<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cardiovasc. Med.</journal-id>
<journal-title>Frontiers in Cardiovascular Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cardiovasc. Med.</abbrev-journal-title>
<issn pub-type="epub">2297-055X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcvm.2023.1126157</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cardiovascular Medicine</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Using Mendelian randomization analysis to determine the causal connection between unpleasant emotions and coronary atherosclerosis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Lei</surname><given-names>Jiyong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2143084/overview"/></contrib>
<contrib contrib-type="author"><name><surname>Luo</surname><given-names>Da</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2143405/overview" /></contrib>
<contrib contrib-type="author"><name><surname>Xiong</surname><given-names>Jiarui</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Li</surname><given-names>Mingjiang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref></contrib>
</contrib-group>
<aff id="aff1"><label><sup>1</sup></label><addr-line>Department of Cardiology</addr-line>, <institution>Renmin Hospital of Wuhan University</institution>, <addr-line>Wuhan</addr-line>, <country>China</country></aff>
<aff id="aff2"><label><sup>2</sup></label><addr-line>Cardiovascular Research Institute</addr-line>, <institution>Wuhan University</institution>, <addr-line>Wuhan</addr-line>, <country>China</country></aff>
<aff id="aff3"><label><sup>3</sup></label><addr-line>Hubei Key Laboratory of Cardiology, Renmin Hospital of Wuhan University</addr-line>, <addr-line>Wuhan</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> Andreas Zirlik, Medical University of Graz, Austria</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> Andreas Baranyi, Medical University of Graz, Austria Dandan Sun, China Medical University, China</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Mingjiang Li <email>mingjiangli@whu.edu.cn</email> Jiarui Xiong <email>xiongjiarui@whu.edu.cn</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>22</day><month>05</month><year>2023</year></pub-date>
<pub-date pub-type="collection"><year>2023</year></pub-date>
<volume>10</volume><elocation-id>1126157</elocation-id>
<history>
<date date-type="received"><day>17</day><month>12</month><year>2022</year></date>
<date date-type="accepted"><day>02</day><month>05</month><year>2023</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2023 Lei, Luo, Xiong and Li.</copyright-statement>
<copyright-year>2023</copyright-year><copyright-holder>Lei, Luo, Xiong and Li</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<sec><title>Objective</title>
<p>Observational studies have shown a correlation between unpleasant emotions and coronary atherosclerosis, but the underlying causal linkages are still uncertain. We conducted a Mendelian randomization (MR) investigation on two samples for this purpose.</p>
</sec>
<sec><title>Methods</title>
<p>In genome-wide association studies in the UK Biobank (total&#x2009;&#x003D;&#x2009;459,561), we selected 40 distinct single-nucleotide polymorphisms (SNPs) related to unpleasant emotions as genome-wide statistically significant instrumental variables. FinnGen consortium provided summary-level data on coronary atherosclerosis for 211,203 individuals of Finnish descent. MR-Egger regression, the inverse variance weighted technique (IVW), and the weighted median method were used in the process of conducting data analysis.</p>
</sec>
<sec><title>Results</title>
<p>There was sufficient evidence to establish a causal connection between unpleasant emotions and coronary atherosclerosis risk. For each unit increase in the log-odds ratio of unpleasant feelings, the odds ratios were 3.61 (95&#x0025; CI: 1.64&#x2013;7.95; <italic>P</italic>&#x2009;&#x003D;&#x2009;0.001). The outcomes of sensitivity analyses were comparable. There was no indication of heterogeneity or directional pleiotropy.</p>
</sec>
<sec><title>Conclusion</title>
<p>Our findings provide causal evidence for the effects of unpleasant emotions on coronary atherosclerosis.</p>
</sec>
</abstract>
<kwd-group>
<kwd>unpleasant emotions</kwd>
<kwd>anxiety</kwd>
<kwd>depression</kwd>
<kwd>coronary atherosclerosis</kwd>
<kwd>Mendelian randomization</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="1"/><equation-count count="0"/><ref-count count="45"/><page-count count="0"/><word-count count="0"/></counts><custom-meta-wrap><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Atherosclerosis and Vascular Medicine</meta-value></custom-meta></custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro"><label>1.</label><title>Introduction</title>
<p>Coronary atherosclerosis, commonly known as coronary artery disease (CAD), is the greatest frequent form of cardiovascular disease (CVD). Typically, the growth of atherosclerotic lesions lowers lumen blood flow by more than 50&#x0025;, resulting in angina, myocardial infarction (MI), or stroke, particularly during exercise or other stressful conditions (<xref ref-type="bibr" rid="B1">1</xref>). Despite its slow development, atherosclerosis continues to be one of the primary causes of death around the globe (<xref ref-type="bibr" rid="B1">1</xref>). With more women, younger people, and multiethnic groups being impacted by atherosclerosis than ever before, and with non-traditional risk factors garnering attention, new observational research has improved our knowledge of the disease (<xref ref-type="bibr" rid="B2">2</xref>). Evidence from the INTERHEART trial which is a major, globally standardized case-control research evaluating global risk factors for coronary heart disease, encompassing 262 sites from 52 nations reveals that stress and depression are non-negligible CVD risk factors, accounting for 32.5&#x0025; of attributable risk (<xref ref-type="bibr" rid="B3">3</xref>). In the Pelotas Birth Cohort of 1993, there were 5, 249 people and 4, 336 persons with full mental health data, Belem da Silva et al. studied the association between carotid intima-media thickness(cIMT) at age 18 and emotional symptoms (ESs) referring to depression or anxiety symptoms which were assessed by the Strengths and Difficulties Questionnaire (SDQ) (<xref ref-type="bibr" rid="B4">4</xref>) at ages 11 and 15 years (<xref ref-type="bibr" rid="B5">5</xref>). High expression of ESs in children aged 11 and 15 was associated with 1.84&#x2005;&#x03BC;m and 2.58&#x2005;&#x03BC;m, respectively, an increase in cIMT at 18 years of age (<italic>P&#x2009;</italic>&#x003C;&#x2009;0.001) (<xref ref-type="bibr" rid="B5">5</xref>). It indicates that the intensity of ESs has predictive value for the risk of future atherosclerosis (<xref ref-type="bibr" rid="B5">5</xref>). However, contradictory findings were discovered regarding the effect of psychological disorders, such as anxiety and depression, on subclinical atherosclerosis. Using cIMT, Prugger et al. observed a longitudinal association between subclinical atherosclerosis and the progression of depression symptoms in patients who are older during a follow-up period of ten years (<xref ref-type="bibr" rid="B6">6</xref>). In contrast, other cross-sectional studies have not discovered this connection (<xref ref-type="bibr" rid="B7">7</xref>). Due to the nature of observational studies, the potential for bias in these findings as a consequence of residual confounding, and the ambiguity of causation between data, we undertook a Mendelian randomization study (MR) to investigate the causality between unpleasant emotions, such as symptoms of nerves, anxiety, tension or depression, and coronary atherosclerosis for observational findings cannot be determined.</p>
</sec>
<sec id="s2"><label>2.</label><title>Materials and methods</title>
<p>The Mendelian randomization studies (MR) are based on the idea of instrumental variables (IVs) and use Single Nucleotide Polymorphisms (SNPs) to explore the causal relationship between exposure and outcome. Because gamete formation follows the Mendelian law of random assignment of parental alleles to offspring, environmental exposures, socioeconomic level, and behavioral characteristics do not influence genetic diversity; moreover, genetic variation remains constant after birth, providing an estimate of the impact of risk factors over the lifetime of the individual. Therefore, MR can overcome the confounding and reverse causality problems that exist in traditional observational studies (<xref ref-type="bibr" rid="B8">8</xref>). MR is predicated on three key premises. Initially, the genetic variations selected as IVs should be strongly related to the exposure. Second, the genetic variations selected as IVs should not be connected to any confounding variables. Lastly, the genetic variants chosen as IVs should only impact the risk of an outcome via the exposure&#x0027;s risk factor, and not through alternate routes (<xref ref-type="bibr" rid="B9">9</xref>) (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>).</p>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>Design framework and assumptions of the Mendelian randomization study. Independence assumption, the genetic variants chosen as instrumental variables(IVs) should not be linked to any confounding factors; correlation assumption, IVs should be significantly associated with the exposure; exclusivity assumption, IVs should only impact the risk of an outcome <italic>via</italic> the exposure&#x0027;s risk factor, and not through alternate routes. SNPs, single nucleotide polymorphisms.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fcvm-10-1126157-g001.tif"/>
</fig>
<sec id="s2a"><label>2.1.</label><title>Standards and definitions</title>
<p>Unpleasant emotions consist of two distinct states: the first is a state of psychological non-relaxation caused by poor interpersonal relationships or other factors, such as fear, anxiety, or anger in the face of challenges and the unknown; the second is a state of low mood, loss of interest or pleasure that does not correspond to the current situation (<xref ref-type="bibr" rid="B10">10</xref>).</p>
<p>The process of lipid deposition, complex glycan accumulation, fibrous tissue proliferation, and calcium deposition is known as coronary atherosclerosis (<xref ref-type="bibr" rid="B11">11</xref>). In the end, it leads to arterial wall thickening, lumen constriction, and blood flow obstruction, resulting in myocardial ischemia and hypoxia (<xref ref-type="bibr" rid="B11">11</xref>).</p>
</sec>
<sec id="s2b"><label>2.2.</label><title>Data sources</title>
<p>We used second-wave UK Biobank data from the Bristol Medical School&#x0027;s MRC-IEU(Medical Research Council, MRC; Integrative Epidemiology Unit, IEU), which altered the variant call format to hold aggregated GWAS statistics (GWAS-VCF) to enhance the effectiveness of GWAS summary data queries and lower the likelihood of data interpretation and post-GWAS analysis mistakes on genetic information about unpleasant emotions (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>). The group consisted of 459,560 persons of European ancestry, of whom 158,565 had ever visited a general practitioner (GP) for the symptoms of nerves, anxiety, tension, or depression. Then, we utilized summary data from the FinnGen R7 version of the GWAS results to examine the relationship between unpleasant emotions and coronary atherosclerosis in up to 211,203 persons of Finnish heritage (<xref ref-type="bibr" rid="B14">14</xref>). The 8th and 10th editions of the International Classification of Diseases (ICD) identify coronary atherosclerosis. These data sets were collected from the Bristol Medical School&#x0027;s Open Access Complete GWAS Summary Data Set (<ext-link ext-link-type="uri" xlink:href="https://gwas.mrcieu.ac.uk/">https://gwas.mrcieu.ac.uk/</ext-link>) (<xref ref-type="bibr" rid="B12">12</xref>). It has been suggested that emotions are associated with coronary atherosclerosis risk factors, but it is unknown whether these risk factors mediate the influence of emotions on coronary atherosclerosis (<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B18">18</xref>). We enumerated the potential confounding factors (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>). To ensure the efficacy of the MR analysis, the phenoscanner (<ext-link ext-link-type="uri" xlink:href="http://www.phenoscanner.medschl.cam.ac.uk">http://www.phenoscanner.medschl.cam.ac.uk</ext-link>/) was then utilized to examine the possibility of pleiotropy.</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Potential confounding variables for coronary atherosclerosis.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="left"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Trait or disease</th>
<th valign="top" align="center">Study</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Sex</td>
<td valign="top" align="left">Bangasser et al. (<xref ref-type="bibr" rid="B17">17</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Hypercholesterolemia</td>
<td valign="top" align="left">Bl&#x00F6;chl et al. (<xref ref-type="bibr" rid="B15">15</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Hypertension</td>
<td valign="top" align="left">Bl&#x00F6;chl et al. (<xref ref-type="bibr" rid="B15">15</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Smoke</td>
<td valign="top" align="left">Taylor et al. (<xref ref-type="bibr" rid="B18">18</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Diabetes</td>
<td valign="top" align="left">Bl&#x00F6;chl et al. (<xref ref-type="bibr" rid="B15">15</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Obesity</td>
<td valign="top" align="left">Chaplin et al. (<xref ref-type="bibr" rid="B16">16</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2c"><label>2.3.</label><title>Selection for genetic variation</title>
<p>Single-nucleotide polymorphisms (SNPs) related to unpleasant emotions at the genome-wide significance level (<italic>P&#x2009;</italic>&#x003C;&#x2009;5&#x2009;&#x00D7;&#x2009;10<sup>&#x2212;8</sup>) were retrieved from GWASs of 459,560 participants of European ancestry from UK Biobank (<xref ref-type="bibr" rid="B13">13</xref>). Then we utilized 1, 000 genome linkage disequilibrium European groups as reference populations to assess whether these SNPs exhibit linkage disequilibrium (LD r<sup>2&#x2009;</sup>&#x003E;&#x2009;0.001, clump window &#x003C;10&#x2005;kb), and utilized proxy SNPs for a very small number of missing SNPs in outcome data. Using the formula: F&#x2009;&#x003D;&#x2009;beta<sup>2</sup>/se<sup>2</sup>, an F-statistic&#x2009;&#x003E;&#x2009;10 indicated a low likelihood of instrument bias (<xref ref-type="bibr" rid="B19">19</xref>). R<sup>2&#x2009;</sup>&#x003D;&#x2009;2&#x2009;&#x00D7;&#x2009;(EAF)&#x00D7; (1 &#x2013;EAF)&#x2009;&#x00D7;&#x2009;(<italic>&#x03B2;</italic>)<sup>2</sup>, <italic>&#x03B2;</italic> reflects the influence of SNP loci on the outcome and EAF represents the frequency of effect alleles, we use R<sup>2</sup> to represent the percentage of variance in unpleasant emotions instruments (<xref ref-type="bibr" rid="B20">20</xref>).</p>
</sec>
<sec id="s2d"><label>2.4.</label><title>Statistical analysis</title>
<p>The random effects inverse variance weighting (IVW) technique is used as the major analysis approach to investigate the association between unpleasant emotions and coronary atherosclerosis, it incorporates Wald ratio estimation to provide a consistent assessment of the causal effect of exposure on outcomes (<xref ref-type="bibr" rid="B21">21</xref>). Considering that IVW estimates might be affected by defective instrument bias or pleiotropy, we investigated the validity and robustness of the results by conducting sensitivity analyses using the Weighted median and MR-Egger. On the assumption that more than fifty percent of genetic variation is a useful tool variable, the weighted median technique can be used to quantify the effect (<xref ref-type="bibr" rid="B22">22</xref>). MR-Egger may be employed for pleiotropic estimation when the instrumental variable is invalid and there is inadequate evidence of directional pleiotropy indicated by an intercept of zero (<xref ref-type="bibr" rid="B23">23</xref>). Additionally, we use the Cochran Q statistic to evaluate the presence of heterogeneity (i.e., potential horizontal pleiotropy) (<xref ref-type="bibr" rid="B24">24</xref>) and utilize MR-Pleiotropy Residual Sum and Outlier methods (MR-PRESSO) to identify and remove probable outliers as well as reevaluate heterogeneity (<xref ref-type="bibr" rid="B25">25</xref>). R&#x0027;s TwoSampleMR (version 0.5.6) and MRPRESSO (version 1.0) tools do the analysis (version 4.2.1). <italic>P&#x2009;</italic>&#x003C;&#x2009;0.05 was regarded as statistically significant in the MR analysis statistical test.</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3.</label><title>Results</title>
<p>According to the predetermined criterion, we chose 44 SNPs that were highly related to unpleasant emotions; one of these SNPs was unavailable in the result and was substituted by an acceptable proxy SNP. Coordination of exposure and outcome data led to the elimination of palindrome sequences with low allele frequency and incompatible SNPs. Finally, 40 SNPs were chosen as instrumental factors for the investigation of the link between unpleasant emotions and coronary atherosclerosis (<xref ref-type="sec" rid="s10">Supplementary Table S1</xref>). The estimated F statistics were larger than 10, suggesting that the variables were significant instrument variables (<xref ref-type="sec" rid="s10">Supplementary Table S1</xref>). There was no sample repeat in the populations of exposure and outcome.</p>
<p>For each unit increase in the genetically determined log-transformed likelihood of unpleasant feelings, the odds ratio for coronary atherosclerosis increased by 3.61 (95&#x0025; CI: 1.64&#x2013;7.95; <italic>P&#x2009;</italic>&#x003D;&#x2009;0.001). Unpleasant emotions are strongly associated with the risk of coronary atherosclerosis, suggesting a hereditary predisposition. Weighted median [OR, 3.33; 95&#x0025;CI, 1.27&#x2013;8.72, <italic>P&#x2009;</italic>&#x003D;&#x2009;0.015] and MR Egger [OR, 2.13; 95&#x0025;CI, 0.018&#x2013;253.24, <italic>P&#x2009;</italic>&#x003D;&#x2009;0.75] produced equivalent results, although with larger confidence intervals for MR Egger, yet in the same direction (<xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref>). The scatter plot illustrates the association between the SNP effect on unpleasant emotions and the SNP effect on coronary atherosclerosis (<xref ref-type="fig" rid="F3">Figure&#x00A0;3</xref>). A leave-one-out analysis (<xref ref-type="fig" rid="F4">Figure&#x00A0;4</xref>) and a single SNP analysis (<xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>) indicated that no single SNP was responsible for the observed connection. There was minimal variability in the causative estimates of 40 SNPs. It did not detect heterogeneity [Cochran Q&#x2009;&#x003D;&#x2009;53.68(<italic>P&#x2009;</italic>&#x003D;&#x2009;0.059)] and the MR-Egger(<italic>P&#x2009;</italic>&#x003D;&#x2009;0.828) or MR- PRESSO global tests (<italic>P&#x2009;</italic>&#x003D;&#x2009;0.067) could not discover any pleiotropic effects. MR- PRESSO did not uncover any abnormal SNPs yet. The funnel plot depicts the aforementioned findings (<xref ref-type="fig" rid="F5">Figure&#x00A0;5</xref>).</p>
<fig id="F2" position="float"><label>Figure 2</label>
<caption><p>Forest plot of three Mendelian random estimators of the effect of unpleasant emotions on coronary atherosclerosis. IVW, indicates inverse variance weighted; MR, Mendelian randomization; OR, odds ratio.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fcvm-10-1126157-g002.tif"/>
</fig>
<fig id="F3" position="float"><label>Figure 3</label>
<caption><p>Scatterplot of Mendelian randomization estimates of genetic risk of unpleasant emotions on coronary atherosclerosis. Each point represents the SNP effects on unpleasant emotions and coronary atherosclerosis. The line at each point reflects the 95&#x0025; confidence interval, the horizontal coordinate is the effect of SNP on exposure (unpleasant emotions) and the vertical coordinate is the effect of SNP on the outcome (coronary atherosclerosis). SNPs, single nucleotide polymorphisms.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fcvm-10-1126157-g003.tif"/>
</fig>
<fig id="F4" position="float"><label>Figure 4</label>
<caption><p>Leave-one-out analysis of unpleasant emotions on coronary atherosclerosis. Circles indicate MR estimates for unpleasant emotions and coronary atherosclerosis using the inverse-variance weighted fixed-effect method if the SNP was omitted. The bars indicate the CI of MR estimates. CI, confidence interval; MR, Mendelian randomization.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fcvm-10-1126157-g004.tif"/>
</fig>
<fig id="F5" position="float"><label>Figure 5</label>
<caption><p>Funnel plot of the Mendelian randomization analysis for coronary atherosclerosis. The funnel plot assessed the existence of probable heterogeneity among the estimations, which suggests the possibility of pleiotropic effects. The graph depicts the observed causal impact of each of the 40 instrumental variables (IVs) as dots, and the average causal effect of all IVs combined (bIV) using the inverse variance weighted and MR-Egger approach on the x-axis. The Y axis indicates the inverse standard error of the predicted causal impact for each single nucleotide polymorphism (SNP).</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fcvm-10-1126157-g005.tif"/>
</fig>
</sec>
<sec id="s4" sec-type="discussion"><label>4.</label><title>Discussion</title>
<p>This research revealed convincing evidence of a causal relationship between genetically predicted unpleasant emotions and the probability of developing coronary atherosclerosis.</p>
<p>Coronary atherosclerosis, also known as coronary artery disease (CAD), is the most prevalent type of cardiovascular disease (CVD) (<xref ref-type="bibr" rid="B1">1</xref>). Many observational studies support the assumption that anxiety or depression is related to an increased risk of CVD, thereby corroborating the results of our MR investigations. In a cross-sectional study, the researchers used Beck Anxiety Inventory (BAI) (<xref ref-type="bibr" rid="B26">26</xref>) and Beck Depression Inventory (BDI) (<xref ref-type="bibr" rid="B27">27</xref>) to assess the severity of anxiety or depressive tendencies in participants who had never been diagnosed with a psychiatric disorder (<xref ref-type="bibr" rid="B28">28</xref>). More than 58&#x0025; of the coronary slow flow (CSF) group had a BAI score of more than 22 points, and there was a substantial association between the BAI score and the severity of CSF and the number of injured vessels, and each unit increase in the BDI was associated with a 1.2&#x0025; increase in the probability of CSF occurrence (<italic>P</italic>&#x2009;&#x003D;&#x2009;0.001) (<xref ref-type="bibr" rid="B28">28</xref>). This is also supported by a recent meta-analysis of depressed symptoms with subclinical atherosclerosis and the National Epidemiologic Survey on Alcohol and Related Conditions (NESARC) (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>). It is indicated that despondent mood, loss of interest or delight, and fatigue were more likely to be linked to subclinical atherosclerosis (<xref ref-type="bibr" rid="B29">29</xref>). And the risk of developing CAD is 2.01 to 2.09 times higher than normal after one year of persistent major depressive disorder (MDD) and/or generalized anxiety disorder (GAD) (<xref ref-type="bibr" rid="B30">30</xref>). However, there is contradictory evidence about the effect of unpleasant emotions on atherosclerosis (<xref ref-type="bibr" rid="B31">31</xref>&#x2013;<xref ref-type="bibr" rid="B34">34</xref>). In a long-term observational study where children&#x0027;s atherosclerosis was measured using pulse wave velocity (PWV), logistic regression showed that high brachial-ankle PWV (baPWV) was independently associated with depressive and anxious symptoms, such as feeling sick in the bath, headaches, general fatigue, anxiety, and emotional ups and downs, while low baPWV was associated with motivation and good friendships (<xref ref-type="bibr" rid="B31">31</xref>). Another meta-analysis of 15 studies on the association between optimism and all-cause mortality at risk of future cardiovascular events in 229,391 individuals revealed that optimism was substantially related to a lower risk of cardiovascular events (<italic>RR&#x2009;</italic>&#x003D;&#x2009;0.65, <italic>95&#x0025;CI</italic>: 0.51&#x2013;0.78, <italic>P&#x2009;</italic>&#x003C;&#x2009;0.001) (<xref ref-type="bibr" rid="B33">33</xref>). In contrast, there was no relationship between the Center for Epidemiological Studies-Depression (CES-D) (<xref ref-type="bibr" rid="B35">35</xref>) scale scores and carotid intima-media thickness (cIMT) (<xref ref-type="bibr" rid="B36">36</xref>), an alternative marker of subclinical atherosclerosis in participants, in the Baltimore longitudinal study of aging (<italic>P&#x2009;</italic>&#x003D;&#x2009;0.68) (<xref ref-type="bibr" rid="B32">32</xref>). In the Dallas Heart Study, after adjusting for confounding variables such as age, gender, and race, there was no correlation between the Quick Inventory of Depressive Symptomatology-Self Report (QIDS) score (<xref ref-type="bibr" rid="B37">37</xref>), which is a standardized instrument used to measure the severity of depressive symptom in terms of difficulty sleeping, waking easily, feeling sad, appetite and weight changes, reduced concentration, inability to accept oneself, suicidal thoughts, reduced interest, and energy, slowed thinking, fidgeting, etc. in the previous week, and the occurrence or severity of CAC (<italic>&#x03B2;</italic>&#x003D;0.088, <italic>P</italic>&#x2009;&#x003D;&#x2009;0.240, <italic>OR</italic>&#x2009;&#x003D;&#x2009;1.092, <italic>95&#x0025; CI</italic>: 0.943&#x2013;1.264), a marker of coronary atherosclerosis (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B38">38</xref>). Multiple plausible explanations exist for this contradictory conclusion. Firstly, the information collected from psychosocial measures, such as the CES-D, could differ based on the socio-cultural environment of different geographic regions and countries, as the samples are from different periods and locations (<xref ref-type="bibr" rid="B32">32</xref>). Secondly, plaque and IMT may have distinct associations with CES-D or BAI scores; since some studies have examined IMT without considering carotid plaque, there may be no association between the two (<xref ref-type="bibr" rid="B32">32</xref>). Thirdly, in certain cross-sectional observational studies, unpleasant symptoms and atherosclerosis examined at a particular time point may not be indicative of changes over time and herein resides one of the limitations of observational research (<xref ref-type="bibr" rid="B34">34</xref>). Finally, the mechanism by which unpleasant symptoms influence atherosclerosis may not involve calcification, and there may be other indicators besides CAC that are affected (<xref ref-type="bibr" rid="B34">34</xref>). Consistent with earlier MR research on the risk of cardiovascular illness connected with psychological variables, our findings provide solid estimates of causality (<xref ref-type="bibr" rid="B39">39</xref>&#x2013;<xref ref-type="bibr" rid="B41">41</xref>). However, they primarily focused on depression and disease symptoms and did not investigate the effect on the fundamental pathological alterations of CVD (<xref ref-type="bibr" rid="B40">40</xref>). Moreover, the odds ratio for determining the degree of the impact is less than our findings (1.14 vs. 3.61), suggesting that anxiety or tension may amplify this effect (<xref ref-type="bibr" rid="B40">40</xref>). Although the design of our analysis was comparable to that of Li et al. (<xref ref-type="bibr" rid="B41">41</xref>), we added some novel elements. Firstly, they selected CAD as one of the outcome variables; strictly speaking, coronary atherosclerosis is a pathological change that precedes CAD, and our study is essential to comprehending the influence of emotion on CVD. Secondly, they used self-reported broad depression as a diagnostic adjunct, which may have been influenced by other psychiatric symptoms/disorders (<xref ref-type="bibr" rid="B42">42</xref>). We used self-perceived unpleasant emotions as an exposure variable to include more data and thus to support the causal involvement of psychosocial factors in CAD. Anxiety and depression may potentially influence the establishment and progression of atherosclerosis.</p>
<p>Several pathophysiological pathways may explain the causative impact of psychological disorders, such as anxiety or depression, on the risk of atherosclerosis or coronary heart disease. Psychosocial stress may result in noncompliance, and unhealthy lifestyles, together with a higher risk of coronary artery disease due to hazardous health behaviors (<xref ref-type="bibr" rid="B43">43</xref>). In addition, chronic inflammation, endothelial dysfunction, and elevated platelet activity may serve as a connecting factor (<xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B45">45</xref>).</p>
<p>The key advantage of this study is the design of MR, which may mimic natural randomization and reduce residual confounding to get precise causal estimates. Additionally, the GWAS meta-analysis that we used was based on the European population, whose main genetic components were used to alter the population structure. There is no overlap between samples of exposure and outcome variables, therefore we do not anticipate population stratification bias or weak instrumental variables to affect our results. Since the F statistic value is more than 10, it is evident that the instrumental variables we selected are reliable, but we must exercise care when disseminating the study results to other populations.</p>
<p>However, it is important to keep in mind that this study has a few limitations. Firstly, we cannot rule out the possibility that our study was affected by unknown confounding variables, but we have applied a series of sensitivity analysis methods to spot and correct likely confounding and pleiotropy. Secondly, since we employ summary-level data, individual-level information, including biochemical signs, hinders our investigation of the underlying mechanisms of connection. Thirdly, it is difficult to evaluate the relative impact of anxiety or depression on the development or progression of coronary atherosclerosis. Nonetheless, this study properly explains the influence of psychosocial factors on coronary atherosclerosis.</p>
</sec>
<sec id="s5" sec-type="conclusions"><label>5.</label><title>Conclusion</title>
<p>This research supports the causative significance of anxiety and depression, among other psychosocial variables, in coronary atherosclerosis. It is imperative that we treat psychosocial stress as a modifiable risk factor for all of our patients and apply stress management approaches to provide patients with extra advantages.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>Publicly available datasets were analyzed in this study. This data can be found here: <ext-link ext-link-type="uri" xlink:href="https://gwas.mrcieu.ac.uk/">https://gwas.mrcieu.ac.uk/</ext-link>.</p>
</sec>
<sec id="s7"><title>Ethics statement</title>
<p>Ethical review and approval was not required for the study on human participants in accordance with the local legislation and institutional requirements. Written informed consent to participate in this study was provided by the participants&#x2019; legal guardian/next of kin.</p>
</sec>
<sec id="s8"><title>Author contributions</title>
<p>JL and ML: conceived and designed the study. JL, DL, JX, and ML: were responsible for the collection and assembly of data, data analysis, and interpretation. JL and DL: were involved in writing the manuscript. JL and ML: revised the manuscript. All the work was performed under ML&#x0027;s instructions. All authors contributed to the article and approved the submitted version.</p>
</sec>
<ack><title>Acknowledgments</title>
<p>Our thanks are given to everyone who took part in the UK Biobank and FinnGen investigations and to the academics who worked on them.</p>
</ack>
<sec id="s9" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="disclaimer"><title>Publisher&#x0027;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 id="s10" sec-type="supplementary-material"><title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcvm.2023.1126157/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcvm.2023.1126157/full&#x0023;supplementary-material</ext-link>.</p>
<supplementary-material id="SD1" content-type="local-data">
<media mimetype="application" mime-subtype="vnd.openxmlformats-officedocument.wordprocessingml.document" xlink:href="Datasheet1.docx"/>
</supplementary-material>
<supplementary-material id="SD2" content-type="local-data">
<media mimetype="application" mime-subtype="vnd.openxmlformats-officedocument.wordprocessingml.document" xlink:href="Table1.docx"/>
</supplementary-material>
</sec>
<ref-list><title>References</title>
<ref id="B1"><label>1.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bj&#x00F6;rkegren</surname><given-names>JLM</given-names></name><name><surname>Lusis</surname><given-names>AJ</given-names></name></person-group>. <article-title>Atherosclerosis: recent developments</article-title>. <source>Cell</source>. (<year>2022</year>) <volume>185</volume>(<issue>10</issue>):<fpage>1630</fpage>&#x2013;<lpage>45</lpage>. <pub-id pub-id-type="doi">10.1016/j.cell.2022.04.004</pub-id></citation></ref>
<ref id="B2"><label>2.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Libby</surname><given-names>P</given-names></name></person-group>. <article-title>The changing landscape of atherosclerosis</article-title>. <source>Nature</source>. (<year>2021</year>) <volume>592</volume>(<issue>7855</issue>):<fpage>524</fpage>&#x2013;<lpage>33</lpage>. <pub-id pub-id-type="doi">10.1038/s41586-021-03392-8</pub-id><pub-id pub-id-type="pmid">33883728</pub-id></citation></ref>
<ref id="B3"><label>3.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rosengren</surname><given-names>A</given-names></name><name><surname>Hawken</surname><given-names>S</given-names></name><name><surname>Ounpuu</surname><given-names>S</given-names></name><name><surname>Sliwa</surname><given-names>K</given-names></name><name><surname>Zubaid</surname><given-names>M</given-names></name><name><surname>Almahmeed</surname><given-names>WA</given-names></name><etal/></person-group> <article-title>Association of psychosocial risk factors with risk of acute myocardial infarction in 11119 cases and 13648 controls from 52 countries (the INTERHEART study): case-control study</article-title>. <source>Lancet</source>. (<year>2004</year>) <volume>364</volume>(<issue>9438</issue>):<fpage>953</fpage>&#x2013;<lpage>62</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(04)17019-0</pub-id><pub-id pub-id-type="pmid">15364186</pub-id></citation></ref>
<ref id="B4"><label>4.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Goodman</surname><given-names>R</given-names></name></person-group>. <article-title>The strengths and difficulties questionnaire: a research note</article-title>. <source>J Child Psychol Psychiatry</source>. (<year>1997</year>) <volume>38</volume>(<issue>5</issue>):<fpage>581</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1111/j.1469-7610.1997.tb01545.x</pub-id><pub-id pub-id-type="pmid">9255702</pub-id></citation></ref>
<ref id="B5"><label>5.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Belem da Silva</surname><given-names>CT</given-names></name><name><surname>Hoffmann</surname><given-names>MS</given-names></name><name><surname>Sant Anna</surname><given-names>RT</given-names></name><name><surname>Wehrmeister</surname><given-names>FC</given-names></name><name><surname>Gon&#x00E7;alves</surname><given-names>H</given-names></name><name><surname>Oliveira</surname><given-names>IO</given-names></name><etal/></person-group> <article-title>Early emotional symptoms predicting carotid atherosclerosis in youth: results from a birth cohort in Latin America</article-title>. <source>J Am Heart Assoc</source>. (<year>2019</year>) <volume>8</volume>(<issue>2</issue>):<fpage>e11011</fpage>. <pub-id pub-id-type="doi">10.1161/JAHA.118.011011</pub-id></citation></ref>
<ref id="B6"><label>6.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Prugger</surname><given-names>C</given-names></name><name><surname>Godin</surname><given-names>O</given-names></name><name><surname>Perier</surname><given-names>MC</given-names></name><name><surname>Ritchie</surname><given-names>K</given-names></name><name><surname>Helmer</surname><given-names>C</given-names></name><name><surname>Empana</surname><given-names>JP</given-names></name><etal/></person-group> <article-title>Longitudinal association of carotid plaque presence and intima-media thickness with depressive symptoms in the elderly: the three-city study</article-title>. <source>Arterioscler Thromb Vasc Biol</source>. (<year>2015</year>) <volume>35</volume>(<issue>5</issue>):<fpage>1279</fpage>&#x2013;<lpage>83</lpage>. <pub-id pub-id-type="doi">10.1161/ATVBAHA.114.305061</pub-id><pub-id pub-id-type="pmid">25838423</pub-id></citation></ref>
<ref id="B7"><label>7.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jones</surname><given-names>DJ</given-names></name><name><surname>Bromberger</surname><given-names>JT</given-names></name><name><surname>Sutton-Tyrrell</surname><given-names>K</given-names></name><name><surname>Matthews</surname><given-names>KA</given-names></name></person-group>. <article-title>Lifetime history of depression and carotid atherosclerosis in middle-aged women</article-title>. <source>Arch Gen Psychiatry</source>. (<year>2003</year>) <volume>60</volume>(<issue>2</issue>):<fpage>153</fpage>&#x2013;<lpage>60</lpage>. <pub-id pub-id-type="doi">10.1001/archpsyc.60.2.153</pub-id><pub-id pub-id-type="pmid">12578432</pub-id></citation></ref>
<ref id="B8"><label>8.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bennett</surname><given-names>DA</given-names></name><name><surname>Holmes</surname><given-names>MV</given-names></name></person-group>. <article-title>Mendelian Randomisation in cardiovascular research: an introduction for clinicians</article-title>. <source>Heart</source>. (<year>2017</year>) <volume>103</volume>(<issue>18</issue>):<fpage>1400</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1136/heartjnl-2016-310605</pub-id><pub-id pub-id-type="pmid">28596306</pub-id></citation></ref>
<ref id="B9"><label>9.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Boef</surname><given-names>AGC</given-names></name><name><surname>Dekkers</surname><given-names>OM</given-names></name><name><surname>le Cessie</surname><given-names>S</given-names></name></person-group>. <article-title>Mendelian Randomization studies: a review of the approaches used and the quality of reporting</article-title>. <source>Int J Epidemiol</source>. (<year>2015</year>) <volume>44</volume>(<issue>2</issue>):<fpage>496</fpage>&#x2013;<lpage>511</lpage>. <pub-id pub-id-type="doi">10.1093/ije/dyv071</pub-id><pub-id pub-id-type="pmid">25953784</pub-id></citation></ref>
<ref id="B10"><label>10.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Heyman</surname><given-names>RE</given-names></name><name><surname>Baucom</surname><given-names>KJW</given-names></name><name><surname>Giresi</surname><given-names>J</given-names></name><name><surname>Isaac</surname><given-names>LJ</given-names></name><name><surname>Slep</surname><given-names>AMS</given-names></name></person-group>. <article-title>Patient experience and expression of unpleasant emotions during health care encounters</article-title>. <source>J Patient Experience</source>. (<year>2020</year>) <volume>7</volume>(<issue>6</issue>):<fpage>969</fpage>&#x2013;<lpage>72</lpage>. <pub-id pub-id-type="doi">10.1177/2374373520978869</pub-id></citation></ref>
<ref id="B11"><label>11.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stone</surname><given-names>PH</given-names></name><name><surname>Libby</surname><given-names>P</given-names></name><name><surname>Boden</surname><given-names>WE</given-names></name></person-group>. <article-title>Fundamental pathobiology of coronary atherosclerosis and clinical implications for chronic ischemic heart disease management-the plaque hypothesis: a narrative review</article-title>. <source>JAMA Cardiol</source>. (<year>2023</year>) <volume>8</volume>(<issue>2</issue>):<fpage>192</fpage>&#x2013;<lpage>201</lpage>. <pub-id pub-id-type="doi">10.1001/jamacardio.2022.3926</pub-id><pub-id pub-id-type="pmid">36515941</pub-id></citation></ref>
<ref id="B12"><label>12.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lyon</surname><given-names>MS</given-names></name><name><surname>Andrews</surname><given-names>SJ</given-names></name><name><surname>Elsworth</surname><given-names>B</given-names></name><name><surname>Gaunt</surname><given-names>TR</given-names></name><name><surname>Hemani</surname><given-names>G</given-names></name><name><surname>Marcora</surname><given-names>E</given-names></name></person-group>. <article-title>The variant call format provides efficient and robust storage of GWAS summary statistics</article-title>. <source>Genome Biol</source>. (<year>2021</year>) <volume>22</volume>(<issue>1</issue>):<fpage>32</fpage>. <pub-id pub-id-type="doi">10.1186/s13059-020-02248-0</pub-id><pub-id pub-id-type="pmid">33441155</pub-id></citation></ref>
<ref id="B13"><label>13.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sudlow</surname><given-names>C</given-names></name><name><surname>Gallacher</surname><given-names>J</given-names></name><name><surname>Allen</surname><given-names>N</given-names></name><name><surname>Beral</surname><given-names>V</given-names></name><name><surname>Burton</surname><given-names>P</given-names></name><name><surname>Danesh</surname><given-names>J</given-names></name><etal/></person-group> <article-title>UK Biobank: an open access resource for identifying the causes of a wide range of complex diseases of middle and old age</article-title>. <source>PLoS Med</source>. (<year>2015</year>) <volume>12</volume>(<issue>3</issue>):<fpage>e1001779</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pmed.1001779</pub-id><pub-id pub-id-type="pmid">25826379</pub-id></citation></ref>
<ref id="B14"><label>14.</label><citation citation-type="other"><person-group person-group-type="author"><name><surname>Kurki</surname><given-names>MI</given-names></name><name><surname>Karjalainen</surname><given-names>J</given-names></name><name><surname>Palta</surname><given-names>P</given-names></name><name><surname>Sipil&#x00E4;</surname><given-names>TP</given-names></name><name><surname>Kristiansson</surname><given-names>K</given-names></name><name><surname>Donner</surname><given-names>K</given-names></name><etal/></person-group> <comment>FinnGen: Unique genetic insights from combining isolated population and national health register data. medRxiv</comment>. (<year>2022</year>):<comment>2022&#x2013;2023</comment>.</citation></ref>
<ref id="B15"><label>15.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bl&#x00F6;chl</surname><given-names>M</given-names></name><name><surname>Schaare</surname><given-names>HL</given-names></name><name><surname>Kunzmann</surname><given-names>U</given-names></name><name><surname>Nestler</surname><given-names>S</given-names></name></person-group>. <article-title>The age-dependent association between vascular risk factors and depressed mood</article-title>. <source>J Gerontol B Psychol Sci Soc Sci</source>. (<year>2022</year>) <volume>77</volume>(<issue>2</issue>):<fpage>284</fpage>&#x2013;<lpage>94</lpage>. <pub-id pub-id-type="doi">10.1093/geronb/gbab063</pub-id></citation></ref>
<ref id="B16"><label>16.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chaplin</surname><given-names>AB</given-names></name><name><surname>Daniels</surname><given-names>NF</given-names></name><name><surname>Ples</surname><given-names>D</given-names></name><name><surname>Anderson</surname><given-names>RZ</given-names></name><name><surname>Gregory-Jones</surname><given-names>A</given-names></name><name><surname>Jones</surname><given-names>PB</given-names></name><etal/></person-group> <article-title>Longitudinal association between cardiovascular risk factors and depression in young people: a systematic review and meta-analysis of cohort studies</article-title>. <source>Psychol Med</source>. (<year>2021</year>) <volume>53</volume>(<issue>3</issue>):<fpage>1</fpage>&#x2013;<lpage>11</lpage>. <pub-id pub-id-type="doi">10.1017/S0033291721002488</pub-id></citation></ref>
<ref id="B17"><label>17.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bangasser</surname><given-names>DA</given-names></name><name><surname>Cuarenta</surname><given-names>A</given-names></name></person-group>. <article-title>Sex differences in anxiety and depression: circuits and mechanisms</article-title>. <source>Nat Rev Neurosci</source>. (<year>2021</year>) <volume>22</volume>(<issue>11</issue>):<fpage>674</fpage>&#x2013;<lpage>84</lpage>. <pub-id pub-id-type="doi">10.1038/s41583-021-00513-0</pub-id><pub-id pub-id-type="pmid">34545241</pub-id></citation></ref>
<ref id="B18"><label>18.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Taylor</surname><given-names>GM</given-names></name><name><surname>Lindson</surname><given-names>N</given-names></name><name><surname>Farley</surname><given-names>A</given-names></name><name><surname>Leinberger-Jabari</surname><given-names>A</given-names></name><name><surname>Sawyer</surname><given-names>K</given-names></name><name><surname>Te Water Naud&#x00E9;</surname><given-names>R</given-names></name><etal/></person-group> <article-title>Smoking cessation for improving mental health</article-title>. <source>Cochrane Database Syst Rev</source>. (<year>2021</year>) <volume>3</volume>(<issue>3</issue>):<fpage>D13522</fpage>. <pub-id pub-id-type="doi">10.1002/14651858.CD013522.pub2</pub-id></citation></ref>
<ref id="B19"><label>19.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xie</surname><given-names>J</given-names></name><name><surname>Huang</surname><given-names>H</given-names></name><name><surname>Liu</surname><given-names>Z</given-names></name><name><surname>Li</surname><given-names>Y</given-names></name><name><surname>Yu</surname><given-names>C</given-names></name><name><surname>Xu</surname><given-names>L</given-names></name><etal/></person-group> <article-title>The associations between modifiable risk factors and nonalcoholic fatty liver disease: a comprehensive Mendelian randomization study</article-title>. <source>Hepatology</source>. (<year>2023</year>) <volume>77</volume>(<issue>3</issue>):<fpage>949</fpage>&#x2013;<lpage>64</lpage>. <pub-id pub-id-type="doi">10.1002/hep.32728</pub-id><pub-id pub-id-type="pmid">35971878</pub-id></citation></ref>
<ref id="B20"><label>20.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pierce</surname><given-names>BL</given-names></name><name><surname>Ahsan</surname><given-names>H</given-names></name><name><surname>Vanderweele</surname><given-names>TJ</given-names></name></person-group>. <article-title>Power and instrument strength requirements for Mendelian randomization studies using multiple genetic variants</article-title>. <source>Int J Epidemiol</source>. (<year>2011</year>) <volume>40</volume>:<fpage>740</fpage>&#x2013;<lpage>52</lpage>. <pub-id pub-id-type="doi">10.1093/ije/dyq151</pub-id><pub-id pub-id-type="pmid">20813862</pub-id></citation></ref>
<ref id="B21"><label>21.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Burgess</surname><given-names>S</given-names></name><name><surname>Thompson</surname><given-names>SG</given-names></name></person-group>. <article-title>Multivariable Mendelian randomization: the use of pleiotropic genetic variants to estimate causal effects</article-title>. <source>Am J Epidemiol</source>. (<year>2015</year>) <volume>181</volume>:<fpage>251</fpage>&#x2013;<lpage>60</lpage>. <pub-id pub-id-type="doi">10.1093/aje/kwu283</pub-id><pub-id pub-id-type="pmid">25632051</pub-id></citation></ref>
<ref id="B22"><label>22.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bowden</surname><given-names>J</given-names></name><name><surname>Davey Smith</surname><given-names>G</given-names></name><name><surname>Haycock</surname><given-names>PC</given-names></name><name><surname>Burgess</surname><given-names>S</given-names></name></person-group>. <article-title>Consistent estimation in Mendelian randomization with some invalid instruments using a weighted median estimator</article-title>. <source>Genet Epidemiol</source>. (<year>2016</year>) <volume>40</volume>(<issue>4</issue>):<fpage>304</fpage>&#x2013;<lpage>14</lpage>. <pub-id pub-id-type="doi">10.1002/gepi.21965</pub-id><pub-id pub-id-type="pmid">27061298</pub-id></citation></ref>
<ref id="B23"><label>23.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bowden</surname><given-names>J</given-names></name><name><surname>Davey Smith</surname><given-names>G</given-names></name><name><surname>Burgess</surname><given-names>S</given-names></name></person-group>. <article-title>Mendelian Randomization with invalid instruments: effect estimation and bias detection through egger regression</article-title>. <source>Int J Epidemiol</source>. (<year>2015</year>) <volume>44</volume>(<issue>2</issue>):<fpage>512</fpage>&#x2013;<lpage>25</lpage>. <pub-id pub-id-type="doi">10.1093/ije/dyv080</pub-id><pub-id pub-id-type="pmid">26050253</pub-id></citation></ref>
<ref id="B24"><label>24.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bowden</surname><given-names>J</given-names></name><name><surname>Spiller</surname><given-names>W</given-names></name><name><surname>Del Greco</surname><given-names>M F</given-names></name><name><surname>Sheehan</surname><given-names>N</given-names></name><name><surname>Thompson</surname><given-names>J</given-names></name><name><surname>Minelli</surname><given-names>C</given-names></name><etal/></person-group> <article-title>Improving the visualization, interpretation and analysis of two-sample summary data Mendelian randomization via the radial plot and radial regression</article-title>. <source>Int J Epidemiol</source>. (<year>2018</year>) <volume>47</volume>(<issue>4</issue>):<fpage>1264</fpage>&#x2013;<lpage>78</lpage>. <pub-id pub-id-type="doi">10.1093/ije/dyy101</pub-id><pub-id pub-id-type="pmid">29961852</pub-id></citation></ref>
<ref id="B25"><label>25.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ong</surname><given-names>J</given-names></name><name><surname>MacGregor</surname><given-names>S</given-names></name></person-group>. <article-title>Implementing MR-PRESSO and GCTA-GSMR for pleiotropy assessment in Mendelian randomization studies from a practitioner&#x0027;s Perspective</article-title>. <source>Genet Epidemiol</source>. (<year>2019</year>) <volume>43</volume>(<issue>6</issue>):<fpage>609</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1002/gepi.22207</pub-id></citation></ref>
<ref id="B26"><label>26.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Beck</surname><given-names>AT</given-names></name><name><surname>Epstein</surname><given-names>N</given-names></name><name><surname>Brown</surname><given-names>G</given-names></name><name><surname>Steer</surname><given-names>RA</given-names></name></person-group>. <article-title>An inventory for measuring clinical anxiety: psychometric properties</article-title>. <source>J Consult Clin Psychol</source>. (<year>1988</year>) <volume>56</volume>(<issue>6</issue>):<fpage>893</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1037/0022-006X.56.6.893</pub-id><pub-id pub-id-type="pmid">3204199</pub-id></citation></ref>
<ref id="B27"><label>27.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Beck</surname><given-names>AT</given-names></name><name><surname>Ward</surname><given-names>CH</given-names></name><name><surname>Mendelson</surname><given-names>M</given-names></name><name><surname>Mock</surname><given-names>J</given-names></name><name><surname>Erbaugh</surname><given-names>J</given-names></name></person-group>. <article-title>An inventory for measuring depression</article-title>. <source>Arch Gen Psychiatry</source>. (<year>1961</year>) <volume>4</volume>:<fpage>561</fpage>&#x2013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1001/archpsyc.1961.01710120031004</pub-id><pub-id pub-id-type="pmid">13688369</pub-id></citation></ref>
<ref id="B28"><label>28.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Elamragy</surname><given-names>AA</given-names></name><name><surname>Abdelhalim</surname><given-names>AA</given-names></name><name><surname>Arafa</surname><given-names>ME</given-names></name><name><surname>Baghdady</surname><given-names>YM</given-names></name></person-group>. <article-title>Anxiety and depression relationship with coronary slow flow</article-title>. <source>PLoS One</source>. (<year>2019</year>) <volume>14</volume>(<issue>9</issue>):<fpage>e221918</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0221918</pub-id></citation></ref>
<ref id="B29"><label>29.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname><given-names>Y</given-names></name><name><surname>Sun</surname><given-names>D</given-names></name><name><surname>Wang</surname><given-names>B</given-names></name><name><surname>Li</surname><given-names>Y</given-names></name><name><surname>Ma</surname><given-names>Y</given-names></name></person-group>. <article-title>The relationship of depressive symptoms and functional and structural markers of subclinical atherosclerosis: a systematic review and meta-analysis</article-title>. <source>Eur J Prev Cardiol</source>. (<year>2018</year>) <volume>25</volume>(<issue>7</issue>):<fpage>706</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1177/2047487318764158</pub-id><pub-id pub-id-type="pmid">29537293</pub-id></citation></ref>
<ref id="B30"><label>30.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname><given-names>H</given-names></name><name><surname>Tian</surname><given-names>Y</given-names></name><name><surname>Liu</surname><given-names>Y</given-names></name><name><surname>Nigatu</surname><given-names>YT</given-names></name><name><surname>Wang</surname><given-names>J</given-names></name></person-group>. <article-title>Relationship between major depressive disorder, generalized anxiety disorder and coronary artery disease in the US general population</article-title>. <source>J Psychosom Res</source>. (<year>2019</year>) <volume>119</volume>:<fpage>8</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1016/j.jpsychores.2019.01.007</pub-id><pub-id pub-id-type="pmid">30947822</pub-id></citation></ref>
<ref id="B31"><label>31.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fujiwara</surname><given-names>H</given-names></name><name><surname>Nakajima</surname><given-names>H</given-names></name><name><surname>Inoue</surname><given-names>F</given-names></name><name><surname>Kosaka</surname><given-names>K</given-names></name><name><surname>Asano</surname><given-names>H</given-names></name><name><surname>Yoshii</surname><given-names>K</given-names></name></person-group>. <article-title>Arterial stiffness in junior high school students: longitudinal observations</article-title>. <source>Pediatr Int</source>. (<year>2018</year>) <volume>60</volume>(<issue>2</issue>):<fpage>127</fpage>&#x2013;<lpage>35</lpage>. <pub-id pub-id-type="doi">10.1111/ped.13475</pub-id><pub-id pub-id-type="pmid">29230906</pub-id></citation></ref>
<ref id="B32"><label>32.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rice</surname><given-names>SC</given-names></name><name><surname>Zonderman</surname><given-names>AB</given-names></name><name><surname>Metter</surname><given-names>EJ</given-names></name><name><surname>Najjar</surname><given-names>SS</given-names></name><name><surname>Waldstein</surname><given-names>SR</given-names></name></person-group>. <article-title>Absence of relation between depressive symptoms and carotid intimal medial thickness in the Baltimore longitudinal study of aging</article-title>. <source>Psychosom Med</source>. (<year>2009</year>) <volume>71</volume>:<fpage>70</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1097/PSY.0b013e3181865f73</pub-id><pub-id pub-id-type="pmid">18842746</pub-id></citation></ref>
<ref id="B33"><label>33.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rozanski</surname><given-names>A</given-names></name><name><surname>Bavishi</surname><given-names>C</given-names></name><name><surname>Kubzansky</surname><given-names>LD</given-names></name><name><surname>Cohen</surname><given-names>R</given-names></name></person-group>. <article-title>Association of optimism with cardiovascular events and all-cause mortality: a systematic review and meta-analysis</article-title>. <source>JAMA Netw Open</source>. (<year>2019</year>) <volume>2</volume>(<issue>9</issue>):<fpage>e1912200</fpage>. <pub-id pub-id-type="doi">10.1001/jamanetworkopen.2019.12200</pub-id><pub-id pub-id-type="pmid">31560385</pub-id></citation></ref>
<ref id="B34"><label>34.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Khan</surname><given-names>A</given-names></name><name><surname>Palka</surname><given-names>J</given-names></name><name><surname>Joshi</surname><given-names>PH</given-names></name><name><surname>Khera</surname><given-names>A</given-names></name><name><surname>Brown</surname><given-names>ES</given-names></name></person-group>. <article-title>Association of depressive symptom severity with coronary artery calcium: the Dallas heart study</article-title>. <source>J Affect Disord</source>. (<year>2020</year>) <volume>276</volume>:<fpage>267</fpage>&#x2013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1016/j.jad.2020.07.042</pub-id><pub-id pub-id-type="pmid">32697708</pub-id></citation></ref>
<ref id="B35"><label>35.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Radloff</surname><given-names>LS</given-names></name></person-group>. <article-title>The CES-D scale: a self-report depression scale for research in the general population</article-title>. <source>Appl Psychol Meas</source>. (<year>1977</year>) <volume>1</volume>(<issue>3</issue>):<fpage>385</fpage>&#x2013;<lpage>401</lpage>. <pub-id pub-id-type="doi">10.1177/014662167700100306</pub-id></citation></ref>
<ref id="B36"><label>36.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nezu</surname><given-names>T</given-names></name><name><surname>Hosomi</surname><given-names>N</given-names></name><name><surname>Aoki</surname><given-names>S</given-names></name><name><surname>Matsumoto</surname><given-names>M</given-names></name></person-group>. <article-title>Carotid intima-media thickness for atherosclerosis</article-title>. <source>J Atheroscler Thromb</source>. (<year>2016</year>) <volume>23</volume>(<issue>1</issue>):<fpage>18</fpage>&#x2013;<lpage>31</lpage>. <pub-id pub-id-type="doi">10.5551/jat.31989</pub-id><pub-id pub-id-type="pmid">26460381</pub-id></citation></ref>
<ref id="B37"><label>37.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Trivedi</surname><given-names>MH</given-names></name><name><surname>Rush</surname><given-names>AJ</given-names></name><name><surname>Ibrahim</surname><given-names>HM</given-names></name><name><surname>Carmody</surname><given-names>TJ</given-names></name><name><surname>Biggs</surname><given-names>MM</given-names></name><name><surname>Suppes</surname><given-names>T</given-names></name><etal/></person-group> <article-title>The inventory of depressive symptomatology, clinician rating (IDS-C) and self-report (IDS-SR), and the quick inventory of depressive symptomatology, clinician rating (QIDS-C) and self-report (QIDS-SR) in public sector patients with mood disorders: a psychometric evaluation</article-title>. <source>Psychol Med</source>. (<year>2004</year>) <volume>34</volume>:<fpage>73</fpage>&#x2013;<lpage>82</lpage>. <pub-id pub-id-type="doi">10.1017/s0033291703001107</pub-id></citation></ref>
<ref id="B38"><label>38.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Greenland</surname><given-names>P</given-names></name><name><surname>Blaha</surname><given-names>MJ</given-names></name><name><surname>Budoff</surname><given-names>MJ</given-names></name><name><surname>Erbel</surname><given-names>R</given-names></name><name><surname>Watson</surname><given-names>KE</given-names></name></person-group>. <article-title>Coronary calcium score and cardiovascular risk</article-title>. <source>J Am Coll Cardiol</source>. (<year>2018</year>) <volume>72</volume>(<issue>4</issue>):<fpage>434</fpage>&#x2013;<lpage>47</lpage>. <pub-id pub-id-type="doi">10.1016/j.jacc.2018.05.027</pub-id><pub-id pub-id-type="pmid">30025580</pub-id></citation></ref>
<ref id="B39"><label>39.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>de Geus</surname><given-names>EJC</given-names></name></person-group>. <article-title>Mendelian Randomization supports a causal effect of depression on cardiovascular disease as the main source of their comorbidity</article-title>. <source>J Am Heart Assoc</source>. (<year>2021</year>) <volume>10</volume>:<fpage>e19861</fpage>. <pub-id pub-id-type="doi">10.1161/JAHA.120.019861</pub-id></citation></ref>
<ref id="B40"><label>40.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lu</surname><given-names>Y</given-names></name><name><surname>Wang</surname><given-names>Z</given-names></name><name><surname>Georgakis</surname><given-names>MK</given-names></name><name><surname>Lin</surname><given-names>H</given-names></name><name><surname>Zheng</surname><given-names>L</given-names></name></person-group>. <article-title>Genetic liability to depression and risk of coronary artery disease, myocardial infarction, and other cardiovascular outcomes</article-title>. <source>J Am Heart Assoc</source>. (<year>2021</year>) <volume>10</volume>(<issue>1</issue>):<fpage>e17986</fpage>. <pub-id pub-id-type="doi">10.1161/JAHA.120.017986</pub-id></citation></ref>
<ref id="B41"><label>41.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname><given-names>GH</given-names></name><name><surname>Cheung</surname><given-names>CL</given-names></name><name><surname>Chung</surname><given-names>AK</given-names></name><name><surname>Cheung</surname><given-names>BM</given-names></name><name><surname>Wong</surname><given-names>IC</given-names></name><name><surname>Fok</surname><given-names>MLY</given-names></name><etal/></person-group> <article-title>Evaluation of bi-directional causal association between depression and cardiovascular diseases: a Mendelian randomization study</article-title>. <source>Psychol Med</source>. (<year>2022</year>) <volume>52</volume>(<issue>9</issue>):<fpage>1765</fpage>&#x2013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1017/S0033291720003566</pub-id><pub-id pub-id-type="pmid">33032663</pub-id></citation></ref>
<ref id="B42"><label>42.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Howard</surname><given-names>DM</given-names></name><name><surname>Adams</surname><given-names>MJ</given-names></name><name><surname>Shirali</surname><given-names>M</given-names></name><name><surname>Clarke</surname><given-names>TK</given-names></name><name><surname>Marioni</surname><given-names>RE</given-names></name><name><surname>Davies</surname><given-names>G</given-names></name><etal/></person-group> <article-title>Genome-wide association study of depression phenotypes in UK biobank identifies variants in excitatory synaptic pathways</article-title>. <source>Nat Commun</source>. (<year>2018</year>) <volume>9</volume>(<issue>1</issue>):<fpage>1470</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-018-03819-3</pub-id><pub-id pub-id-type="pmid">29662059</pub-id></citation></ref>
<ref id="B43"><label>43.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lichtman</surname><given-names>JH</given-names></name><name><surname>Froelicher</surname><given-names>ES</given-names></name><name><surname>Blumenthal</surname><given-names>JA</given-names></name><name><surname>Carney</surname><given-names>RM</given-names></name><name><surname>Doering</surname><given-names>LV</given-names></name><name><surname>Frasure-Smith</surname><given-names>N</given-names></name><etal/></person-group> <article-title>Depression as a risk factor for poor prognosis among patients with acute coronary syndrome: systematic review and recommendations: a scientific statement from the American heart association</article-title>. <source>Circulation</source>. (<year>2014</year>) <volume>129</volume>(<issue>12</issue>):<fpage>1350</fpage>&#x2013;<lpage>69</lpage>. <pub-id pub-id-type="doi">10.1161/CIR.0000000000000019</pub-id><pub-id pub-id-type="pmid">24566200</pub-id></citation></ref>
<ref id="B44"><label>44.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chrysohoou</surname><given-names>C</given-names></name><name><surname>Kollia</surname><given-names>N</given-names></name><name><surname>Tousoulis</surname><given-names>D</given-names></name></person-group>. <article-title>The link between depression and atherosclerosis through the pathways of inflammation and endothelium dysfunction</article-title>. <source>Maturitas</source>. (<year>2018</year>) <volume>109</volume>:<fpage>1</fpage>&#x2013;<lpage>5</lpage>. <pub-id pub-id-type="doi">10.1016/j.maturitas.2017.12.001</pub-id><pub-id pub-id-type="pmid">29452775</pub-id></citation></ref>
<ref id="B45"><label>45.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lima</surname><given-names>BB</given-names></name><name><surname>Hammadah</surname><given-names>M</given-names></name><name><surname>Kim</surname><given-names>JH</given-names></name><name><surname>Uphoff</surname><given-names>I</given-names></name><name><surname>Shah</surname><given-names>A</given-names></name><name><surname>Levantsevych</surname><given-names>O</given-names></name><etal/></person-group> <article-title>Association of transient endothelial dysfunction induced by mental stress with Major adverse cardiovascular events in men and women with coronary artery disease</article-title>. <source>JAMA Cardiol</source>. (<year>2019</year>) <volume>4</volume>(<issue>10</issue>):<fpage>988</fpage>&#x2013;<lpage>96</lpage>. <pub-id pub-id-type="doi">10.1001/jamacardio.2019.3252</pub-id><pub-id pub-id-type="pmid">31509180</pub-id></citation></ref></ref-list>
</back>
</article>