta-analyses of cohort studies (<xref ref-type="bibr" rid="ref17 ref18 ref19">17&#x2013;19</xref>, <xref ref-type="bibr" rid="ref36 ref37 ref38 ref39 ref40 ref41 ref42 ref43 ref44 ref45 ref46 ref47 ref48 ref49 ref50">36&#x2013;50</xref>) described 19 potential associations of cardiovascular disease and mortality associated with reduction in SAF intake. The median number of studies per meta-analysis was 11 (interquartile range, IQR, 7&#x2013;15), the follow-up duration ranged from 1 to 32&#x2009;years, and the median sample was 462,268 participants (IQR, 318,747-836,322.5 participants) per meta-analysis (additional characteristics in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 4</xref>).</p>
</sec>
<sec id="sec17">
<label>3.3</label>
<title>Quality of studies</title>
<p>About meta-analyses of RCTs, the quality assessment revealed that one was rated as high quality (score: 16) (<xref ref-type="bibr" rid="ref9">9</xref>), while two were assessed as critically low quality (score: 13 and 10) (<xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref35">35</xref>). About meta-analyses of cohort studies (<xref ref-type="bibr" rid="ref17 ref18 ref19">17&#x2013;19</xref>, <xref ref-type="bibr" rid="ref36 ref37 ref38 ref39 ref40 ref41 ref42 ref43 ref44 ref45 ref46 ref47 ref48 ref49 ref50">36&#x2013;50</xref>), analysis revealed that three meta-analyses (16.7%) were of low quality, and 15 meta-analyses (83.3%) were of critically low quality, with a median score of 10.5 (interquartile range: 8&#x2013;12) (details in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 5</xref>).</p>
</sec>
<sec id="sec18">
<label>3.4</label>
<title>Description and summary of associations</title>
<sec id="sec19">
<label>3.4.1</label>
<title>Meta-analyses of RCTs</title>
<p>Fifteen of the 45 associations (33.3%) were statistically significant (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05) based on random-effects models. The identified associations comprised two types of intervention/comparator, including reduced SFA intake vs. higher SFA intake (51.1%) or replacement of SFA with monounsaturated fatty acids (MUFAs) or polyunsaturated fatty acids (PUFAs) vs. intake without replacement in SFA (48.9%). 30 associations analyzed non-repeated outcomes, including nine (30%) cardiovascular and mortality events, six (20%) lipid profile outcomes, nine (30%) glucose-insulin homeostasis outcomes, two (6.7%) blood pressure outcomes, two (6.7%) body weight outcomes, one outcome (3.3%) of quality of life, and another (3.3%) with a diagnosis of cancer. Also, 10 of the 24 associations (41.7%) had heterogeneity (<italic>I</italic><sup>2</sup>)&#x2009;&#x003E;&#x2009;50%, and eight (17.8%) of the 45 associations assessed the certainty of evidence using GRADE (three associations were supported by moderate certainty of evidence, others three were supported by very low, and two associations by low certainty of evidence). Summary of all associations in <xref ref-type="table" rid="tab2">Table 2</xref> and <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 6</xref>.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Summary of primary findings of meta-analyses of randomized clinical trials studying saturated fat intake.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Author (year)</th>
<th align="left" valign="top">Outcomes</th>
<th align="left" valign="top">Population</th>
<th align="left" valign="top">Type of intervention</th>
<th align="left" valign="top">Comparator</th>
<th align="center" valign="top">Study follow-up range <sup>a</sup></th>
<th align="center" valign="top">No. of included studies</th>
<th align="center" valign="top">Intervention/comparator</th>
<th align="center" valign="top">Measures of effect</th>
<th align="center" valign="top">Effect size (95%CI)</th>
<th align="center" valign="top"><italic>I</italic><sup>2</sup>,%</th>
<th align="left" valign="top">AMSTA-2 rating</th>
<th align="left" valign="top">GRADE rating</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="13">Mortality</td>
</tr>
<tr>
<td align="left" valign="middle">Hooper et al. (<xref ref-type="bibr" rid="ref9">9</xref>)</td>
<td align="left" valign="middle">All-cause mortality</td>
<td align="left" valign="middle">Adults (&#x2265; 18&#x2009;years)<sup>b</sup></td>
<td align="left" valign="middle">Reduced SFA intake<sup>c</sup></td>
<td align="left" valign="middle">Higher SFA intake<sup>d</sup></td>
<td align="center" valign="middle">1.5&#x2013;8.6</td>
<td align="center" valign="middle">12</td>
<td align="center" valign="middle">1495 en 22819/2053 en 33039</td>
<td align="center" valign="middle">RR</td>
<td align="center" valign="middle">0.96 (0.90, 1.03)</td>
<td align="center" valign="middle">2</td>
<td align="left" valign="middle">High</td>
<td align="left" valign="middle">Moderate</td>
</tr>
<tr>
<td align="left" valign="middle">Hooper et al. (<xref ref-type="bibr" rid="ref9">9</xref>)</td>
<td align="left" valign="middle">Cardiovascular mortality</td>
<td align="left" valign="middle">Adults (&#x2265; 18&#x2009;years)<sup>b</sup></td>
<td align="left" valign="middle">Reduced SFA intake<sup>c</sup></td>
<td align="left" valign="middle">Higher SFA intake<sup>d</sup></td>
<td align="center" valign="middle">1.5&#x2013;8.6</td>
<td align="center" valign="middle">11</td>
<td align="center" valign="middle">483 en 21844/613 en 31577</td>
<td align="center" valign="middle">RR</td>
<td align="center" valign="middle">0.94 (0.78, 1.13)</td>
<td align="center" valign="middle">36</td>
<td align="left" valign="middle">High</td>
<td align="left" valign="middle">Moderate</td>
</tr>
<tr>
<td align="left" valign="middle">Hooper et al. (<xref ref-type="bibr" rid="ref9">9</xref>)</td>
<td align="left" valign="middle">Coronary heart disease mortality</td>
<td align="left" valign="middle">Adults (&#x2265; 18&#x2009;years)<sup>b</sup></td>
<td align="left" valign="middle">Reduced SFA intake<sup>c</sup></td>
<td align="left" valign="middle">Higher SFA intake<sup>d</sup></td>
<td align="center" valign="middle">1.5&#x2013;8.6</td>
<td align="center" valign="middle">9</td>
<td align="center" valign="middle">415 en 21714/512 en 31445</td>
<td align="center" valign="middle">RR</td>
<td align="center" valign="middle">0.97 (0.82, 1.16)</td>
<td align="center" valign="middle">28</td>
<td align="left" valign="middle">High</td>
<td align="left" valign="middle">Low</td>
</tr>
<tr>
<td align="left" valign="middle">Hooper et al. (<xref ref-type="bibr" rid="ref9">9</xref>)</td>
<td align="left" valign="middle">Cancer deaths</td>
<td align="left" valign="middle">Adults (&#x2265; 18&#x2009;years)<sup>b</sup></td>
<td align="left" valign="middle">Reduced SFA intake<sup>c</sup></td>
<td align="left" valign="middle">Higher SFA intake<sup>d</sup></td>
<td align="center" valign="middle">1.9&#x2013;8.6</td>
<td align="center" valign="middle">5</td>
<td align="center" valign="middle">987 en 21270/1485 en 31013</td>
<td align="center" valign="middle">RR</td>
<td align="center" valign="middle">1.00 (0.61, 1.64)</td>
<td align="center" valign="middle">49</td>
<td align="left" valign="middle">High</td>
<td align="left" valign="middle">NR</td>
</tr>
<tr>
<td align="left" valign="top" colspan="13">Cardiovascular events</td>
</tr>
<tr>
<td align="left" valign="middle">Hooper et al. (<xref ref-type="bibr" rid="ref9">9</xref>)</td>
<td align="left" valign="middle">Combined cardiovascular events<sup>e</sup></td>
<td align="left" valign="middle">Adults (&#x2265; 18&#x2009;years)<sup>b</sup></td>
<td align="left" valign="middle">Reduced SFA intake<sup>c</sup></td>
<td align="left" valign="middle">Higher SFA intake<sup>d</sup></td>
<td align="center" valign="middle">1.5&#x2013;8.6</td>
<td align="center" valign="middle">11</td>
<td align="center" valign="middle">1816 en 21791/2660 en 31509</td>
<td align="center" valign="middle">RR</td>
<td align="center" valign="middle">0.79 (0.66, 0.93)</td>
<td align="center" valign="middle">65</td>
<td align="left" valign="middle">High</td>
<td align="left" valign="middle">Moderate</td>
</tr>
<tr>
<td align="left" valign="middle">Hooper et al. (<xref ref-type="bibr" rid="ref9">9</xref>)</td>
<td align="left" valign="middle">Myocardial infarction</td>
<td align="left" valign="middle">Adults (&#x2265; 18&#x2009;years)<sup>b</sup></td>
<td align="left" valign="middle">Reduced SFA intake<sup>c</sup></td>
<td align="left" valign="middle">Higher SFA intake<sup>d</sup></td>
<td align="center" valign="middle">1.5&#x2013;8.6</td>
<td align="center" valign="middle">11</td>
<td align="center" valign="middle">717 en 21725/997 en 31442</td>
<td align="center" valign="middle">RR</td>
<td align="center" valign="middle">0.90 (0.80, 1.01)</td>
<td align="center" valign="middle">10</td>
<td align="left" valign="middle">High</td>
<td align="left" valign="middle">Very low</td>
</tr>
<tr>
<td align="left" valign="middle">Hooper et al. (<xref ref-type="bibr" rid="ref9">9</xref>)</td>
<td align="left" valign="middle">Non-Fatal myocardial infarction</td>
<td align="left" valign="middle">Adults (&#x2265; 18&#x2009;years)<sup>b</sup></td>
<td align="left" valign="middle">Reduced SFA intake<sup>c</sup></td>
<td align="left" valign="middle">Higher SFA intake<sup>d</sup></td>
<td align="center" valign="middle">1.5&#x2013;8.6</td>
<td align="center" valign="middle">8</td>
<td align="center" valign="middle">571 en 21559/814 en 31275</td>
<td align="center" valign="middle">RR</td>
<td align="center" valign="middle">0.97 (0.87, 1.07)</td>
<td align="center" valign="middle">0</td>
<td align="left" valign="middle">High</td>
<td align="left" valign="middle">Low</td>
</tr>
<tr>
<td align="left" valign="middle">Hooper et al. (<xref ref-type="bibr" rid="ref9">9</xref>)</td>
<td align="left" valign="middle">Coronary heart disease events</td>
<td align="left" valign="middle">Adults (&#x2265; 18&#x2009;years)<sup>b</sup></td>
<td align="left" valign="middle">Reduced SFA intake<sup>c</sup></td>
<td align="left" valign="middle">Higher SFA intake<sup>d</sup></td>
<td align="center" valign="middle">1.5&#x2013;8.6</td>
<td align="center" valign="middle">11</td>
<td align="center" valign="middle">936 en 21743/1325 en 31456</td>
<td align="center" valign="middle">RR</td>
<td align="center" valign="middle">0.83 (0.68, 1.01)</td>
<td align="center" valign="middle">62</td>
<td align="left" valign="middle">High</td>
<td align="left" valign="middle">Very low</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="13">Stroke</td>
</tr>
<tr>
<td align="left" valign="middle">Hooper et al. (<xref ref-type="bibr" rid="ref9">9</xref>)</td>
<td align="left" valign="middle">Stroke</td>
<td align="left" valign="middle">Adults (&#x2265; 18&#x2009;years)<sup>b</sup></td>
<td align="left" valign="middle">Reduced SFA intake<sup>c</sup></td>
<td align="left" valign="middle">Higher SFA intake<sup>d</sup></td>
<td align="center" valign="middle">1.9&#x2013;8.6</td>
<td align="center" valign="middle">7</td>
<td align="center" valign="middle">454 en 20602/664 en 30350</td>
<td align="center" valign="middle">RR</td>
<td align="center" valign="middle">0.92 (0.68, 1.25)</td>
<td align="center" valign="middle">9</td>
<td align="left" valign="middle">High</td>
<td align="left" valign="middle">Very low</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>No, Number; CI, Confidence intervals; <italic>I</italic><sup>2</sup>, Statistic assessment of heterogeneity; %, Percentage; AMSTAR-2, A Measurement Tool to Assess Systematic Reviews; GRADE, Grading of recommendations, assessment, development, and evaluations; SFA, Saturated fatty acids; RR, Relative risk. NR, Not reported. <sup>a</sup>Range of mean years in trial. <sup>b</sup>Adults (18&#x2009;years or older, no upper age limit) at any risk of cardiovascular disease, with or without existing cardiovascular disease, using or not using lipid-lower in medication. Participants could be of either gender, but we excluded those who were acutely ill, pregnant or lactating. <sup>c</sup>By suggesting appropriate nutrient based or food-based aims, or which provided a general dietary aim, such as improving heart health or reducing total fat. The intervention had to be dietary advice, supplementation of fats, oils or modified or low-fat foods, or a provided diet. <sup>d</sup>Which could be a diet high in saturated fat, or a usual diet (not modified in SFA). <sup>e</sup>These included people experiencing any of the following: cardiovascular death, cardiovascular morbidity (non-fatal myocardial infarction, angina, stroke, heart failure, peripheral vascular events, and atrial fibrillation) and unplanned cardiovascular interventions (coronary artery bypass surgery or angioplasty).</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec20">
<label>3.4.2</label>
<title>Meta-analyses of cohort studies</title>
<p>Five of the 19 associations (26.3%) were statistically significant (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05) based on random-effects models. The identified associations comprised one type of intervention/comparator: higher vs. reduced SFA intake. 18 associations analyzed non-repeated outcomes, including 12 (66.7%) cardiovascular and mortality events, five (27.8%) with a diagnosis of cancer, and one (5.5%) with a diagnosis of diabetes. Additionally, seven of the 17 associations (41.2%) had heterogeneity (<italic>I</italic><sup>2</sup>)&#x2009;&#x003E;&#x2009;50%, and two (10.5%) of the 19 associations assessed the strength of evidence using GRADE (both were supported by very low certainty). Summary of all associations in <xref ref-type="table" rid="tab3">Table 3</xref> and <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 7</xref>.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Summary of primary findings of meta-analyses of cohorts studying saturated fat intake.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Author (year)</th>
<th align="left" valign="top">Outcomes</th>
<th align="left" valign="top">Population</th>
<th align="left" valign="top">Type of exposure</th>
<th align="left" valign="top">Comparator</th>
<th align="center" valign="top">Study follow-up range (years)</th>
<th align="center" valign="top">No. of included studies</th>
<th align="center" valign="top">Intervention/comparator</th>
<th align="center" valign="top">Measures of effect</th>
<th align="center" valign="top">Effect size (95%CI)</th>
<th align="center" valign="top"><italic>I</italic><sup>2</sup>,%</th>
<th align="left" valign="top">AMSTA-2 rating</th>
<th align="left" valign="top">GRADE rating</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="13">Mortality</td>
</tr>
<tr>
<td align="left" valign="middle">Mazidi et al. (<xref ref-type="bibr" rid="ref17">17</xref>)</td>
<td align="left" valign="middle">All-cause mortality</td>
<td align="left" valign="middle">Adults (&#x003E;18&#x2009;years)</td>
<td align="left" valign="top">Higher SFA intake: According to percentiles, gr/day, % energy, increase in different units</td>
<td align="left" valign="top">Reduced SFA intake: According to percentiles, gr/day, % energy, increase in different units</td>
<td align="center" valign="middle">3.7&#x2013;32</td>
<td align="center" valign="middle">14</td>
<td align="center" valign="middle">NR</td>
<td align="center" valign="middle">HR</td>
<td align="center" valign="middle">1.05 (0.99, 1.12)</td>
<td align="center" valign="middle">40</td>
<td align="left" valign="middle">Critically low</td>
<td align="left" valign="middle">NR</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">Kim et al. (<xref ref-type="bibr" rid="ref18">18</xref>)</td>
<td align="left" valign="middle" rowspan="4">Cardiovascular disease mortality</td>
<td align="left" valign="middle" rowspan="4">Adults (&#x003E;20&#x2009;years) without pre-existing disease at baseline</td>
<td align="left" valign="top">Higher SFA intake:</td>
<td align="left" valign="top">Reduced SFA intake:</td>
<td align="center" valign="middle" rowspan="4">6.1&#x2013;32</td>
<td align="center" valign="middle" rowspan="4">10</td>
<td align="center" valign="middle" rowspan="4">NR</td>
<td align="center" valign="middle" rowspan="4">RR</td>
<td align="center" valign="middle" rowspan="4">1.02 (0.92, 1.12)</td>
<td align="center" valign="middle" rowspan="4">78.2</td>
<td align="left" valign="middle" rowspan="4">Critically low</td>
<td align="left" valign="middle" rowspan="4">NR</td>
</tr>
<tr>
<td align="left" valign="top">Higher intake category</td>
<td align="left" valign="top">Lowest intake category</td>
</tr>
<tr>
<td align="left" valign="top">g/day (34.7)</td>
<td align="left" valign="top">g/day (67.5)</td>
</tr>
<tr>
<td align="left" valign="top">% total energy (range: 2.5&#x2013;8.7%)</td>
<td align="left" valign="top">% total energy (range: 7.3&#x2013;17.9%)</td>
</tr>
<tr>
<td align="left" valign="middle">Mazidi et al. (<xref ref-type="bibr" rid="ref17">17</xref>)</td>
<td align="left" valign="middle">Coronary heart disease mortality</td>
<td align="left" valign="middle">Adults (&#x003E;18&#x2009;years)</td>
<td align="left" valign="top">Higher SFA intake: According to percentiles, gr/day, % energy, increase in different units</td>
<td align="left" valign="top">Reduced SFA intake: According to percentiles, gr/day, % energy, increase in different units</td>
<td align="center" valign="middle">4.5&#x2013;23</td>
<td align="center" valign="middle">14 <sup>a</sup></td>
<td align="center" valign="middle">NR</td>
<td align="center" valign="middle">HR</td>
<td align="center" valign="middle">1.10 (1.01, 1.21)</td>
<td align="center" valign="middle">NR</td>
<td align="left" valign="middle">Critically low</td>
<td align="left" valign="middle">NR</td>
</tr>
<tr>
<td align="left" valign="middle">Cheng et al. (<xref ref-type="bibr" rid="ref49">49</xref>)</td>
<td align="left" valign="middle">Fatal stroke</td>
<td align="left" valign="middle">Adults (20&#x2013;89&#x2009;years)</td>
<td align="left" valign="middle">Higher SFA intake: Higher intake category (range: 20.3&#x2013;21&#x2009;gr/day)</td>
<td align="left" valign="middle">Reduced SFA intake: Lowest intake category (range: 7&#x2013;9.4&#x2009;gr/day)</td>
<td align="center" valign="middle">10.6&#x2013;23</td>
<td align="center" valign="middle">4<sup>b</sup></td>
<td align="center" valign="middle">NR</td>
<td align="center" valign="middle">RR</td>
<td align="center" valign="middle">0.75 (0.59, 0.94)</td>
<td align="center" valign="middle">0</td>
<td align="left" valign="middle">Critically low</td>
<td align="left" valign="middle">NR</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Kim et al. (<xref ref-type="bibr" rid="ref18">18</xref>)</td>
<td align="left" valign="middle" rowspan="3">Cancer mortality</td>
<td align="left" valign="middle" rowspan="3">Adults (&#x003E;20&#x2009;years) without pre-existing disease at baseline</td>
<td align="left" valign="top">Higher SFA intake:</td>
<td align="left" valign="top">Reduced SFA intake:</td>
<td align="center" valign="middle" rowspan="3">6.1&#x2013;32</td>
<td align="center" valign="middle" rowspan="3">6</td>
<td align="center" valign="middle" rowspan="3">NR</td>
<td align="center" valign="middle" rowspan="3">RR</td>
<td align="center" valign="middle" rowspan="3">1.09 (1.00, 1.18)</td>
<td align="center" valign="middle" rowspan="3">73.2</td>
<td align="left" valign="middle" rowspan="3">Critically low</td>
<td align="left" valign="middle" rowspan="3">NR</td>
</tr>
<tr>
<td align="left" valign="top">Higher intake category</td>
<td align="left" valign="top">Lowest intake category</td>
</tr>
<tr>
<td align="left" valign="top">% total energy (range: 3&#x2013;8.7%)</td>
<td align="left" valign="top">% total energy (range: 7.3&#x2013;17.9%)</td>
</tr>
<tr>
<td align="left" valign="middle">Brennan et al. (<xref ref-type="bibr" rid="ref50">50</xref>)</td>
<td align="left" valign="middle">Breast cancer mortality</td>
<td align="left" valign="middle">Adults (19&#x2013;75&#x2009;years)</td>
<td align="left" valign="middle">Higher SFA intake: Higher intake category</td>
<td align="left" valign="middle">Reduced SFA intake: Lowest intake category</td>
<td align="center" valign="middle">5.5&#x2013;18</td>
<td align="center" valign="middle">4 <sup>c</sup></td>
<td align="center" valign="middle">NR</td>
<td align="center" valign="middle">HR</td>
<td align="center" valign="middle">1.51 (1.09, 2.09)</td>
<td align="center" valign="middle">15</td>
<td align="left" valign="middle">Critically low</td>
<td align="left" valign="middle">NR</td>
</tr>
<tr>
<td align="left" valign="top" colspan="13">Cardiovascular events</td>
</tr>
<tr>
<td align="left" valign="middle">Zhu et al. (<xref ref-type="bibr" rid="ref19">19</xref>)</td>
<td align="left" valign="middle">Cardiovascular disease</td>
<td align="left" valign="middle">Adults (&#x003E;18&#x2009;years)</td>
<td align="left" valign="middle">Higher SFA intake: Higher intake category</td>
<td align="left" valign="middle">Reduced SFA intake: Lowest intake category</td>
<td align="center" valign="middle">NR</td>
<td align="center" valign="middle">56</td>
<td align="center" valign="middle">NR</td>
<td align="center" valign="middle">HR</td>
<td align="center" valign="middle">0.97 (0.93, 1.02)</td>
<td align="center" valign="middle">56.8</td>
<td align="left" valign="middle">Critically low</td>
<td align="left" valign="middle">NR</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">de Souza et al. (<xref ref-type="bibr" rid="ref38">38</xref>)</td>
<td align="left" valign="middle" rowspan="4">Coronary heart disease</td>
<td align="left" valign="middle" rowspan="4">Adults (&#x003E;16&#x2009;years)</td>
<td align="left" valign="top">Higher SFA intake:</td>
<td align="left" valign="top">Reduced SFA intake:</td>
<td align="center" valign="middle" rowspan="4">1&#x2013;20</td>
<td align="center" valign="middle" rowspan="4">12</td>
<td align="center" valign="middle" rowspan="4">6383 en 267,416/NR</td>
<td align="center" valign="middle" rowspan="4">RR</td>
<td align="center" valign="middle" rowspan="4">1.06 (0.95, 1.17)</td>
<td align="center" valign="middle" rowspan="4">47</td>
<td align="left" valign="middle" rowspan="4">Low</td>
<td align="left" valign="middle" rowspan="4">Very low</td>
</tr>
<tr>
<td align="left" valign="top">Higher intake category</td>
<td align="left" valign="top">Lowest intake category</td>
</tr>
<tr>
<td align="left" valign="top">g/day (range: 7&#x2013;34.7)</td>
<td align="left" valign="top">g/day (range: 21&#x2013;67.5)</td>
</tr>
<tr>
<td align="left" valign="top">% total energy (range: 0.7&#x2013;22.3%)</td>
<td align="left" valign="top">% total energy (range: 1.5&#x2013;36.2%)</td>
</tr>
<tr>
<td align="left" valign="middle">Chowdhury et al. (<xref ref-type="bibr" rid="ref48">48</xref>)</td>
<td align="left" valign="middle">Coronary disease</td>
<td align="left" valign="middle">Adults (&#x003E;18&#x2009;years) from general populations or with estable cardiovascular disease</td>
<td align="left" valign="middle">Higher SFA intake: Top third of baseline intake</td>
<td align="left" valign="middle">Higher SFA intake: Bottom third of baseline intake</td>
<td align="center" valign="middle">1.3&#x2013;30.7</td>
<td align="center" valign="middle">20</td>
<td align="center" valign="middle">NR</td>
<td align="center" valign="middle">RR</td>
<td align="center" valign="middle">1.02 (0.97, 1.07)</td>
<td align="center" valign="middle">NR</td>
<td align="left" valign="middle">Critically low</td>
<td align="left" valign="middle">NR</td>
</tr>
<tr>
<td align="left" valign="top" colspan="13">Stroke</td>
</tr>
<tr>
<td align="left" valign="middle">Cheng et al. (<xref ref-type="bibr" rid="ref49">49</xref>)</td>
<td align="left" valign="middle">Stroke</td>
<td align="left" valign="middle">Adults (20&#x2013;89&#x2009;years)</td>
<td align="left" valign="middle">Higher SFA intake: Higher intake category (range: 15.4&#x2013;36&#x2009;gr/day)</td>
<td align="left" valign="middle">Reduced SFA intake: Lowest intake category (range: 7&#x2013;20&#x2009;gr/day)</td>
<td align="center" valign="middle">7.6&#x2013;23</td>
<td align="center" valign="middle">15<sup>d</sup></td>
<td align="center" valign="middle">NR</td>
<td align="center" valign="middle">RR</td>
<td align="center" valign="middle">0.89 (0.82, 0.96)</td>
<td align="center" valign="middle">37.4</td>
<td align="left" valign="middle">Critically low</td>
<td align="left" valign="middle">NR</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">de Souza et al. (<xref ref-type="bibr" rid="ref38">38</xref>)</td>
<td align="left" valign="middle" rowspan="4">Ischemic stroke</td>
<td align="left" valign="middle" rowspan="4">Adults (&#x003E;18&#x2009;years)</td>
<td align="left" valign="top">Higher SFA intake:</td>
<td align="left" valign="top">Reduced SFA intake:</td>
<td align="center" valign="middle" rowspan="4">7.6&#x2013;32</td>
<td align="center" valign="middle" rowspan="4">12</td>
<td align="center" valign="middle" rowspan="4">6226 en 339,090/NR</td>
<td align="center" valign="middle" rowspan="4">RR</td>
<td align="center" valign="middle" rowspan="4">1.02 (0.90, 1.15)</td>
<td align="center" valign="middle" rowspan="4">59</td>
<td align="left" valign="middle" rowspan="4">Low</td>
<td align="left" valign="middle" rowspan="4">Very low</td>
</tr>
<tr>
<td align="left" valign="top">Higher intake category</td>
<td align="left" valign="top">Lowest intake category</td>
</tr>
<tr>
<td align="left" valign="top">g/day (range: 7&#x2013;55.7)</td>
<td align="left" valign="top">g/day (range: 15.4 to 86.6)</td>
</tr>
<tr>
<td align="left" valign="top">% total energy (range: 0.7&#x2013;36.1%)</td>
<td align="left" valign="top">% total energy (range: 1.5&#x2013; 44.8%)</td>
</tr>
<tr>
<td align="left" valign="middle">Muto and Ezaki (<xref ref-type="bibr" rid="ref41">41</xref>)</td>
<td align="left" valign="middle">Intracerebral hemorrhage</td>
<td align="left" valign="middle">Adults (34&#x2013;89&#x2009;years)</td>
<td align="left" valign="middle">Higher SFA intake: Higher intake category</td>
<td align="left" valign="middle">Reduced SFA intake: Lowest intake category</td>
<td align="center" valign="middle">10.4&#x2013;14</td>
<td align="center" valign="middle">5</td>
<td align="center" valign="middle">NR</td>
<td align="center" valign="middle">HR</td>
<td align="center" valign="middle">0.69 (0.48,1.00)</td>
<td align="center" valign="middle">58.1</td>
<td align="left" valign="middle">Critically low</td>
<td align="left" valign="middle">NR</td>
</tr>
<tr>
<td align="left" valign="middle">Kang et al. (<xref ref-type="bibr" rid="ref45">45</xref>)</td>
<td align="left" valign="middle">Subarachnoid hemorrhage</td>
<td align="left" valign="middle">Adults (&#x003E;18&#x2009;years)</td>
<td align="left" valign="middle">Higher SFA intake: Higher intake category (range: 15.4&#x2013;50.4&#x2009;gr/day)</td>
<td align="left" valign="middle">Reduced SFA intake: Lowest intake category (range: 5.2&#x2013;26.8&#x2009;gr/day)</td>
<td align="center" valign="middle">11.1&#x2013;14.1</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">NR</td>
<td align="center" valign="middle">RR</td>
<td align="center" valign="middle">0.97 (0.69, 1.37)</td>
<td align="center" valign="middle">0</td>
<td align="left" valign="middle">Low</td>
<td align="left" valign="middle">NR</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>No, Number; CI, Confidence intervals; <italic>I</italic><sup>2</sup>, Statistic assessment of heterogeneity; %, Percentage; AMSTAR-2, A Measurement Tool to Assess Systematic Reviews; GRADE, Grading of recommendations, assessment, development, and evaluations; SFA, Saturated fatty acids; gr, Gramos; NR, No reported; HR, Hazard ratio; RR, Relative risk. <sup>a</sup>Adjustment for confounding variables: Age, race, sex, education, marital status, poverty to income ratio, physical activity, SBP, smoking, serum cholesterol, alcohol, BMI, ancestry, left ventricular hypertrophy, presence of initial malignant disease, energy intake, serum lipids, systolic blood pressure, glucose intolerance, energy, physical activity, history of hypertension, family history of myocardial infarction&#x2009;&#x003C;&#x2009;60&#x2009;years, profession, dietary fiber, social class, education, frequency of exercise, dietary supplements, diabetes, HDL, LDL, triacylglycerol, hypertension, examination year, % energy from protein, other fatty acids, years of schooling, and waist to hip ratio. <sup>b</sup>Adjustment for confounding variables: Age, sex, blood pressure, total cholesterol, smoking, diabetes, hypertension, coronary heart disease, Quetelet index, radiation dose, alcohol, mental stress, physical activity, walking, sports, education, total energy intake, animal protein, polyunsaturated fatty acids, vegetables, and fruits. <sup>c</sup>Adjustment for confounding variables: Age at menarche, Quetelet index, total energy intake, age at diagnosis, smoking, body weight, dietary factors, physical activity, BMI, weight change, reproductive factors, treatment, and breast cancer stage at diagnosis. <sup>d</sup>Adjustment for confounding variables: Age, sex, race, marital status, income, socio-economic status, education, Quetelet index, mental stress, alcohol, smoking, physical activity, walking, sports, menopausal status, hormone use, aspirin use, other medications, multivitamins, radiation dose, blood pressure, total cholesterol, diabetes, hypertension, coronary heart disease, left ventricular hypertrophy, atrial fibrillation, family history of myocardial infarction, total energy intake, fiber, potassium, vitamin E, C and calcium, animal protein, polyunsaturated fatty acids, vegetables, and fruits.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="sec21">
<label>3.5</label>
<title>Findings of outcomes</title>
<sec id="sec22">
<label>3.5.1</label>
<title>Meta-analyses of RCTs</title>
<p>There was a 21% reduction in combined cardiovascular events in people who had reduced SFA compared with those on higher SFA intake (RR 0.79, 95%CI 0.66&#x2013;0.93, <italic>I</italic><sup>2</sup> =&#x2009;65%, 11 RCTs) (moderate certainty of evidence, GRADE) (<xref ref-type="bibr" rid="ref9">9</xref>). We found no effect on all-cause mortality, cardiovascular mortality, cancer deaths, and other cardiovascular events such as myocardial infarction, coronary heart disease events, and stroke (moderate, low, and very low certainty of evidence, GRADE) (summary of the studies in <xref ref-type="table" rid="tab2">Table 2</xref> and <xref ref-type="fig" rid="fig2">Figure 2</xref>; and details of the GRADE assessment in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 8</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>The effects of reduced intake of saturated fats as reported in meta-analyses of RCTs. CI, Confidence intervals; <italic>I</italic><sup>2</sup>, Statistic assessment of heterogeneity; GRADE, Grading of recommendations, assessment, development, and evaluations; AMSTAR-2, A Measurement Tool to Assess Systematic Reviews; RR, Relative risk; MI, Myocardial infarction; CHD, Coronary heart disease; NR, No reported; and SFA, Saturated fatty acids.</p>
</caption>
<graphic xlink:href="fpubh-12-1396576-g002.tif"/>
</fig>
<p>About secondary outcomes, the certainty of evidence by GRADE was not reported. There was a reduction in total cholesterol (mean difference, MD, &#x2212;0.24&#x2009;mmol/L, 95% CI &#x2212;0.36 to &#x2212;0.13, <italic>I</italic><sup>2</sup> =&#x2009;60%, 13 RCTs) and low-density lipoprotein cholesterol (LDL-C) (MD &#x2212;0.19&#x2009;mmol/L, 95% CI &#x2212;0.33 to &#x2212;0.05, <italic>I</italic><sup>2</sup>&#x2009;=&#x2009;37%, five RCTs) in participants with reduced SFA compared to higher SFA (high quality, AMSTAR-2) (<xref ref-type="bibr" rid="ref9">9</xref>). Also, there was a reduction in body weight (MD &#x2212;1.77&#x2009;kg, 95% CI &#x2212;3.54 to &#x2212;0.01, <italic>I</italic><sup>2</sup>&#x2009;=&#x2009;77%, six RCTs), and body mass index (BMI) (MD &#x2212;0.42&#x2009;kg/m<sup>2</sup>, 95% CI &#x2212;0.72 to &#x2212;0.12, <italic>I</italic><sup>2</sup>&#x2009;=&#x2009;62%, six RCTs) (high quality, AMSTAR-2) (<xref ref-type="bibr" rid="ref9">9</xref>). Regarding the glucose-insulin homeostasis, there was a reduction in glucose tolerance test (GTT) after reducing SFA intakes compared to higher SFA (high quality, AMSTAR-2) (<xref ref-type="bibr" rid="ref9">9</xref>). Replacing SFA with PUFAs or MUFAs lowered fasting glucose, hemoglobin A1c (HbA1c), C-peptide, and homeostatic model assessment of insulin resistance (HOMA-IR) (<xref ref-type="bibr" rid="ref34">34</xref>). Furthermore, it enhanced insulin secretion capacity (based on acute insulin response) and increased fasting insulin levels (critically low quality, AMSTAR-2) (<xref ref-type="bibr" rid="ref34">34</xref>). Only one RCT reported assessing quality of life, they found a small improvement in the group with lower SFA intake (high quality, AMSTAR-2) (<xref ref-type="bibr" rid="ref9">9</xref>). Summary of all significant and nonsignificant associations in <xref ref-type="table" rid="tab2">Table 2</xref> and <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 6</xref>.</p>
</sec>
<sec id="sec23">
<label>3.5.2</label>
<title>Meta-analyses of cohort studies</title>
<p>The certainty of evidence evaluated by GRADE was not documented for certain outcomes. There was an increase in coronary heart disease mortality (HR 1.10, 95% CI 1.01&#x2013;1.21, <italic>I</italic><sup>2</sup> =&#x2009;not reported, 14 cohort studies) (low quality, AMSTAR-2) (<xref ref-type="bibr" rid="ref17">17</xref>) and breast cancer mortality (HR 1.51, 95% CI 1.09&#x2013;2.09, <italic>I</italic><sup>2</sup>&#x2009;=&#x2009;15%, four cohort studies) (critically low quality, AMSTAR-2) (<xref ref-type="bibr" rid="ref50">50</xref>) in participants with higher SFA intake compared to reduce SFA (<xref ref-type="table" rid="tab3">Table 3</xref>).</p>
<p>Among the two associations supported by very low certainty of evidence (GRADE) (<xref ref-type="bibr" rid="ref38">38</xref>), we found no effect on coronary heart disease (follow-up range: 1&#x2013;20&#x2009;years) and ischemic stroke (follow-up range: 7.6&#x2013;32&#x2009;years) in participants with higher SFA intake compared to reduced SFA (details of the GRADE assessment in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 9</xref>). We also found no effect on all-cause mortality, cardiovascular disease mortality, cancer mortality, and others cardiovascular events as cardiovascular disease, intracerebral hemorrhage, and subarachnoid hemorrhage, with a follow-up range of 1.3&#x2013;32&#x2009;years (low and critically low quality, AMSTAR-2) (<xref ref-type="table" rid="tab3">Table 3</xref>).</p>
<p>On the other hand, there was a reduction in fatal stroke (RR 0.75, 95% CI 0.59&#x2013;0.94, <italic>I</italic><sup>2</sup> =&#x2009;0, 4 cohort studies) (critically low quality, AMSTAR-2) (<xref ref-type="bibr" rid="ref49">49</xref>) and stroke (RR 0.89, 95% CI 0.82&#x2013;0.96, <italic>I</italic><sup>2</sup> =&#x2009;37.4, 15 cohort studies) (critically low quality, AMSTAR-2) (<xref ref-type="bibr" rid="ref49">49</xref>) in participants with higher SFA intake compared to reduce SFA (summary of the primary outcomes in <xref ref-type="table" rid="tab3">Table 3</xref> and <xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>The effects of increased intake of saturated fats as reported in cohort meta-analyses. CI, Confidence intervals; <italic>I</italic><sup>2</sup>, Statistic assessment of heterogeneity; GRADE, Grading of recommendations, assessment, development, and evaluations; AMSTAR-2, A Measurement Tool to Assess Systematic Reviews; HR, Hazard ratio; RR, Relative risk; CVD, Cardiovascular disease; CHD, Coronary heart disease; ICH, Intracerebral hemorrhage; SAH, Subarachnoid hemorrhage; NR, No reported; and SFA, Saturated fatty acids.</p>
</caption>
<graphic xlink:href="fpubh-12-1396576-g003.tif"/>
</fig>
<p>About secondary outcomes, there was an increase in liver cancer (RR 1.34, 95% CI 1.06&#x2013;1.69, <italic>I</italic><sup>2</sup> =&#x2009;16.9, 5 cohort studies) (critically low quality, AMSTAR-2) (<xref ref-type="bibr" rid="ref36">36</xref>) in participants with higher SFA intake compared to reduce SFA (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 7</xref>).</p>
<p>In all significant outcomes, adjustment for confounding variables was performed. Summary of all significant and nonsignificant associations in <xref ref-type="table" rid="tab3">Table 3</xref> and <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 7</xref>.</p>
</sec>
</sec>
<sec id="sec24">
<label>3.6</label>
<title>Sensitivity analyses</title>
<p>We have conducted sensitivity analyses, taking into account the potential impact of excluding outcomes due to overlap in cohort studies. We found similar results about mortality (there is no effect on all-cause mortality and cardiovascular disease mortality). In the context of stroke, participants with higher SFA intake experienced a reduction in stroke events compared to those with lower SFA intake. However, differences in the results were observed. While there is no effect on stroke mortality, there was a reduction in events related to stroke subtypes (ischemic and hemorrhagic) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 10</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec25">
<label>4</label>
<title>Discussion</title>
<p>Our findings indicate that the effect of reduction in SAF intake probably reduces cardiovascular events and other health outcomes. However, it has little or no effect on cardiovascular mortality and mortality from other causes. Additionally, we observed a reduction in lipid profile (total cholesterol and LDL-C), body weight, BMI, and an improvement in glucose-insulin homeostasis. Moreover, it could enhance the quality of life and reduce the risk of liver cancer. Finally, participants with higher SFA intake, compared to those with reduced SFA intake, may experience a decrease in fatal stroke and stroke events, as suggested by some observational studies.</p>
<p>In our study, we did not observe differences in mortality in RCTs, including both cardiovascular and other causes. However, we found a little effect in observational studies with wide in confidence intervals, such as Cheng et al. (fatal stroke) (<xref ref-type="bibr" rid="ref49">49</xref>) and Brennan et al. (breast cancer mortality) (<xref ref-type="bibr" rid="ref50">50</xref>). This suggests the mortality could occur with considerable variability in other countries or contexts. This could be due to the infrequency of the outcome and the small number of studies included, despite having a large study sample. Furthermore, discrepancies among studies could be attributable to the different biological effects produced by various types of saturated fatty acids, influenced by factors such as the food matrix and dietary carbohydrate content. Individual and methodology factors, including age, sex, adiposity levels, and the shorter follow-up time in RCTs, may also contribute to these variations (<xref ref-type="bibr" rid="ref24 ref25 ref26">24&#x2013;26</xref>, <xref ref-type="bibr" rid="ref51">51</xref>, <xref ref-type="bibr" rid="ref52">52</xref>). Consistent with our findings, the current recommendations from ACC, AHA, and ESC do not justify their decisions based on mortality results but instead aim to reduce the risk of ASCVD (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref11">11</xref>).</p>
<p>Regarding the risk of ASCVD, the CPGs recommendations are derived from a combination of observational studies and data from RCTs (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref11">11</xref>). However, our findings reveal heterogeneity results. In RCTs, we found significant differences observed when meta-analyzed and when creating a composite outcome that groups various types of cardiovascular events, without differences when meta-analyzed by outcome (<xref ref-type="bibr" rid="ref9">9</xref>). ACC, AHA, and ESC (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref11">11</xref>) have taken a conservative approach and decided to recommend replacing SAF by PUFAs, principally. This decision was likely made, emphasizing that even a small percentage reduction in cardiovascular-related health outcomes can substantially decrease the number of people developing CVD, both nationally and globally, along with the associated healthcare costs (<xref ref-type="bibr" rid="ref5">5</xref>). On the other hand, we observed a reduction in lipid profile, body weight, BMI, and an improvement in glucose-insulin homeostasis. This is compatible with the majority of published data about that (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref54">54</xref>), and it could be another reason to justify the reduction of SAF intake. Additionally, it could enhance the quality of life and reduce risk of liver cancer, but it is necessary to have more studies to confirm it. Based on these issues, rather than having an universal recommendation, practitioners should give personalized recommendations, taking into account factors such as the habitual dietary patterns of individuals, nutritional status, income level, comorbidities, physical activity, and country-level nutrition data.</p>
<p>It is important to avoid recommendations based on low or very low-quality studies. This is crucial to prevent discordant recommendations, avoid harm to patient care, discourage future RCTs, minimize confusion and frustration among practitioners, and manage health system resources effectively, especially in LMCIs (<xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref55">55</xref>). Furthermore, we should assess the benefits of interventions based on critical and important outcomes, avoiding reliance on surrogate measures (<xref ref-type="bibr" rid="ref56">56</xref>).</p>
<p>In relation to stroke, observational studies suggest a decrease in both fatal stroke and overall stroke events with higher SFA intake. However, there is significant variability among the other studies (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref41">41</xref>, <xref ref-type="bibr" rid="ref45">45</xref>, <xref ref-type="bibr" rid="ref49">49</xref>), indicating a complex relationship and highlighting the need for further research to fully understand the underlying mechanisms. Another interesting and dual behavior can be observed with high-density lipoprotein cholesterol (HDL-C) levels. Classically, it is known that HDL-C is inversely associated with CVD risk (<xref ref-type="bibr" rid="ref11">11</xref>). However, some studies report that very high levels of HDL-C may increase CVD risk and mortality (<xref ref-type="bibr" rid="ref57">57</xref>, <xref ref-type="bibr" rid="ref58">58</xref>). Further clarification is needed in future studies.</p>
<sec id="sec26">
<label>4.1</label>
<title>Limitations and strengths</title>
<p>This study has limitations that are important to mention. First of all, due to the study design (umbrella review, where the unit of searching and data analysis is the systematic review rather than the primary study) (<xref ref-type="bibr" rid="ref59">59</xref>), our intention was to provide a broad overview of the impact of SAF intake on cardiovascular disease. Our aim was not to evaluate this effect on an individual level, nor did we intend to assess all primary studies included in each meta-analysis. Instead, our focus has been on analyzing the methodology and findings of each systematic review, while acknowledging the inherent limitations in this approach. Secondly, despite conducting a systematic review, we were unable to make recommendations comparable to CPGs. High-quality evidence is the cornerstone of assessing the benefits and harms of an intervention. To maximize the trustworthiness of recommendations within the context of CPGs, they should be rigorously and transparently developed using a standardized methodology. This process should take into account expert opinions, as well as considerations of equity, resource utilization, acceptability, and feasibility (<xref ref-type="bibr" rid="ref59">59</xref>). Third, we could not re-analyze the outcome data of the systematic reviews, as it was not an objective in our study protocol. Instead, we presented the outcome data exactly as they appear in the included systematic reviews. We believe that this overview format is the most appropriate and a feasible way to address our research question. Fourth, a minority of authors reported evaluations of the certainty of the evidence using the GRADE approach (17.8 and 10.5% of associations in meta-analyses of RCTs and observational studies). However, we assessed the quality of all systematic reviews included using the AMSTAR-2 tool. Finally, the maximum follow-up duration reported in RCTs was 9&#x2009;years. To address concerns about the potential lack of time to obtain mortality outcomes, it may be necessary for RCTs to have a longer duration. On the other hand, systematic reviews of observational studies reported a maximum follow-up of 32&#x2009;years. While differences in mortality were found in observational studies, these studies showed a small effect, imprecision, heterogeneity, and a high risk of bias. For all these reasons, our results are exploratory, and should be interpreted with caution.</p>
<p>The strength of this study includes a systematic and exhaustive search of the literature, inclusion of a large body of evidence, and the incorporation of systematic reviews of both RCTs and observational studies. Also, this study stands out as the first umbrella review that focuses on SAF intake&#x2019;s impact on cardiovascular outcomes, considering data from both RCTs and observational studies.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec27">
<label>5</label>
<title>Conclusion</title>
<p>This umbrella review found the reduction in SAF intake probably reduces cardiovascular events and other health outcomes. However, it has little or no effect on cardiovascular mortality and mortality from other causes. A healthy diet and physical activity remain the cornerstones of CVD prevention in all individuals. However, recommendations should be individualized considering factors such as nutritional status, comorbidities, and income level. Additionally, high-quality clinical trials with long-term follow-up are needed to investigate the effects of reduced SAF intake on cardiovascular-related health outcomes.</p>
</sec>
<sec sec-type="data-availability" id="sec28">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>; further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec sec-type="author-contributions" id="sec29">
<title>Author contributions</title>
<p>AA: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. GD-M: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. KC-Q: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. KC: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. GA-G: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. KA-M: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. CC: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. CL: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec30">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. The authors received financial support for the research as part of the &#x201C;Centro de Promoci&#x00F3;n de Estilos de Vida Saludable&#x201D; from the Instituto de Investigaci&#x00F3;n Nutricional, Lima, Peru.</p>
</sec>
<ack>
<p>The authors would like to thank the support from the IIN for the conduct of this study. We thank Eda Franco and Yanina Archenti for their edits of this manuscript.</p>
</ack>
<sec sec-type="COI-statement" id="sec31">
<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="disclaimer" id="sec32">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec33">
<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/fpubh.2024.1396576/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fpubh.2024.1396576/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.doc" id="SM1" mimetype="application/vnd.ms-word" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="ref1"><label>1.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xu</surname> <given-names>J</given-names></name> <name><surname>Murphy</surname> <given-names>SL</given-names></name> <name><surname>Kochanek</surname> <given-names>KD</given-names></name> <name><surname>Arias</surname> <given-names>E</given-names></name></person-group>. <article-title>Mortality in the United States, 2021</article-title>. <source>NCHS Data Brief</source>. (<year>2022</year>) <volume>456</volume>:<fpage>1</fpage>&#x2013;<lpage>8</lpage>.doi: <pub-id pub-id-type="doi">10.15620/cdc:122516</pub-id> PMID: <pub-id pub-id-type="pmid">36598387</pub-id></citation></ref>
<ref id="ref2"><label>2.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nawsherwan</surname></name> <name><surname>Mubarik</surname> <given-names>S</given-names></name> <name><surname>Bin</surname> <given-names>W</given-names></name> <name><surname>Le</surname> <given-names>Z</given-names></name> <name><surname>Sang</surname> <given-names>M</given-names></name> <name><surname>Lin</surname> <given-names>Y</given-names></name> <etal/></person-group>. <article-title>Epidemiological trends in cardiovascular disease mortality attributable to modifiable risk factors and its association with sociodemographic transitions across BRICS-plus countries</article-title>. <source>Nutrients</source>. (<year>2023</year>) <volume>15</volume>:<fpage>3757</fpage>. doi: <pub-id pub-id-type="doi">10.3390/nu15173757</pub-id>, PMID: <pub-id pub-id-type="pmid">37686788</pub-id></citation></ref>
<ref id="ref3"><label>3.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rodzlan Hasani</surname> <given-names>WS</given-names></name> <name><surname>Muhamad</surname> <given-names>NA</given-names></name> <name><surname>Hanis</surname> <given-names>TM</given-names></name> <name><surname>Maamor</surname> <given-names>NH</given-names></name> <name><surname>Wee</surname> <given-names>CX</given-names></name> <name><surname>Omar</surname> <given-names>MA</given-names></name> <etal/></person-group>. <article-title>The burden of premature mortality from cardiovascular diseases: a systematic review of years of life lost</article-title>. <source>PLoS One</source>. (<year>2023</year>) <volume>18</volume>:<fpage>e0283879</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0283879</pub-id></citation></ref>
<ref id="ref4"><label>4.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Khaltaev</surname> <given-names>N</given-names></name> <name><surname>Axelrod</surname> <given-names>S</given-names></name></person-group>. <article-title>Countrywide cardiovascular disease prevention and control in 49 countries with different socio-economic status</article-title>. <source>Chron Dis Transl Med</source>. (<year>2022</year>) <volume>8</volume>:<fpage>296</fpage>&#x2013;<lpage>304</lpage>. doi: <pub-id pub-id-type="doi">10.1002/cdt3.34</pub-id>, PMID: <pub-id pub-id-type="pmid">36420179</pub-id></citation></ref>
<ref id="ref5"><label>5.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sacks</surname> <given-names>FM</given-names></name> <name><surname>Lichtenstein</surname> <given-names>AH</given-names></name> <name><surname>Wu</surname> <given-names>JHY</given-names></name> <name><surname>Appel</surname> <given-names>LJ</given-names></name> <name><surname>Creager</surname> <given-names>MA</given-names></name> <name><surname>Kris-Etherton</surname> <given-names>PM</given-names></name> <etal/></person-group>. <article-title>Dietary fats and cardiovascular disease: a presidential advisory from the American Heart Association</article-title>. <source>Circulation</source>. (<year>2017</year>) <volume>136</volume>:<fpage>e1</fpage>&#x2013;<lpage>e23</lpage>. doi: <pub-id pub-id-type="doi">10.1161/cir.0000000000000510</pub-id>, PMID: <pub-id pub-id-type="pmid">28620111</pub-id></citation></ref>
<ref id="ref6"><label>6.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>YB</given-names></name> <name><surname>Pan</surname> <given-names>XF</given-names></name> <name><surname>Chen</surname> <given-names>J</given-names></name> <name><surname>Cao</surname> <given-names>A</given-names></name> <name><surname>Xia</surname> <given-names>L</given-names></name> <name><surname>Zhang</surname> <given-names>Y</given-names></name> <etal/></person-group>. <article-title>Combined lifestyle factors, all-cause mortality and cardiovascular disease: a systematic review and meta-analysis of prospective cohort studies</article-title>. <source>J Epidemiol Community Health</source>. (<year>2021</year>) <volume>75</volume>:<fpage>jech-2020-214050</fpage>&#x2013;<lpage>99</lpage>. doi: <pub-id pub-id-type="doi">10.1136/jech-2020-214050</pub-id>, PMID: <pub-id pub-id-type="pmid">32892156</pub-id></citation></ref>
<ref id="ref7"><label>7.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tsao</surname> <given-names>CW</given-names></name> <name><surname>Aday</surname> <given-names>AW</given-names></name> <name><surname>Almarzooq</surname> <given-names>ZI</given-names></name> <name><surname>Anderson</surname> <given-names>CAM</given-names></name> <name><surname>Arora</surname> <given-names>P</given-names></name> <name><surname>Avery</surname> <given-names>CL</given-names></name> <etal/></person-group>. <article-title>Heart disease and stroke statistics-2023 update: a report from the American Heart Association</article-title>. <source>Circulation</source>. (<year>2023</year>) <volume>147</volume>:<fpage>e93</fpage>&#x2013;<lpage>e621</lpage>. doi: <pub-id pub-id-type="doi">10.1161/cir.0000000000001123</pub-id>, PMID: <pub-id pub-id-type="pmid">36695182</pub-id></citation></ref>
<ref id="ref8"><label>8.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Siri-Tarino</surname> <given-names>PW</given-names></name> <name><surname>Krauss</surname> <given-names>RM</given-names></name></person-group>. <article-title>Diet, lipids, and cardiovascular disease</article-title>. <source>Curr Opin Lipidol</source>. (<year>2016</year>) <volume>27</volume>:<fpage>323</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1097/mol.0000000000000310</pub-id></citation></ref>
<ref id="ref9"><label>9.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hooper</surname> <given-names>L</given-names></name> <name><surname>Martin</surname> <given-names>N</given-names></name><collab id="coll1">Jimoh OF</collab><name><surname>Kirk</surname> <given-names>C</given-names></name> <name><surname>Foster</surname> <given-names>E</given-names></name> <name><surname>Abdelhamid</surname> <given-names>AS</given-names></name></person-group>. <article-title>Reduction in saturated fat intake for cardiovascular disease</article-title>. <source>Cochrane Database Syst Rev</source>. (<year>2020</year>) <volume>5</volume>:<fpage>Cd011737</fpage>. doi: <pub-id pub-id-type="doi">10.1002/14651858.CD011737.pub2</pub-id>, PMID: <pub-id pub-id-type="pmid">32428300</pub-id></citation></ref>
<ref id="ref10"><label>10.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Arnett</surname> <given-names>DK</given-names></name> <name><surname>Blumenthal</surname> <given-names>RS</given-names></name> <name><surname>Albert</surname> <given-names>MA</given-names></name> <name><surname>Buroker</surname> <given-names>AB</given-names></name> <name><surname>Goldberger</surname> <given-names>ZD</given-names></name> <name><surname>Hahn</surname> <given-names>EJ</given-names></name> <etal/></person-group>. <article-title>2019 ACC/AHA guideline on the primary prevention of cardiovascular disease: executive summary: a report of the American College of Cardiology/American Heart Association task force on clinical practice guidelines</article-title>. <source>Circulation</source>. (<year>2019</year>) <volume>140</volume>:<fpage>e563</fpage>&#x2013;<lpage>95</lpage>. doi: <pub-id pub-id-type="doi">10.1161/cir.0000000000000677</pub-id>, PMID: <pub-id pub-id-type="pmid">30879339</pub-id></citation></ref>
<ref id="ref11"><label>11.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Visseren</surname> <given-names>FLJ</given-names></name> <name><surname>Mach</surname> <given-names>F</given-names></name> <name><surname>Smulders</surname> <given-names>YM</given-names></name> <name><surname>Carballo</surname> <given-names>D</given-names></name> <name><surname>Koskinas</surname> <given-names>KC</given-names></name> <name><surname>B&#x00E4;ck</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>2021 ESC guidelines on cardiovascular disease prevention in clinical practice</article-title>. <source>Eur J Prev Cardiol</source>. (<year>2022</year>) <volume>29</volume>:<fpage>5</fpage>&#x2013;<lpage>115</lpage>. doi: <pub-id pub-id-type="doi">10.1093/eurjpc/zwab154</pub-id></citation></ref>
<ref id="ref12"><label>12.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>DD</given-names></name> <name><surname>Li</surname> <given-names>Y</given-names></name> <name><surname>Chiuve</surname> <given-names>SE</given-names></name> <name><surname>Stampfer</surname> <given-names>MJ</given-names></name> <name><surname>Manson</surname> <given-names>JE</given-names></name> <name><surname>Rimm</surname> <given-names>EB</given-names></name> <etal/></person-group>. <article-title>Association of specific dietary fats with total and cause-specific mortality</article-title>. <source>JAMA Intern Med</source>. (<year>2016</year>) <volume>176</volume>:<fpage>1134</fpage>&#x2013;<lpage>45</lpage>. doi: <pub-id pub-id-type="doi">10.1001/jamainternmed.2016.2417</pub-id>, PMID: <pub-id pub-id-type="pmid">27379574</pub-id></citation></ref>
<ref id="ref13"><label>13.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dehghan</surname> <given-names>M</given-names></name> <name><surname>Mente</surname> <given-names>A</given-names></name> <name><surname>Zhang</surname> <given-names>X</given-names></name> <name><surname>Swaminathan</surname> <given-names>S</given-names></name> <name><surname>Li</surname> <given-names>W</given-names></name> <name><surname>Mohan</surname> <given-names>V</given-names></name> <etal/></person-group>. <article-title>Associations of fats and carbohydrate intake with cardiovascular disease and mortality in 18 countries from five continents (PURE): a prospective cohort study</article-title>. <source>Lancet</source>. (<year>2017</year>) <volume>390</volume>:<fpage>2050</fpage>&#x2013;<lpage>62</lpage>. doi: <pub-id pub-id-type="doi">10.1016/s0140-6736(17)32252-3</pub-id></citation></ref>
<ref id="ref14"><label>14.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>M</given-names></name> <name><surname>Li</surname> <given-names>Y</given-names></name> <name><surname>Sun</surname> <given-names>Q</given-names></name> <name><surname>Pan</surname> <given-names>A</given-names></name> <name><surname>Manson</surname> <given-names>JE</given-names></name> <name><surname>Rexrode</surname> <given-names>KM</given-names></name> <etal/></person-group>. <article-title>Dairy fat and risk of cardiovascular disease in 3 cohorts of US adults</article-title>. <source>Am J Clin Nutr</source>. (<year>2016</year>) <volume>104</volume>:<fpage>1209</fpage>&#x2013;<lpage>17</lpage>. doi: <pub-id pub-id-type="doi">10.3945/ajcn.116.134460</pub-id>, PMID: <pub-id pub-id-type="pmid">27557656</pub-id></citation></ref>
<ref id="ref15"><label>15.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>Y</given-names></name> <name><surname>Hruby</surname> <given-names>A</given-names></name> <name><surname>Bernstein</surname> <given-names>AM</given-names></name> <name><surname>Ley</surname> <given-names>SH</given-names></name> <name><surname>Wang</surname> <given-names>DD</given-names></name> <name><surname>Chiuve</surname> <given-names>SE</given-names></name> <etal/></person-group>. <article-title>Saturated fats compared with unsaturated fats and sources of carbohydrates in relation to risk of coronary heart disease: a prospective cohort study</article-title>. <source>J Am Coll Cardiol</source>. (<year>2015</year>) <volume>66</volume>:<fpage>1538</fpage>&#x2013;<lpage>48</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jacc.2015.07.055</pub-id>, PMID: <pub-id pub-id-type="pmid">26429077</pub-id></citation></ref>
<ref id="ref16"><label>16.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jakobsen</surname> <given-names>MU</given-names></name> <name><surname>O'Reilly</surname> <given-names>EJ</given-names></name> <name><surname>Heitmann</surname> <given-names>BL</given-names></name> <name><surname>Pereira</surname> <given-names>MA</given-names></name> <name><surname>B&#x00E4;lter</surname> <given-names>K</given-names></name> <name><surname>Fraser</surname> <given-names>GE</given-names></name> <etal/></person-group>. <article-title>Major types of dietary fat and risk of coronary heart disease: a pooled analysis of 11 cohort studies</article-title>. <source>Am J Clin Nutr</source>. (<year>2009</year>) <volume>89</volume>:<fpage>1425</fpage>&#x2013;<lpage>32</lpage>. doi: <pub-id pub-id-type="doi">10.3945/ajcn.2008.27124</pub-id>, PMID: <pub-id pub-id-type="pmid">19211817</pub-id></citation></ref>
<ref id="ref17"><label>17.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mazidi</surname> <given-names>M</given-names></name> <name><surname>Mikhailidis</surname> <given-names>DP</given-names></name> <name><surname>Sattar</surname> <given-names>N</given-names></name> <name><surname>Toth</surname> <given-names>PP</given-names></name> <name><surname>Judd</surname> <given-names>S</given-names></name> <name><surname>Blaha</surname> <given-names>MJ</given-names></name> <etal/></person-group>. <article-title>Association of types of dietary fats and all-cause and cause-specific mortality: a prospective cohort study and meta-analysis of prospective studies with 1,164,029 participants</article-title>. <source>Clin Nutr</source>. (<year>2020</year>) <volume>39</volume>:<fpage>3677</fpage>&#x2013;<lpage>86</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.clnu.2020.03.028</pub-id>, PMID: <pub-id pub-id-type="pmid">32307197</pub-id></citation></ref>
<ref id="ref18"><label>18.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname> <given-names>Y</given-names></name> <name><surname>Je</surname> <given-names>Y</given-names></name> <name><surname>Giovannucci</surname> <given-names>EL</given-names></name></person-group>. <article-title>Association between dietary fat intake and mortality from all-causes, cardiovascular disease, and cancer: a systematic review and meta-analysis of prospective cohort studies</article-title>. <source>Clin Nutr</source>. (<year>2021</year>) <volume>40</volume>:<fpage>1060</fpage>&#x2013;<lpage>70</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.clnu.2020.07.007</pub-id>, PMID: <pub-id pub-id-type="pmid">32723506</pub-id></citation></ref>
<ref id="ref19"><label>19.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname> <given-names>Y</given-names></name> <name><surname>Bo</surname> <given-names>Y</given-names></name> <name><surname>Liu</surname> <given-names>Y</given-names></name></person-group>. <article-title>Dietary total fat, fatty acids intake, and risk of cardiovascular disease: a dose-response meta-analysis of cohort studies</article-title>. <source>Lipids Health Dis</source>. (<year>2019</year>) <volume>18</volume>:<fpage>91</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12944-019-1035-2</pub-id>, PMID: <pub-id pub-id-type="pmid">30954077</pub-id></citation></ref>
<ref id="ref20"><label>20.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dayton</surname> <given-names>S</given-names></name> <name><surname>Pearce</surname> <given-names>ML</given-names></name> <name><surname>Hashimoto</surname> <given-names>S</given-names></name> <name><surname>Dixon</surname> <given-names>WJ</given-names></name> <name><surname>Tomiyasu</surname> <given-names>U</given-names></name></person-group>. <article-title>A controlled clinical trial of a diet high in unsaturated fat in preventing complications of atherosclerosis</article-title>. <source>Circulation</source>. (<year>1969</year>) <volume>40</volume>:<fpage>II-1</fpage>&#x2013;<lpage>II-63</lpage>. doi: <pub-id pub-id-type="doi">10.1161/01.CIR.40.1S2.II-1</pub-id></citation></ref>
<ref id="ref21"><label>21.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Leren</surname> <given-names>P</given-names></name></person-group>. <article-title>The Oslo diet-heart study: eleven-year report</article-title>. <source>Circulation</source>. (<year>1970</year>) <volume>42</volume>:<fpage>935</fpage>&#x2013;<lpage>42</lpage>. doi: <pub-id pub-id-type="doi">10.1161/01.cir.42.5.935</pub-id>, PMID: <pub-id pub-id-type="pmid">5477261</pub-id></citation></ref>
<ref id="ref22"><label>22.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Miettinen</surname> <given-names>M</given-names></name> <name><surname>Turpeinen</surname> <given-names>O</given-names></name> <name><surname>Karvonen</surname> <given-names>MJ</given-names></name> <name><surname>Pekkarinen</surname> <given-names>M</given-names></name> <name><surname>Paavilainen</surname> <given-names>E</given-names></name> <name><surname>Elosuo</surname> <given-names>R</given-names></name></person-group>. <article-title>Dietary prevention of coronary heart disease in women: the Finnish mental hospital study</article-title>. <source>Int J Epidemiol</source>. (<year>1983</year>) <volume>12</volume>:<fpage>17</fpage>&#x2013;<lpage>25</lpage>. doi: <pub-id pub-id-type="doi">10.1093/ije/12.1.17</pub-id>, PMID: <pub-id pub-id-type="pmid">6840954</pub-id></citation></ref>
<ref id="ref23"><label>23.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Miettinen</surname> <given-names>M</given-names></name> <name><surname>Karvonen</surname> <given-names>M</given-names></name> <name><surname>Turpeinen</surname> <given-names>O</given-names></name> <name><surname>Elosuo</surname> <given-names>R</given-names></name> <name><surname>Paavilainen</surname> <given-names>E</given-names></name></person-group>. <article-title>Effect of cholesterol-lowering diet on mortality from coronary heart-disease and other causes: a twelve-year clinical trial in men and women</article-title>. <source>Lancet</source>. (<year>1972</year>) <volume>300</volume>:<fpage>835</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0140-6736(72)92208-8</pub-id></citation></ref>
<ref id="ref24"><label>24.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Astrup</surname> <given-names>A</given-names></name> <name><surname>Magkos</surname> <given-names>F</given-names></name> <name><surname>Bier</surname> <given-names>DM</given-names></name> <name><surname>Brenna</surname> <given-names>JT</given-names></name> <name><surname>de Oliveira Otto</surname> <given-names>MC</given-names></name> <name><surname>Hill</surname> <given-names>JO</given-names></name> <etal/></person-group>. <article-title>Saturated fats and health: a reassessment and proposal for food-based recommendations: JACC state-of-the-art review</article-title>. <source>J Am Coll Cardiol</source>. (<year>2020</year>) <volume>76</volume>:<fpage>844</fpage>&#x2013;<lpage>57</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jacc.2020.05.077</pub-id>, PMID: <pub-id pub-id-type="pmid">32562735</pub-id></citation></ref>
<ref id="ref25"><label>25.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Astrup</surname> <given-names>A</given-names></name> <name><surname>Teicholz</surname> <given-names>N</given-names></name> <name><surname>Magkos</surname> <given-names>F</given-names></name> <name><surname>Bier</surname> <given-names>DM</given-names></name> <name><surname>Brenna</surname> <given-names>JT</given-names></name> <name><surname>King</surname> <given-names>JC</given-names></name> <etal/></person-group>. <article-title>Dietary saturated fats and health: are the U.S. guidelines evidence-based?</article-title> <source>Nutrients</source>. (<year>2021</year>) <volume>13</volume>:<fpage>3305</fpage>. doi: <pub-id pub-id-type="doi">10.3390/nu13103305</pub-id>, PMID: <pub-id pub-id-type="pmid">34684304</pub-id></citation></ref>
<ref id="ref26"><label>26.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>X</given-names></name> <name><surname>Harding</surname> <given-names>SV</given-names></name> <name><surname>Rideout</surname> <given-names>TC</given-names></name></person-group>. <article-title>Saturated fat and cardiovascular health: phenotype and dietary factors influencing interindividual responsiveness</article-title>. <source>Curr Atheroscler Rep</source>. (<year>2022</year>) <volume>24</volume>:<fpage>391</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11883-022-01014-w</pub-id>, PMID: <pub-id pub-id-type="pmid">35320834</pub-id></citation></ref>
<ref id="ref27"><label>27.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Krauss</surname> <given-names>RM</given-names></name> <name><surname>Kris-Etherton</surname> <given-names>PM</given-names></name></person-group>. <article-title>Public health guidelines should recommend reducing saturated fat consumption as much as possible: NO</article-title>. <source>Am J Clin Nutr</source>. (<year>2020</year>) <volume>112</volume>:<fpage>19</fpage>&#x2013;<lpage>24</lpage>. doi: <pub-id pub-id-type="doi">10.1093/ajcn/nqaa111</pub-id>, PMID: <pub-id pub-id-type="pmid">32491166</pub-id></citation></ref>
<ref id="ref28"><label>28.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Howick</surname> <given-names>J</given-names></name> <name><surname>Koletsi</surname> <given-names>D</given-names></name> <name><surname>Ioannidis</surname> <given-names>JPA</given-names></name> <name><surname>Madigan</surname> <given-names>C</given-names></name> <name><surname>Pandis</surname> <given-names>N</given-names></name> <name><surname>Loef</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Most healthcare interventions tested in cochrane reviews are not effective according to high quality evidence: a systematic review and meta-analysis</article-title>. <source>J Clin Epidemiol</source>. (<year>2022</year>) <volume>148</volume>:<fpage>160</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jclinepi.2022.04.017</pub-id></citation></ref>
<ref id="ref29"><label>29.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yao</surname> <given-names>L</given-names></name> <name><surname>Guyatt</surname> <given-names>GH</given-names></name> <name><surname>Djulbegovic</surname> <given-names>B</given-names></name></person-group>. <article-title>Can we trust strong recommendations based on low quality evidence?</article-title> <source>BMJ</source>. (<year>2021</year>) <volume>375</volume>:<fpage>n2833</fpage>. doi: <pub-id pub-id-type="doi">10.1136/bmj.n2833</pub-id>, PMID: <pub-id pub-id-type="pmid">34824089</pub-id></citation></ref>
<ref id="ref30"><label>30.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Quincho-Lopez</surname> <given-names>A</given-names></name> <name><surname>Ch&#x00E1;vez-Rimache</surname> <given-names>L</given-names></name> <name><surname>Montes-Alvis</surname> <given-names>J</given-names></name> <name><surname>Taype-Rondan</surname> <given-names>A</given-names></name> <name><surname>Alvarado-Gamarra</surname> <given-names>G</given-names></name></person-group>. <article-title>Characteristics and conflicting recommendations of clinical practice guidelines for COVID-19 management in children: a scoping review</article-title>. <source>Travel Med Infect Dis</source>. (<year>2022</year>) <volume>48</volume>:<fpage>102354</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tmaid.2022.102354</pub-id>, PMID: <pub-id pub-id-type="pmid">35537677</pub-id></citation></ref>
<ref id="ref31"><label>31.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moher</surname> <given-names>D</given-names></name> <name><surname>Liberati</surname> <given-names>A</given-names></name> <name><surname>Tetzlaff</surname> <given-names>J</given-names></name> <name><surname>Altman</surname> <given-names>DG</given-names></name></person-group>. <article-title>Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement</article-title>. <source>PLoS Med</source>. (<year>2009</year>) <volume>6</volume>:<fpage>e1000097</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pmed.1000097</pub-id>, PMID: <pub-id pub-id-type="pmid">19621072</pub-id></citation></ref>
<ref id="ref32"><label>32.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lunny</surname> <given-names>C</given-names></name> <name><surname>Pieper</surname> <given-names>D</given-names></name> <name><surname>Thabet</surname> <given-names>P</given-names></name> <name><surname>Kanji</surname> <given-names>S</given-names></name></person-group>. <article-title>Managing overlap of primary study results across systematic reviews: practical considerations for authors of overviews of reviews</article-title>. <source>BMC Med Res Methodol</source>. (<year>2021</year>) <volume>21</volume>:<fpage>140</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12874-021-01269-y</pub-id>, PMID: <pub-id pub-id-type="pmid">34233615</pub-id></citation></ref>
<ref id="ref33"><label>33.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shea</surname> <given-names>BJ</given-names></name> <name><surname>Reeves</surname> <given-names>BC</given-names></name> <name><surname>Wells</surname> <given-names>G</given-names></name> <name><surname>Thuku</surname> <given-names>M</given-names></name> <name><surname>Hamel</surname> <given-names>C</given-names></name> <name><surname>Moran</surname> <given-names>J</given-names></name> <etal/></person-group>. <article-title>AMSTAR 2: a critical appraisal tool for systematic reviews that include randomised or non-randomised studies of healthcare interventions, or both</article-title>. <source>BMJ</source>. (<year>2017</year>) <volume>358</volume>:<fpage>j4008</fpage>. doi: <pub-id pub-id-type="doi">10.1136/bmj.j4008</pub-id>, PMID: <pub-id pub-id-type="pmid">28935701</pub-id></citation></ref>
<ref id="ref34"><label>34.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Imamura</surname> <given-names>F</given-names></name> <name><surname>Micha</surname> <given-names>R</given-names></name> <name><surname>Wu</surname> <given-names>JH</given-names></name> <name><surname>de Oliveira Otto</surname> <given-names>MC</given-names></name> <name><surname>Otite</surname> <given-names>FO</given-names></name> <name><surname>Abioye</surname> <given-names>AI</given-names></name> <etal/></person-group>. <article-title>Effects of saturated fat, polyunsaturated fat, monounsaturated fat, and carbohydrate on glucose-insulin homeostasis: a systematic review and meta-analysis of randomised controlled feeding trials</article-title>. <source>PLoS Med</source>. (<year>2016</year>) <volume>13</volume>:<fpage>e1002087</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pmed.1002087</pub-id>, PMID: <pub-id pub-id-type="pmid">27434027</pub-id></citation></ref>
<ref id="ref35"><label>35.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hannon</surname> <given-names>BA</given-names></name> <name><surname>Thompson</surname> <given-names>SV</given-names></name> <name><surname>An</surname> <given-names>R</given-names></name> <name><surname>Teran-Garcia</surname> <given-names>M</given-names></name></person-group>. <article-title>Clinical outcomes of dietary replacement of saturated fatty acids with unsaturated fat sources in adults with overweight and obesity: a systematic review and meta-analysis of randomized control trials</article-title>. <source>Ann Nutr Metab</source>. (<year>2017</year>) <volume>71</volume>:<fpage>107</fpage>&#x2013;<lpage>17</lpage>. doi: <pub-id pub-id-type="doi">10.1159/000477216</pub-id>, PMID: <pub-id pub-id-type="pmid">28768248</pub-id></citation></ref>
<ref id="ref36"><label>36.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhao</surname> <given-names>L</given-names></name> <name><surname>Deng</surname> <given-names>C</given-names></name> <name><surname>Lin</surname> <given-names>Z</given-names></name> <name><surname>Giovannucci</surname> <given-names>E</given-names></name> <name><surname>Zhang</surname> <given-names>X</given-names></name></person-group>. <article-title>Dietary fats, serum cholesterol and liver cancer risk: a systematic review and meta-analysis of prospective studies</article-title>. <source>Cancers (Basel)</source>. (<year>2021</year>) <volume>13</volume>:<fpage>1580</fpage>. doi: <pub-id pub-id-type="doi">10.3390/cancers13071580</pub-id>, PMID: <pub-id pub-id-type="pmid">33808094</pub-id></citation></ref>
<ref id="ref37"><label>37.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhao</surname> <given-names>J</given-names></name> <name><surname>Lyu</surname> <given-names>C</given-names></name> <name><surname>Gao</surname> <given-names>J</given-names></name> <name><surname>Du</surname> <given-names>L</given-names></name> <name><surname>Shan</surname> <given-names>B</given-names></name> <name><surname>Zhang</surname> <given-names>H</given-names></name> <etal/></person-group>. <article-title>Dietary fat intake and endometrial cancer risk: a dose response meta-analysis</article-title>. <source>Medicine (Baltimore)</source>. (<year>2016</year>) <volume>95</volume>:<fpage>e4121</fpage>. doi: <pub-id pub-id-type="doi">10.1097/md.0000000000004121</pub-id>, PMID: <pub-id pub-id-type="pmid">27399120</pub-id></citation></ref>
<ref id="ref38"><label>38.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>de Souza</surname> <given-names>RJ</given-names></name> <name><surname>Mente</surname> <given-names>A</given-names></name> <name><surname>Maroleanu</surname> <given-names>A</given-names></name> <name><surname>Cozma</surname> <given-names>AI</given-names></name> <name><surname>Ha</surname> <given-names>V</given-names></name> <name><surname>Kishibe</surname> <given-names>T</given-names></name> <etal/></person-group>. <article-title>Intake of saturated and trans unsaturated fatty acids and risk of all cause mortality, cardiovascular disease, and type 2 diabetes: systematic review and meta-analysis of observational studies</article-title>. <source>BMJ</source>. (<year>2015</year>) <volume>351</volume>:<fpage>h3978</fpage>. doi: <pub-id pub-id-type="doi">10.1136/bmj.h3978</pub-id>, PMID: <pub-id pub-id-type="pmid">26268692</pub-id></citation></ref>
<ref id="ref39"><label>39.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Qiu</surname> <given-names>W</given-names></name> <name><surname>Lu</surname> <given-names>H</given-names></name> <name><surname>Qi</surname> <given-names>Y</given-names></name> <name><surname>Wang</surname> <given-names>X</given-names></name></person-group>. <article-title>Dietary fat intake and ovarian cancer risk: a meta-analysis of epidemiological studies</article-title>. <source>Oncotarget</source>. (<year>2016</year>) <volume>7</volume>:<fpage>37390</fpage>&#x2013;<lpage>406</lpage>. doi: <pub-id pub-id-type="doi">10.18632/oncotarget.8940</pub-id></citation></ref>
<ref id="ref40"><label>40.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Neuenschwander</surname> <given-names>M</given-names></name> <name><surname>Barbaresko</surname> <given-names>J</given-names></name> <name><surname>Pischke</surname> <given-names>CR</given-names></name> <name><surname>Iser</surname> <given-names>N</given-names></name> <name><surname>Beckhaus</surname> <given-names>J</given-names></name> <name><surname>Schwingshackl</surname> <given-names>L</given-names></name> <etal/></person-group>. <article-title>Intake of dietary fats and fatty acids and the incidence of type 2 diabetes: a systematic review and dose-response meta-analysis of prospective observational studies</article-title>. <source>PLoS Med</source>. (<year>2020</year>) <volume>17</volume>:<fpage>e1003347</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pmed.1003347</pub-id>, PMID: <pub-id pub-id-type="pmid">33264277</pub-id></citation></ref>
<ref id="ref41"><label>41.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Muto</surname> <given-names>M</given-names></name> <name><surname>Ezaki</surname> <given-names>O</given-names></name></person-group>. <article-title>High dietary saturated fat is associated with a low risk of intracerebral hemorrhage and ischemic stroke in Japanese but not in non-Japanese: a review and meta-analysis of prospective cohort studies</article-title>. <source>J Atheroscler Thromb</source>. (<year>2018</year>) <volume>25</volume>:<fpage>375</fpage>&#x2013;<lpage>92</lpage>. doi: <pub-id pub-id-type="doi">10.5551/jat.41632</pub-id>, PMID: <pub-id pub-id-type="pmid">29269706</pub-id></citation></ref>
<ref id="ref42"><label>42.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lodi</surname> <given-names>M</given-names></name> <name><surname>Kiehl</surname> <given-names>A</given-names></name> <name><surname>Qu</surname> <given-names>FL</given-names></name> <name><surname>Gabriele</surname> <given-names>V</given-names></name> <name><surname>Tomasetto</surname> <given-names>C</given-names></name> <name><surname>Mathelin</surname> <given-names>C</given-names></name></person-group>. <article-title>Lipid intake and breast cancer risk: is there a link? A new focus and meta-analysis</article-title>. <source>Eur J Breast Health</source>. (<year>2022</year>) <volume>18</volume>:<fpage>108</fpage>&#x2013;<lpage>26</lpage>. doi: <pub-id pub-id-type="doi">10.4274/ejbh.galenos.2021.2021-11-2</pub-id>, PMID: <pub-id pub-id-type="pmid">35445180</pub-id></citation></ref>
<ref id="ref43"><label>43.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname> <given-names>M</given-names></name> <name><surname>Park</surname> <given-names>K</given-names></name></person-group>. <article-title>Dietary fat intake and risk of colorectal Cancer: a systematic review and Meta-analysis of prospective studies</article-title>. <source>Nutrients</source>. (<year>2018</year>) <volume>10</volume>:<fpage>1963</fpage>. doi: <pub-id pub-id-type="doi">10.3390/nu10121963</pub-id>, PMID: <pub-id pub-id-type="pmid">30545042</pub-id></citation></ref>
<ref id="ref44"><label>44.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Khodavandi</surname> <given-names>A</given-names></name> <name><surname>Alizadeh</surname> <given-names>F</given-names></name> <name><surname>Razis</surname> <given-names>AFA</given-names></name></person-group>. <article-title>Association between dietary intake and risk of ovarian cancer: a systematic review and meta-analysis</article-title>. <source>Eur J Nutr</source>. (<year>2021</year>) <volume>60</volume>:<fpage>1707</fpage>&#x2013;<lpage>36</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00394-020-02332-y</pub-id>, PMID: <pub-id pub-id-type="pmid">32661683</pub-id></citation></ref>
<ref id="ref45"><label>45.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kang</surname> <given-names>ZQ</given-names></name> <name><surname>Yang</surname> <given-names>Y</given-names></name> <name><surname>Xiao</surname> <given-names>B</given-names></name></person-group>. <article-title>Dietary saturated fat intake and risk of stroke: systematic review and dose-response meta-analysis of prospective cohort studies</article-title>. <source>Nutr Metab Cardiovasc Dis</source>. (<year>2020</year>) <volume>30</volume>:<fpage>179</fpage>&#x2013;<lpage>89</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.numecd.2019.09.028</pub-id>, PMID: <pub-id pub-id-type="pmid">31791641</pub-id></citation></ref>
<ref id="ref46"><label>46.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Harcombe</surname> <given-names>Z</given-names></name> <name><surname>Baker</surname> <given-names>JS</given-names></name> <name><surname>Davies</surname> <given-names>B</given-names></name></person-group>. <article-title>Evidence from prospective cohort studies does not support current dietary fat guidelines: a systematic review and meta-analysis</article-title>. <source>Br J Sports Med</source>. (<year>2017</year>) <volume>51</volume>:<fpage>1743</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1136/bjsports-2016-096550</pub-id></citation></ref>
<ref id="ref47"><label>47.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gaeini</surname> <given-names>Z</given-names></name> <name><surname>Bahadoran</surname> <given-names>Z</given-names></name> <name><surname>Mirmiran</surname> <given-names>P</given-names></name></person-group>. <article-title>Saturated fatty acid intake and risk of type 2 diabetes: an updated systematic review and dose-response meta-analysis of cohort studies</article-title>. <source>Adv Nutr</source>. (<year>2022</year>) <volume>13</volume>:<fpage>2125</fpage>&#x2013;<lpage>35</lpage>. doi: <pub-id pub-id-type="doi">10.1093/advances/nmac071</pub-id>, PMID: <pub-id pub-id-type="pmid">36056919</pub-id></citation></ref>
<ref id="ref48"><label>48.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chowdhury</surname> <given-names>R</given-names></name> <name><surname>Warnakula</surname> <given-names>S</given-names></name> <name><surname>Kunutsor</surname> <given-names>S</given-names></name> <name><surname>Crowe</surname> <given-names>F</given-names></name> <name><surname>Ward</surname> <given-names>HA</given-names></name> <name><surname>Johnson</surname> <given-names>L</given-names></name> <etal/></person-group>. <article-title>Association of dietary, circulating, and supplement fatty acids with coronary risk: a systematic review and meta-analysis</article-title>. <source>Ann Intern Med</source>. (<year>2014</year>) <volume>160</volume>:<fpage>398</fpage>&#x2013;<lpage>406</lpage>. doi: <pub-id pub-id-type="doi">10.7326/m13-1788</pub-id></citation></ref>
<ref id="ref49"><label>49.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cheng</surname> <given-names>P</given-names></name> <name><surname>Wang</surname> <given-names>J</given-names></name> <name><surname>Shao</surname> <given-names>W</given-names></name> <name><surname>Liu</surname> <given-names>M</given-names></name> <name><surname>Zhang</surname> <given-names>H</given-names></name></person-group>. <article-title>Can dietary saturated fat be beneficial in prevention of stroke risk? A meta-analysis</article-title>. <source>Neurol Sci</source>. (<year>2016</year>) <volume>37</volume>:<fpage>1089</fpage>&#x2013;<lpage>98</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10072-016-2548-3</pub-id>, PMID: <pub-id pub-id-type="pmid">26979840</pub-id></citation></ref>
<ref id="ref50"><label>50.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brennan</surname> <given-names>SF</given-names></name> <name><surname>Woodside</surname> <given-names>JV</given-names></name> <name><surname>Lunny</surname> <given-names>PM</given-names></name> <name><surname>Cardwell</surname> <given-names>CR</given-names></name> <name><surname>Cantwell</surname> <given-names>MM</given-names></name></person-group>. <article-title>Dietary fat and breast cancer mortality: a systematic review and meta-analysis</article-title>. <source>Crit Rev Food Sci Nutr</source>. (<year>2017</year>) <volume>57</volume>:<fpage>1999</fpage>&#x2013;<lpage>2008</lpage>. doi: <pub-id pub-id-type="doi">10.1080/10408398.2012.724481</pub-id>, PMID: <pub-id pub-id-type="pmid">25692500</pub-id></citation></ref>
<ref id="ref51"><label>51.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Billingsley</surname> <given-names>HE</given-names></name> <name><surname>Carbone</surname> <given-names>S</given-names></name> <name><surname>Lavie</surname> <given-names>CJ</given-names></name></person-group>. <article-title>Dietary fats and chronic noncommunicable diseases</article-title>. <source>Nutrients</source>. (<year>2018</year>) <volume>10</volume>:<fpage>1385</fpage>. doi: <pub-id pub-id-type="doi">10.3390/nu10101385</pub-id>, PMID: <pub-id pub-id-type="pmid">30274325</pub-id></citation></ref>
<ref id="ref52"><label>52.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Givens</surname> <given-names>DI</given-names></name></person-group>. <article-title>Saturated fats, dairy foods and cardiovascular health: no longer a curious paradox?</article-title> <source>Nutr Bull</source>. (<year>2022</year>) <volume>47</volume>:<fpage>407</fpage>&#x2013;<lpage>22</lpage>. doi: <pub-id pub-id-type="doi">10.1111/nbu.12585</pub-id>, PMID: <pub-id pub-id-type="pmid">36285545</pub-id></citation></ref>
<ref id="ref53"><label>53.</label> <citation citation-type="other"><person-group person-group-type="author"><name><surname>Mensink</surname> <given-names>RP</given-names></name></person-group> (<year>2016</year>). Effects of saturated fatty acids on serum lipids and lipoproteins: A systematic review and regression analysis. Available at: <ext-link xlink:href="https://apps.who.int/iris/bitstream/handle/10665/246104/9789241565349-eng.pdf?sequence=1" ext-link-type="uri">https://apps.who.int/iris/bitstream/handle/10665/246104/9789241565349-eng.pdf?sequence=1</ext-link> (Accessed December 21, 2023).</citation></ref>
<ref id="ref54"><label>54.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guasch-Ferr&#x00E9;</surname> <given-names>M</given-names></name> <name><surname>Satija</surname> <given-names>A</given-names></name> <name><surname>Blondin</surname> <given-names>SA</given-names></name> <name><surname>Janiszewski</surname> <given-names>M</given-names></name> <name><surname>Emlen</surname> <given-names>E</given-names></name> <name><surname>O&#x2019;Connor</surname> <given-names>LE</given-names></name> <etal/></person-group>. <article-title>Meta-analysis of randomized controlled trials of red meat consumption in comparison with various comparison diets on cardiovascular risk factors</article-title>. <source>Circulation</source>. (<year>2019</year>) <volume>139</volume>:<fpage>1828</fpage>&#x2013;<lpage>45</lpage>. doi: <pub-id pub-id-type="doi">10.1161/CIRCULATIONAHA.118.035225</pub-id>, PMID: <pub-id pub-id-type="pmid">30958719</pub-id></citation></ref>
<ref id="ref55"><label>55.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Woolf</surname> <given-names>SH</given-names></name> <name><surname>Grol</surname> <given-names>R</given-names></name> <name><surname>Hutchinson</surname> <given-names>A</given-names></name> <name><surname>Eccles</surname> <given-names>M</given-names></name> <name><surname>Grimshaw</surname> <given-names>J</given-names></name></person-group>. <article-title>Clinical guidelines: potential benefits, limitations, and harms of clinical guidelines</article-title>. <source>BMJ</source>. (<year>1999</year>) <volume>318</volume>:<fpage>527</fpage>&#x2013;<lpage>30</lpage>. doi: <pub-id pub-id-type="doi">10.1136/bmj.318.7182.527</pub-id>, PMID: <pub-id pub-id-type="pmid">10024268</pub-id></citation></ref>
<ref id="ref56"><label>56.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guyatt</surname> <given-names>GH</given-names></name> <name><surname>Oxman</surname> <given-names>AD</given-names></name> <name><surname>Kunz</surname> <given-names>R</given-names></name> <name><surname>Woodcock</surname> <given-names>J</given-names></name> <name><surname>Brozek</surname> <given-names>J</given-names></name> <name><surname>Helfand</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>GRADE guidelines: 8. Rating the quality of evidence--indirectness</article-title>. <source>J Clin Epidemiol</source>. (<year>2011</year>) <volume>64</volume>:<fpage>1303</fpage>&#x2013;<lpage>10</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jclinepi.2011.04.014</pub-id></citation></ref>
<ref id="ref57"><label>57.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Razavi</surname> <given-names>AC</given-names></name> <name><surname>Jain</surname> <given-names>V</given-names></name> <name><surname>Grandhi</surname> <given-names>GR</given-names></name> <name><surname>Patel</surname> <given-names>P</given-names></name> <name><surname>Karagiannis</surname> <given-names>A</given-names></name> <name><surname>Patel</surname> <given-names>N</given-names></name> <etal/></person-group>. <article-title>Does elevated high-density lipoprotein cholesterol protect against cardiovascular disease?</article-title> <source>J Clin Endocrinol Metab</source>. (<year>2024</year>) <volume>109</volume>:<fpage>321</fpage>&#x2013;<lpage>32</lpage>. doi: <pub-id pub-id-type="doi">10.1210/clinem/dgad406</pub-id>, PMID: <pub-id pub-id-type="pmid">37437107</pub-id></citation></ref>
<ref id="ref58"><label>58.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Faaborg-Andersen</surname> <given-names>CC</given-names></name> <name><surname>Liu</surname> <given-names>C</given-names></name> <name><surname>Subramaniyam</surname> <given-names>V</given-names></name> <name><surname>Desai</surname> <given-names>SR</given-names></name> <name><surname>Sun</surname> <given-names>YV</given-names></name> <name><surname>Wilson</surname> <given-names>PWF</given-names></name> <etal/></person-group>. <article-title>U-shaped relationship between apolipoprotein A1 levels and mortality risk in men and women</article-title>. <source>Eur J Prev Cardiol</source>. (<year>2023</year>) <volume>30</volume>:<fpage>293</fpage>&#x2013;<lpage>304</lpage>. doi: <pub-id pub-id-type="doi">10.1093/eurjpc/zwac263</pub-id>, PMID: <pub-id pub-id-type="pmid">36351048</pub-id></citation></ref>
<ref id="ref59"><label>59.</label> <citation citation-type="other"><person-group person-group-type="author"><name><surname>Pollock</surname> <given-names>M FR</given-names></name> <name><surname>Becker</surname> <given-names>LA</given-names></name> <name><surname>Pieper</surname> <given-names>D</given-names></name> <name><surname>Hartling</surname> <given-names>L</given-names></name></person-group> (<year>2023</year>). Cochrane handbook for systematic reviews of interventions version 6.4. Chapter V: Overviews of Reviews. Available at: <ext-link xlink:href="https://training.cochrane.org/handbook/current/chapter-v" ext-link-type="uri">https://training.cochrane.org/handbook/current/chapter-v</ext-link> (Accessed December 15, 2023).</citation></ref>
</ref-list>
</back>
</article>