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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1346367</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2024.1346367</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Elucidating causal relationships of diet-derived circulating antioxidants and the risk of osteoporosis: A Mendelian randomization study</article-title>
<alt-title alt-title-type="left-running-head">Yuan et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2024.1346367">10.3389/fgene.2024.1346367</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Yuan</surname>
<given-names>Kexin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Xie</surname>
<given-names>Xingwen</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Weiwei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2057513/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Dingpeng</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Yongli</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Haodong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Xuetao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2590908/overview"/>
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<aff id="aff1">
<sup>1</sup>
<institution>Gansu University of Chinese Medicine</institution>, <addr-line>Lanzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Affiliated Hospital of Gansu University of Chinese Medicine</institution>, <addr-line>Lanzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>The Second People&#x2019;s Hospital of Gansu Province</institution>, <addr-line>Lanzhou</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1178528/overview">Paulo Gavaia</ext-link>, University of Algarve, Portugal</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1777389/overview">Berenice Rivera-Paredez</ext-link>, National Autonomous University of Mexico, Mexico</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2535432/overview">M&#xe1;rcio Sim&#xe3;o</ext-link>, University of Algarve, Portugal</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Xuetao Wang, <email>18317521548@163.com</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>06</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1346367</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>11</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>05</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Yuan, Xie, Huang, Li, Zhao, Yang and Wang.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Yuan, Xie, Huang, Li, Zhao, Yang and Wang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>Osteoporosis (OP) is typically diagnosed by evaluating bone mineral density (BMD), and it frequently results in fractures. Here, we investigated the causal relationships between diet-derived circulating antioxidants and the risk of OP using Mendelian randomization (MR).</p>
</sec>
<sec>
<title>Methods</title>
<p>Published studies were used to identify instrumental variables related to absolute levels of circulating antioxidants like lycopene, retinol, ascorbate, and &#x3b2;-carotene, as well as antioxidant metabolites such as ascorbate, retinol, &#x3b1;-tocopherol, and &#x3b3;-tocopherol. Outcome variables included BMD (in femoral neck, lumbar spine, forearm, heel, total body, total body (age over 60), total body (age 45&#x2013;60), total body (age 30&#x2013;45), total body (age 15&#x2013;30), and total body (age 0&#x2013;15)), fractures (in arm, spine, leg, heel, and osteoporotic fractures), and OP. Inverse variance weighted or Wald ratio was chosen as the main method for MR analysis based on the number of single nucleotide polymorphisms (SNPs). Furthermore, we performed sensitivity analyses to confirm the reliability of the findings.</p>
</sec>
<sec>
<title>Results</title>
<p>We found a causal relationship between absolute retinol levels and heel BMD (<italic>p</italic> &#x3d; 7.6E-05). The results of fixed effects IVW showed a protective effect of absolute retinol levels against heel BMD, with per 0.1 ln-transformed retinol being associated with a 28% increase in heel BMD (OR: 1.28, 95% CI: 1.13&#x2013;1.44). In addition, a sex-specific effect of the absolute circulating retinol levels on the heel BMD has been observed in men. No other significant causal relationship was found.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>There is a positive causal relationship between absolute retinol levels and heel BMD. The implications of our results should be taken into account in future studies and in the creation of public health policies and OP prevention tactics.</p>
</sec>
</abstract>
<kwd-group>
<kwd>diet-derived antioxidants</kwd>
<kwd>oxidative stress</kwd>
<kwd>osteoporosis</kwd>
<kwd>bone mineral density</kwd>
<kwd>fractures</kwd>
<kwd>Mendelian randomization</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Statistical Genetics and Methodology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Osteoporosis (OP), recognized as the most prevalent systemic bone disorder, is primarily identified by reduced bone mineral density (BMD) and an increased incidence of brittle fractures resulting from the weakening of bone microarchitecture (<xref ref-type="bibr" rid="B56">Song et al., 2022</xref>). This deterioration can escalate the risk of severe disability or mortality, especially among older adults (<xref ref-type="bibr" rid="B10">Borgstr&#xf6;m et al., 2020</xref>). The universally accepted diagnostic approach for OP involves measuring BMD utilizing dual-energy x-ray absorptiometry, a technique that assesses BMD at specific skeletal sites including the femoral neck, lumbar spine, and forearm, which are particularly susceptible to changes in BMD and overall bone health (<xref ref-type="bibr" rid="B26">Kanis, 1997</xref>; <xref ref-type="bibr" rid="B27">Kanis, 2002</xref>). Additionally, in more recent times, the heel site has emerged as an additional location for estimating OP, further expanding the scope of diagnostic evaluation (<xref ref-type="bibr" rid="B6">Bai et al., 2020</xref>). Moreover, measuring total body BMD (TB-BMD) is also considered an equally valid and unbiased approach for evaluating overall BMD in the context of OP diagnosis. Fractures, another significant manifestation of OP, occur most commonly in the leg, arm, heel, and spine, further highlighting the widespread impact of the disease on skeletal integrity (<xref ref-type="bibr" rid="B38">Liu et al., 2019</xref>; <xref ref-type="bibr" rid="B8">Black et al., 2020</xref>; <xref ref-type="bibr" rid="B35">Leder et al., 2020</xref>). According to the most recent findings published by the International Osteoporosis Foundation, it is estimated that globally, one in three women and one in five men who are above the age of 50 are likely to suffer from OP (<xref ref-type="bibr" rid="B14">Cui et al., 2018</xref>; <xref ref-type="bibr" rid="B38">Liu et al., 2019</xref>; <xref ref-type="bibr" rid="B8">Black et al., 2020</xref>; <xref ref-type="bibr" rid="B35">Leder et al., 2020</xref>). This statistic not only reflects the extensive prevalence of this disease but also emphasizes the profound effect OP has on the quality of life of patients, as well as the substantial challenge it poses to public health infrastructures and national economies.</p>
<p>Oxidative stress occurs when there is an imbalance between oxidative and antioxidative processes in the body, a condition that significantly contributes to aging and various diseases (<xref ref-type="bibr" rid="B44">Mladenov et al., 2023</xref>). This imbalance is largely regulated by reactive oxygen species (ROS) and various antioxidant enzymes. Increasingly, studies are showing that bone health is largely influenced by the regulation of redox balance, with the control of ROS production in bone cells emerging as a critical strategy for preventing bone deterioration (<xref ref-type="bibr" rid="B29">Kaur et al., 2021</xref>). The activation of osteoclasts by receptor activator of NF-&#x3ba;B ligand (RANKL) through binding to RANK receptors on the surface of osteoclasts induces the formation of multinucleated giant cells, subsequently facilitating bone resorption and remodeling (<xref ref-type="bibr" rid="B37">Liang et al., 2023</xref>). The interaction between RANKL and ROS plays a key role in osteoclast activation and bone remodeling, forming a positive feedback loop to influence bone metabolic homeostasis (<xref ref-type="bibr" rid="B59">Tanaka et al., 2023</xref>; <xref ref-type="bibr" rid="B67">Xu et al., 2023</xref>). While the superoxide produced by osteoclasts plays a direct role in bone degradation, osteoblasts synthesize antioxidants like glutathione peroxidase (GPX) to combat ROS (<xref ref-type="bibr" rid="B69">Yuan et al., 2022</xref>). As a result, in scenarios where there is an imbalance between ROS production and antioxidant defense, it can adversely impact bone metabolism, potentially leading to OP (<xref ref-type="bibr" rid="B40">L&#xf3;pez-Armada et al., 2022</xref>). In addition, recent studies have shown that oxidative stress is involved in the pathogenesis of OP by uncoupling osteoclast and osteoblast functions (<xref ref-type="bibr" rid="B5">Baek et al., 2010</xref>; <xref ref-type="bibr" rid="B42">Manolagas, 2018</xref>). Using pathways of bone metabolism, such uncoupling can be achieved by promoting osteoclastogenesis, inducing apoptosis of osteoblasts and osteocytes, and inactivating osteoblasts (<xref ref-type="bibr" rid="B32">Kimball et al., 2021</xref>). Dietary antioxidants are commonly recognized as the most readily available source of antioxidant defense. Therefore, antioxidants, especially those from dietary sources, have an important role to play in the prevention of OP. There has been some research examining the relationship between certain dietary antioxidants and bone health in humans in the past (<xref ref-type="bibr" rid="B57">Sugiura et al., 2011</xref>; <xref ref-type="bibr" rid="B58">Talaulikar et al., 2012</xref>). Consuming more fruits, vegetables, and cereals reduces fracture risk, according to Warensj&#xf6; et al. in a study of 56,736 women (<xref ref-type="bibr" rid="B63">Warensj&#xf6; Lemming et al., 2017</xref>). Similar conclusions have been reached in other studies: natural antioxidant-rich plant foods can improve BMD (<xref ref-type="bibr" rid="B49">Platt et al., 2011</xref>; <xref ref-type="bibr" rid="B62">Wallace, 2017</xref>). Although diet-based supplements are easily accessible and affordable, it remains critical to identify specific circulating antioxidants that are causally associated with reduced risk of OP.</p>
<p>Randomized controlled trials (RCTs) are widely regarded as the most reliable method for determining causal relationships (<xref ref-type="bibr" rid="B61">Tew et al., 2023</xref>). However, RCTs may not always be feasible due to their potential high cost and ethical concerns. Additionally, the dosage and duration of antioxidant supplementations may limit the conclusions drawn from RCTs. As we know, it seems unrealistic to expect a few years of antioxidant treatment to reverse the effects of decades of oxidative stress. To address these limitations, an alternative statistical approach to explore causality in exposure-outcome relationships involves the utilization of instrumental variables. Specifically, Mendelian randomization (MR) is a powerful analytical method that uses genetic variation to study the causal impacts of risk factors on traits (<xref ref-type="bibr" rid="B34">Lawlor et al., 2008</xref>; <xref ref-type="bibr" rid="B17">Evans and Davey Smith, 2015</xref>; <xref ref-type="bibr" rid="B11">Burgess et al., 2019</xref>). Previous research using MR analysis has suggested possible causal links between levels of circulating antioxidants and a range of health conditions (<xref ref-type="bibr" rid="B47">Ni et al., 2023</xref>; <xref ref-type="bibr" rid="B60">Tang et al., 2023</xref>; <xref ref-type="bibr" rid="B76">Zhu et al., 2023</xref>; <xref ref-type="bibr" rid="B12">Chen et al., 2024</xref>; <xref ref-type="bibr" rid="B77">Zou et al., 2024</xref>). The primary objective of this study was to investigate the causal connection between diet-derived circulating antioxidants and the risk of OP.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Study design</title>
<p>The present study explored the causal relationship between circulating antioxidants and the risk of BMD, fractures, and OP using MR analysis based on Genome-wide association study (GWAS) summary data. For this purpose, we obtained two independent data sets regarding antioxidants: absolute circulating antioxidants and circulating antioxidant metabolites. Here, &#x201c;absolute circulating antioxidants&#x201d; refer to the genuine absolute blood levels, while &#x201c;circulating antioxidant metabolites&#x201d; denote relative concentrations. To ensure robustness in our MR analysis, it was imperative that all instrumental variables related to circulating antioxidants conform to three primary assumptions (<xref ref-type="fig" rid="F1">Figure 1A</xref>). The overall design of this study was presented in <xref ref-type="fig" rid="F1">Figure 1B</xref>. The data used in this study were obtained from publicly available databases, so ethical approval was not required.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Schematic overview of the MR study design. <bold>(A)</bold> The three main assumptions of MR analysis. <bold>(B)</bold> Schematic overview and framework of the present MR study design.</p>
</caption>
<graphic xlink:href="fgene-15-1346367-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Genetic instrumental variables selection</title>
<p>For absolute circulating ascorbate, retinol, and &#x3b2;-carotene, we set the following criteria to screen instrumental variables: <italic>p</italic> &#x3c; 5 &#xd7; 10<sup>&#x2212;8</sup>, r<sup>2</sup> &#x3c; 0.001, and kb &#x3d; 10,000. However, no SNP for lycopene was filtered based on the criterion of <italic>p</italic> &#x3c; 5 &#xd7; 10<sup>&#x2212;8</sup>. Therefore, <italic>p</italic> &#x3c; 5 &#xd7; 10<sup>&#x2212;6</sup>, r<sup>2</sup> &#x3c; 0.001, and kb &#x3d; 10,000 were used as screening criteria. Overall, we screened 11 SNPs significantly associated with ascorbate from a recently published GWAS summary data involving 52,018 individuals (<xref ref-type="bibr" rid="B75">Zheng et al., 2021</xref>). After further analysis, the rs7740812 was excluded from the list of ascorbate-related SNPs due to linkage disequilibrium (LD) clumping. In a meta-analysis of GWAS involving 5,006 participants, we identified two independent SNPs associated with retinol (<xref ref-type="bibr" rid="B45">Mondul et al., 2011</xref>). In a GWAS from the Nurses&#x2019; Health Study, which included 2,344 participants, we identified two significantly associated SNPs for &#x3b2;-carotene (<xref ref-type="bibr" rid="B21">Hendrickson et al., 2012</xref>). One of the two identified SNPs, rs12934922, was later removed after LD clumping. In a GWAS involving 441 older Amish adults, we identified five independent SNPs associated with lycopene (<xref ref-type="bibr" rid="B15">D Adamo et al., 2016</xref>). Information on the GWAS cohort is provided in <xref ref-type="sec" rid="s11">Supplementary Table S1</xref>.</p>
<p>For antioxidant metabolites, due to the lack of sufficient instrumental variables to perform MR analyses using strict screening criteria, we used looser thresholds (<italic>p</italic> &#x3c; 1 &#xd7; 10<sup>&#x2212;5</sup>, r<sup>2</sup> &#x3c; 0.001, and kb &#x3d; 10,000). The threshold has also recently been used to explore the causal relationship between antioxidants and osteoarthritis (<xref ref-type="bibr" rid="B60">Tang et al., 2023</xref>), inflammatory bowel disease (<xref ref-type="bibr" rid="B77">Zou et al., 2024</xref>), and digestive system tumors (<xref ref-type="bibr" rid="B72">Zhang et al., 2022</xref>). In brief, a GWAS with 7,824 participants identified independent SNPs linked to blood metabolites of &#x3b1;-tocopherol (n &#x3d; 11), &#x3b3;-tocopherol (n &#x3d; 13), and ascorbate (n &#x3d; 14) (<xref ref-type="bibr" rid="B54">Shin et al., 2014</xref>). For retinol, we extracted 26 SNPs as instrumental variables from a GWAS involving 1960 participants (<xref ref-type="bibr" rid="B39">Long et al., 2017</xref>).</p>
<p>According to previous reports, body mass index (BMI), alcohol consumption, and physical activity levels may be risk factors for OP (<xref ref-type="bibr" rid="B28">Kanis et al., 2019</xref>; <xref ref-type="bibr" rid="B3">Arceo-Mendoza and Camacho, 2021</xref>). To avoid the influence of confounders on the results, we obtained the largest GWAS to date on BMI, alcoholic drinks per week, and moderate-to-vigorous physical activity (<xref ref-type="table" rid="T1">Table 1</xref>). If antioxidant-related SNPs were also significant in the confounders, these SNPs were eliminated. To assess the strength of the instrumental variables, the <italic>F</italic>-statistic was also calculated (<xref ref-type="bibr" rid="B48">Palmer et al., 2012</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Details for selected GWAS of confounders.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Confounders</th>
<th align="left">Sample size</th>
<th align="left">PMID</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">body mass index</td>
<td align="left">681,275</td>
<td align="left">30,124,842</td>
</tr>
<tr>
<td align="left">Alcoholic drinks per week</td>
<td align="left">335,394</td>
<td align="left">30,643,251</td>
</tr>
<tr>
<td align="left">Moderate to vigorous physical activity levels</td>
<td align="left">377,234</td>
<td align="left">29,899,525</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-3">
<title>2.3 Outcome data sources</title>
<p>It is well known that BMD loss in the forearm (FA-BMD), femoral neck (FN-BMD), lumbar spine (LS-BMD), and heel (eBMD) significantly increases the risk of OP and fractures more than in other parts of the body. Therefore, this study focuses on analyzing the causal relationship between circulating antioxidants and BMD in these four critical body parts. The GWAS summary data for FA-BMD, FN-BMD, and LS-BMD were obtained from the Genetic Factors for Osteoporosis Consortium (GEFOS) (<xref ref-type="bibr" rid="B74">Zheng et al., 2015</xref>), with participant numbers being 8,143, 32,735, and 28,498 respectively. Summary data for eBMD were derived from the United Kingdom Biobank (<xref ref-type="bibr" rid="B66">Wu et al., 2019</xref>), encompassing a total of 265,627 participants. The methodologies for measuring BMD have been elaborated in the original publication. Age is widely recognized as a risk factor for OP (<xref ref-type="bibr" rid="B19">Hadji et al., 2019</xref>). Hence, a comprehensive GWAS meta-analysis was employed to acquire detailed statistics on total body BMD (TB-BMD) across five age groups (under 15, 15&#x2013;30, 30&#x2013;45, 45&#x2013;60, and above 60 years) (<xref ref-type="bibr" rid="B43">Medina-Gomez et al., 2018</xref>), involving 66,628 participants in total. OP leading to fractures is one of the most prevalent clinical symptoms (<xref ref-type="bibr" rid="B64">Wright et al., 2017</xref>). Therefore, GWAS summary data for fractures of the arm (AF; number of cases &#x3d; 4,714, number of controls &#x3d; 455,626), spine (SF; number of cases &#x3d; 1,036, number of controls &#x3d; 459,304), leg (LF; number of cases &#x3d; 2,988, number of controls &#x3d; 457,352), and heel (HF; sample size &#x3d; 306,379) were obtained from the MRC-IEU database (<xref ref-type="bibr" rid="B20">Hemani et al., 2018</xref>). Furthermore, GWAS summary data for osteoporosis-related fractures (OPF; number of cases &#x3d; 785, number of controls &#x3d; 172,834) and OP (number of cases &#x3d; 3,203, number of controls &#x3d; 209,575) were downloaded from the FinnGen study (<xref ref-type="bibr" rid="B33">Kurki et al., 2023</xref>). The detailed data information for outcome is available in <xref ref-type="table" rid="T2">Table 2</xref>.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>The detailed data information for outcomes.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Outcome</th>
<th align="left">Consortium</th>
<th align="left">Population</th>
<th align="left">Sample size</th>
<th align="left">Sample case</th>
<th align="left">Number of SNPs</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">FA-BMD</td>
<td align="left">GEFOS</td>
<td align="left">European</td>
<td align="left">8,143</td>
<td align="left">NA</td>
<td align="left">9,955,366</td>
</tr>
<tr>
<td align="left">LS-BMD</td>
<td align="left">GEFOS</td>
<td align="left">European</td>
<td align="left">28,498</td>
<td align="left">NA</td>
<td align="left">10,582,867</td>
</tr>
<tr>
<td align="left">FN-BMD</td>
<td align="left">GEFOS</td>
<td align="left">European</td>
<td align="left">32,735</td>
<td align="left">NA</td>
<td align="left">10,586,900</td>
</tr>
<tr>
<td align="left">eBMD</td>
<td align="left">MRC-IEU</td>
<td align="left">European</td>
<td align="left">265,627</td>
<td align="left">NA</td>
<td align="left">9,851,867</td>
</tr>
<tr>
<td align="left">TB-BMD</td>
<td align="left">GEFOS</td>
<td align="left">European</td>
<td align="left">56,284</td>
<td align="left">NA</td>
<td align="left">16,162,733</td>
</tr>
<tr>
<td align="left">TB-BMD (age over 60)</td>
<td align="left">GEFOS</td>
<td align="left">European</td>
<td align="left">22,504</td>
<td align="left">NA</td>
<td align="left">11,932,096</td>
</tr>
<tr>
<td align="left">TB-BMD (age 45&#x2013;60)</td>
<td align="left">GEFOS</td>
<td align="left">European</td>
<td align="left">18,805</td>
<td align="left">NA</td>
<td align="left">10,304,110</td>
</tr>
<tr>
<td align="left">TB-BMD (age 30&#x2013;45)</td>
<td align="left">GEFOS</td>
<td align="left">European</td>
<td align="left">10,062</td>
<td align="left">NA</td>
<td align="left">9,656,698</td>
</tr>
<tr>
<td align="left">TB-BMD (age 15&#x2013;30)</td>
<td align="left">GEFOS</td>
<td align="left">European</td>
<td align="left">4,180</td>
<td align="left">NA</td>
<td align="left">8,509,502</td>
</tr>
<tr>
<td align="left">TB-BMD (age 0&#x2013;15)</td>
<td align="left">GEFOS</td>
<td align="left">European</td>
<td align="left">11,807</td>
<td align="left">NA</td>
<td align="left">9,351,693</td>
</tr>
<tr>
<td align="left">AF</td>
<td align="left">MRC-IEU</td>
<td align="left">European</td>
<td align="left">460,340</td>
<td align="left">455,626</td>
<td align="left">9,851,867</td>
</tr>
<tr>
<td align="left">SF</td>
<td align="left">MRC-IEU</td>
<td align="left">European</td>
<td align="left">460,340</td>
<td align="left">459,304</td>
<td align="left">9,851,867</td>
</tr>
<tr>
<td align="left">LF</td>
<td align="left">MRC-IEU</td>
<td align="left">European</td>
<td align="left">460,340</td>
<td align="left">457,352</td>
<td align="left">9,851,867</td>
</tr>
<tr>
<td align="left">HF</td>
<td align="left">MRC-IEU</td>
<td align="left">European</td>
<td align="left">306,379</td>
<td align="left">NA</td>
<td align="left">9,851,867</td>
</tr>
<tr>
<td align="left">OPF</td>
<td align="left">FinnGen</td>
<td align="left">European</td>
<td align="left">173,619</td>
<td align="left">172,834</td>
<td align="left">16,380,281</td>
</tr>
<tr>
<td align="left">OP</td>
<td align="left">FinnGen</td>
<td align="left">European</td>
<td align="left">212,778</td>
<td align="left">209,575</td>
<td align="left">16,380,452</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>FA-BMD, forearm bone mineral density; LS-BMD, lumbar spine bone mineral density; FN-BMD, femur neck bone mineral density; eBMD, heel bone mineral density; TB-BMD, total body bone mineral density; AF, arm fractures; SF, spine fractures; LF, leg fractures; HF, heel fractures; OPF, osteoporosis fracture; OP, osteoporosis; GEFOS, the Genetic Factors for osteoporosis Consortium; MRC-IEU, the Medical Research Council Integrative Epidemiology Unit.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2-4">
<title>2.4 Statistical analysis</title>
<p>
<xref ref-type="fig" rid="F1">Figure 1B</xref> displays the main approach used for MR analysis. First, the major effector allele of the SNPs was used to harmonize the exposure and outcome information. We removed SNPs that were inconsistent for effector alleles between exposure and outcome data. If only one SNP was ultimately included, we used the Wald ratio for MR estimates, owing to its efficacy in providing accurate estimations in such contexts (<xref ref-type="bibr" rid="B9">Boehm and Zhou, 2022</xref>). When more than one SNP was available, inverse variance weighting (IVW) was used as main method. However, in scenarios where the data encompassed multiple SNPs, we utilized Cochran&#x2019;s Q test, a robust statistical tool, to evaluate the extent of heterogeneity among the SNPs. In instances where heterogeneity was identified, we adopted the random effects IVW model; conversely, if there was no evidence of heterogeneity, the fixed effects IVW model was our method of choice. The random effects IVW model is a commonly used method in MR analysis that accounts for the presence of heterogeneity by introducing random effects. Compared to fixed effects models, the random effects IVW model is more suitable for handling heterogeneity as it allows for differences between studies and assigns different weights to each study, thereby providing a more accurate estimation of the overall effect. According to the MR guidelines, IVW is deemed more effective than alternative methods in specific situations (<xref ref-type="bibr" rid="B4">Au Yeung and Gill, 2023</xref>). IVW, on the other hand, assumes that each genetic variant is a reliable tool, which may not always be the case in reality. Therefore, weighted median and MR Egger were used as supplementary methods to enhance the assessment of IVW. The MR Egger approach permits pleiotropic effects in all genetic variations, demanding that such effects are independent from the variant-exposure correlation. When less than half of the instrumental variables used in MR analysis are effective, the weighted median method permits the inclusion of ineffective instruments in evaluating causal effects. Finally, MR-PRESSO method was implemented for the identification and correction of outliers, ensuring the accuracy and reliability of our results.</p>
<p>In our primary MR analysis, a thorough evaluation was undertaken, which included an extensive examination of sixteen different outcomes, thereby providing a multifaceted perspective on the data under investigation. We employed the Bonferroni correction to address the issue of multiple testing, ensuring a more stringent and reliable determination of statistical significance. The Bonferroni correction is a commonly used method to control the error rate associated with multiple comparisons and reduce the risk of false positives. Specifically, we chose a threshold of <italic>p</italic> &#x3c; 0.003 as the significance threshold. This threshold was determined by dividing 0.05 by the total number of outcomes. The <italic>p</italic>-values lower than 0.05 but not meeting the threshold for multiple-testing significance are considered as suggestive evidence of correlation. R software version 4.2.2 was used to perform the MR analysis using the TwoSampleMR (version 0.5.6) package.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Selection of instrumental variables</title>
<p>Detailed information about the instrumental variables is presented in <xref ref-type="table" rid="T3">Table 3</xref>. The range of <italic>R</italic>
<sup>2</sup> for circulating absolute antioxidants was 1.7%&#x2013;30.1% (all <italic>F</italic>-statistics &#x3e; 10), and the range of <italic>R</italic>
<sup>2</sup> for circulating antioxidant metabolites was 6.8%&#x2013;21.7% (all <italic>F</italic>-statistics &#x3e; 10). All SNPs for instrumental variables are listed in <xref ref-type="sec" rid="s11">Supplementary Tables S2 and S3</xref>. None of the included SNPs were significantly correlated with confounders (<xref ref-type="sec" rid="s11">Supplementary Table S4</xref>).</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>The summary of instrumental variables for circulating antioxidants.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Trait</th>
<th align="left">Sample size</th>
<th align="left">
<italic>p</italic>
</th>
<th align="left">LD</th>
<th align="left">No.SNPs</th>
<th align="left">Explained variance (R2, %)</th>
<th align="left">Unit</th>
<th align="left">Population</th>
<th align="left">PMID</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="9" align="left">Absolute circulating antioxidants</td>
</tr>
<tr>
<td align="left">Ascorbate</td>
<td align="left">52,018</td>
<td align="left">5 &#xd7; 10<sup>&#x2212;8</sup>
</td>
<td align="left">0.001</td>
<td align="left">10</td>
<td align="left">1.7</td>
<td align="left">&#xb5;mol/L</td>
<td align="center">European</td>
<td align="left">33,203,707</td>
</tr>
<tr>
<td align="left">Lycopene</td>
<td align="left">441</td>
<td align="left">5 &#xd7; 10<sup>&#x2212;6</sup>
</td>
<td align="left">0.001</td>
<td align="left">5</td>
<td align="left">30.1</td>
<td align="left">&#xb5;g/dL</td>
<td align="center">Amish</td>
<td align="left">26,861,389</td>
</tr>
<tr>
<td align="left">Retinol</td>
<td align="left">5,006</td>
<td align="left">5 &#xd7; 10<sup>&#x2212;8</sup>
</td>
<td align="left">0.001</td>
<td align="left">2</td>
<td align="left">2.3</td>
<td align="left">&#xb5;g/L in ln-transformed scale</td>
<td align="center">Caucasian</td>
<td align="left">21,878,437</td>
</tr>
<tr>
<td align="left">&#x3b2;-Carotene</td>
<td align="left">2,344</td>
<td align="left">5 &#xd7; 10<sup>&#x2212;8</sup>
</td>
<td align="left">0.001</td>
<td align="left">1</td>
<td align="left">4.8</td>
<td align="left">&#xb5;g/L in ln-transformed scale</td>
<td align="center">European</td>
<td align="left">23,134,893</td>
</tr>
<tr>
<td colspan="9" align="left">Circulating antioxidant metabolites</td>
</tr>
<tr>
<td align="left">&#x3b1;-Tocopherol</td>
<td align="left">7,725</td>
<td align="left">1 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="left">0.001</td>
<td align="left">11</td>
<td align="left">6.8</td>
<td align="left">log10-transformed metabolites concentration</td>
<td align="center">European</td>
<td align="left">24,816,252</td>
</tr>
<tr>
<td align="left">&#x3b3;-Tocopherol</td>
<td align="left">6,226</td>
<td align="left">1 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="left">0.001</td>
<td align="left">13</td>
<td align="left">9.8</td>
<td align="left">log10-transformed metabolites concentration</td>
<td align="center">European</td>
<td align="left">24,816,252</td>
</tr>
<tr>
<td align="left">Ascorbate</td>
<td align="left">2085</td>
<td align="left">1 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="left">0.001</td>
<td align="left">14</td>
<td align="left">21.7</td>
<td align="left">log10-transformed metabolites concentration</td>
<td align="center">European</td>
<td align="left">24,816,252</td>
</tr>
<tr>
<td align="left">Retinol</td>
<td align="left">1960</td>
<td align="left">1 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="left">0.001</td>
<td align="left">26</td>
<td align="left">20.6</td>
<td align="left">log10-transformed metabolites concentration</td>
<td align="center">European</td>
<td align="left">28,263,315</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2">
<title>3.2 Absolute circulating antioxidants and osteoporosis</title>
<p>The primary MR results concerning absolute antioxidants are illustrated in the forest plot of <xref ref-type="fig" rid="F2">Figure 2</xref>. Cochran&#x2019;s Q statistic results suggested the presence of six heterogeneities, ascorbate in LS-BMD, FN-BMD, eBMD, TB-BMD and TB-BMD (age 0&#x2013;15) and lycopene in eBMD. Heterogeneity may arise due to methodological differences between studies, differences in population characteristics, variations in the effects of genetic variants, among other factors. To enhance statistical power, we employed the random effects IVW method as the primary MR analysis approach. Based on the primary MR analysis method, we identified three causal relationships, including two suggestive associations and one significant association. We provide strong evidence of a positive correlation between retinol levels and eBMD (<italic>p</italic> &#x3d; 7.6E-05), with a unit change in retinol levels leading to a 28% increase in eBMD (OR: 1.28, 95% CI: 1.13&#x2013;1.44). Given the significant genetic influence on eBMD (<xref ref-type="bibr" rid="B31">Kim, 2018</xref>) and the potential impact of sex on the physiological effects of circulating antioxidants, we respectively downloaded the male and female sections of the eBMD GWAS data for further analysis. In a subgroup analysis of eBMD by sex, we found that circulating levels of retinol were significantly associated with increased eBMD in men, but not in women (<xref ref-type="fig" rid="F3">Figure 3</xref>). Moreover, we found a negative correlation between ascorbate levels and TB-BMD (age over 60) (<italic>p</italic> &#x3d; 0.029) and a positive correlation between &#x3b2;-carotene levels and LS-BMD (<italic>p</italic> &#x3d; 0.026), but it should be noted that these evidences are quite weak. Regarding the other traits, no potential causal links were observed.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>The primary MR analyses results of the causal effects of absolute circulating antioxidant levels on osteoporosis. Results with <italic>p</italic> less than 0.05 highlighted in bold. &#x201c;-&#x201d; represents not applicable.</p>
</caption>
<graphic xlink:href="fgene-15-1346367-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The MR analyses results of subgroup analyses. Results with <italic>p</italic> less than 0.05 highlighted in bold.</p>
</caption>
<graphic xlink:href="fgene-15-1346367-g003.tif"/>
</fig>
<p>For ascorbate and lycopene, the <italic>p</italic>-values of the MR Egger intercept test ranged from 0.095 to 0.978, indicating no pleiotropy (<xref ref-type="sec" rid="s11">Supplementary Table S5</xref>). Due to the limited number of SNPs available, sensitivity analyses for &#x3b2;-carotene and retinol could not be conducted. In addition, utilizing supplementary MR analysis methods, we found no association between ascorbate levels and TB-BMD (age over 60) (<xref ref-type="sec" rid="s11">Supplementary Table S6</xref>). Interestingly, the weighted median results revealed a significant negative correlation between ascorbate levels and eBMD (<italic>p</italic> &#x3d; 0.001). However, after the elimination of outliers using the MR PRESSO method, there was no significant association found between the two (<italic>p</italic> &#x3d; 0.471), suggesting potential bias caused by outliers.</p>
</sec>
<sec id="s3-3">
<title>3.3 Circulating antioxidant metabolites and osteoporosis</title>
<p>The primary MR results regarding antioxidant metabolites are depicted in the forest plot of <xref ref-type="fig" rid="F4">Figure 4</xref>. Cochran&#x2019;s Q statistic results also suggested the presence of five heterogeneities, &#x3b1;-tocopherol in eBMD, &#x3b3;-tocopherol in eBMD and LF, ascorbate in eBMD, and retinol in eBMD and TB-BMD. In the MR analysis of circulating antioxidant metabolites, we did not find evidence of significant associations. However, we identified five suggestive correlation evidences: &#x3b1;-tocopherol levels positively correlated with TB-BMD (age 45&#x2013;60), ascorbate levels negatively correlated with TB-BMD and TB-BMD (age 0&#x2013;15), retinol levels positively correlated with FA-BMD, and negatively with SF (OR &#x3d; 0.999). As earlier mentioned, these pieces of evidence are weak.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>The primary MR analyses results of the causal effects of circulating antioxidant metabolites on osteoporosis. Results with <italic>p</italic> less than 0.05 highlighted in bold. &#x201c;-&#x201d; represents not applicable.</p>
</caption>
<graphic xlink:href="fgene-15-1346367-g004.tif"/>
</fig>
<p>In the MR Egger intercept test for circulating antioxidant metabolites, we found potential pleiotropy for &#x3b1;-tocopherol in TB-BMD (<italic>p</italic> &#x3d; 0.049) (<xref ref-type="sec" rid="s11">Supplementary Table S7</xref>). However, the MR PRESSO did not identify any outliers affecting this causal relationship assessment (<xref ref-type="sec" rid="s11">Supplementary Table S8</xref>). In the supplementary MR analysis, there was no evidence to further support the suggestive associations. In the assessment of the causal relationship between four types of circulating antioxidant metabolites and eBMD, MR PRESSO identified outliers in each case. However, the MR analysis results after outlier removal were consistent with the primary MR analysis results.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>With the significant increase in the incidence of OP over the past few decades, it has become increasingly important to recognize modifiable risk factors, particularly dietary factors, as a promising strategy to curb the occurrence and progression of these diseases. Building on this understanding, in this study, we used genetic variations in the concentration of antioxidants as instrumental variables for exposure. Expanding the scope of our research, our outcome data encompasses not just OP and OPF, but also BMD across different body areas and age groups, along with fractures in various body locations. In terms of specific findings, our results demonstrate a notable positive association between absolute levels of retinol and eBMD. Interestingly, we also found that this significant causal relationship was related to gender. Additionally, we identified weak causal relationships of absolute ascorbate in TB-BMD (age over 60), &#x3b2;-carotene in LS-BMD, &#x3b1;-tocopherol in TB-BMD (age 45&#x2013;60), relative ascorbate in TB-BMD and TB-BMD (age 0&#x2013;15), and relative retinol in FA-BMD and SF. However, there was no evidence to support a causal relationship between other circulating antioxidants and the outcomes.</p>
<p>The relationships between antioxidants and the risk of OP have been evaluated in a number of observational studies. Yet, the question of whether antioxidants can mitigate the risk of OP remains debated. While some epidemiological research indicates that high levels of vitamin A (retinol) intake or serum vitamin A are linked to a negative impact on bone mass, this is not a universally accepted finding. Other studies contradict these findings, with some researchers suggesting that vitamin A may actually enhance bone health. For instance, an epidemiological study from Norway demonstrated that elevated serum vitamin A levels did not lead to a higher incidence of hip fractures (<xref ref-type="bibr" rid="B22">Holvik et al., 2015</xref>). In contrast, a meta-analysis by Wu et al. (<xref ref-type="bibr" rid="B65">Wu et al., 2014</xref>), encompassing eight studies on vitamin A intake, revealed a correlation between high vitamin A consumption and an increased risk of hip fractures. Similarly, a meta-analysis by Zhang et al. (<xref ref-type="bibr" rid="B71">Zhang et al., 2017a</xref>), involving 13 studies, showed that increased vitamin A intake was linked to a lower risk of fractures at various sites, but with a notable increase in the risk of hip fractures. However, another piece of research reported an increase in BMD levels with higher vitamin A intake, leading to conflicting conclusions (<xref ref-type="bibr" rid="B7">Barker et al., 2005</xref>). In the context of our MR study, absolute retinol levels were significantly positively correlated with eBMD in men. In addition, there were suggestive associations found between metabolic levels of retinol and increased FA-BMD (OR &#x3d; 1.041, <italic>p</italic> &#x3d; 0.042) and decreased risk of SF (OR &#x3d; 0.999, <italic>p</italic> &#x3d; 0.049). Those with OP may benefit from a diet rich in antioxidants, especially vitamin A, and an antioxidant-preserving lifestyle. Vitamin A exerts its effects through the metabolite all-trans-retinoic acid (ATRA), a potent transcriptional regulator that modulates the expression of genes crucial for mediating the indirect antioxidant properties of vitamin A. Consequently, vitamin A can activate the NRF2/KEAP1 or NF-&#x3ba;B signaling pathways to mitigate oxidative stress and decrease the risk of OP (<xref ref-type="bibr" rid="B16">Dinkova-Kostova and Talalay, 2008</xref>; <xref ref-type="bibr" rid="B1">Abraham et al., 2019</xref>). However, larger clinical trials are needed to increase the credibility of clinical recommendations, especially given the presence of weak causality and sex-specific effects of retinol.</p>
<p>As a key antioxidant, Vitamin C (ascorbate) plays a crucial role in removing ROS, thereby reducing oxidative stress (<xref ref-type="bibr" rid="B30">Kim and Lee, 2016</xref>). Vitamin C has been shown to stimulate the formation of osteoclasts and osteoblasts <italic>in vitro</italic>, although high doses of the vitamin can also exhibit cytotoxic effects on both cell types (<xref ref-type="bibr" rid="B13">Chin and Ima-Nirwana, 2018</xref>). New et al. discovered a non-linear relationship between vitamin C consumption and BMD in a cohort of 994 healthy premenopausal women aged 45&#x2013;49 participating in the Osteoporosis Screening Program in Aberdeen (<xref ref-type="bibr" rid="B46">New et al., 1997</xref>). According to a report conducted by Kim and Lee (<xref ref-type="bibr" rid="B30">Kim and Lee, 2016</xref>), an elevated intake of vitamin C may decrease the likelihood of OP among Korean adults over 50 who have low levels of physical activity, but surprisingly, this benefit does not extend to those with higher levels of physical activity. Moreover, increased dietary intake of vitamin C has been linked to a decreased risk of hip fractures and OP, as well as to enhanced BMD, notably in the femoral neck and lumbar spine areas (<xref ref-type="bibr" rid="B41">Malmir et al., 2018</xref>). Simon and colleagues discovered a significant nonlinear relationship between serum vitamin C levels and hip BMD in men (<xref ref-type="bibr" rid="B55">Simon and Hudes, 2001</xref>). Specifically, hip BMD initially increased with rising serum vitamin C levels, but subsequently decreased as serum vitamin C levels continued to rise. Interestingly, while primarily known for its antioxidant effects, vitamin C can display prooxidant characteristics at high doses, as indicated by a previous study where a daily supplementation of 500&#xa0;mg of vitamin C in individuals aged 17 to 49 for 6&#xa0;weeks led to oxidative DNA damage (<xref ref-type="bibr" rid="B50">Podmore et al., 1998</xref>), a factor potentially relevant to OP (<xref ref-type="bibr" rid="B18">Finck et al., 2014</xref>). The current study identified three suggestive causal associations between absolute ascorbate concentrations and reduced TB-BMD (age over 60) and metabolic concentrations of ascorbate with reduced TB-BMD and TB-BMD (age 0&#x2013;15). However, higher-quality trials are necessary to determine if Vitamin C significantly reduces the risk of OP.</p>
<p>Vitamin E, known for its antioxidant properties, is divided into two primary subgroups, namely, tocopherols and tocotrienols. Each of these subgroups contains four unique analogs: alpha, beta, gamma, and delta (<xref ref-type="bibr" rid="B70">Zhang et al., 2017b</xref>). Significantly, &#x3b1;-tocopherol is one of the homologs within the vitamin E category. Research suggests that vitamin E may benefit bone health due to its anti-inflammatory properties, yet this effect has not been conclusively demonstrated in human subjects (<xref ref-type="bibr" rid="B51">Reid and New, 1997</xref>). To further explore this, Shi et al. (<xref ref-type="bibr" rid="B53">Shi et al., 2016</xref>) investigated the correlation between vitamin E levels and BMD in middle-aged and elderly adults (40&#x2013;75 years) in Guangzhou, China. Their findings indicated a positive association between higher intake and serum levels of vitamin E and increased BMD in Chinese women, but this association was not mirrored in Chinese men. These results are similar to our findings, as our MR analysis revealed a suggestive association between the metabolic level of &#x3b1;-tocopherol and increased TB-BMD in individuals aged 45&#x2013;60. In contrast, a negative correlation has been observed between serum &#x3b1;-tocopherol levels and femoral neck bone mineral density among the elderly population in the US (both men and women over 50), indicating a potentially detrimental impact of &#x3b1;-tocopherol on bone health (<xref ref-type="bibr" rid="B70">Zhang et al., 2017b</xref>). &#x3b3;-tocopherol, the second most prevalent isoform of vitamin E found in dietary sources, accounts for 20%&#x2013;25% of total vitamin E intake and exhibits the ability to scavenge both reactive nitrogen species (RNS) and ROS, distinguishing it from &#x3b1;-tocopherol (<xref ref-type="bibr" rid="B1">Abraham et al., 2019</xref>). While a clinical trial indicated that supplementation with &#x3b3;-tocopherol reduces systemic oxidative stress, findings from cross-sectional studies have been inconclusive. Yang et al. (<xref ref-type="bibr" rid="B68">Yang et al., 2016</xref>) did not observe statistically significant associations between &#x3b3;-tocopherol and BMD in a study involving over 5,000 older women. In contrast, Ilesanmi-Oyelere et al. (<xref ref-type="bibr" rid="B23">Ilesanmi-Oyelere et al., 2019</xref>) reported that increased vitamin E intake was linked to lower BMD levels. The current body of evidence regarding the impact of &#x3b3;-tocopherol on OP remains limited, highlighting the need for more rigorous trials to elucidate its effects.</p>
<p>Lycopene is an acyclic isomer derived from &#x3b2;-carotene (<xref ref-type="bibr" rid="B2">Agarwal and Rao, 2000</xref>). A long-term study over 17 years found that increased lycopene consumption was associated with a lower incidence of hip and nonvertebral fractures, highlighting its potential role in bone health (<xref ref-type="bibr" rid="B52">Sahni et al., 2009</xref>). This elevation in lycopene potentially lowers oxidative stress and bone resorption markers, thereby suggesting a possible reduction in the risk of OP. Nevertheless, a cross-sectional study involving 4,820 individuals in the United States revealed no significant association between lycopene intake and OP (<xref ref-type="bibr" rid="B25">Kan et al., 2021</xref>). There is weak evidence that &#x3b2;-carotene levels are associated with increased LS-BMD in the current study. However, the results of a previous MR performed by li et al. (<xref ref-type="bibr" rid="B36">Li et al., 2023</xref>) showed that serum &#x3b2;-carotene levels significantly reduced OP risk. For the instrumental variables of &#x3b2;-carotene, we used more strict screening criteria (<italic>p</italic> &#x3c; 5 &#xd7; 10<sup>&#x2212;8</sup> and r<sup>2</sup> &#x3c; 0.001), which helped us to make more reliable conclusions. Furthermore, in our study, we also analyzed subgroups of TB-BMD according to age. In conclusion, the weak causal relationship between &#x3b2;-carotene levels and increased LS-BMD provides some insight into the reduction of OP risk by dietary antioxidants.</p>
<p>The study we conducted possesses a range of strengths. Primarily, the MR approach, utilizing two separate samples, reduces the potential risks that participants may encounter in clinical trials. Additionally, the application of distinct sets of instrumental variables for both absolute circulating antioxidants and their metabolites increases the informative value of the MR study outcomes. However, our study does have its limitations. One of the primary limitations is the constrained number of SNPs for antioxidant instrumental variables that were sourced from published GWAS data. In other MR analysis, absolute retinol and &#x3b2;-carotene were also unable to validate the robustness of the results using complementary MR analysis methods due to limitations in the number of SNPs (<xref ref-type="bibr" rid="B45">Mondul et al., 2011</xref>; <xref ref-type="bibr" rid="B21">Hendrickson et al., 2012</xref>; <xref ref-type="bibr" rid="B73">Zhao et al., 2023</xref>). It should be noted, however, that these SNPs are situated within essential genes pertinent to antioxidant metabolism, according to the PhenoScanner database (<xref ref-type="bibr" rid="B24">Kamat et al., 2019</xref>). In future studies, identifying more relevant loci through broader GWAS will be critical to strengthen the effectiveness of the instrumental variables. Another point is that antioxidant concentrations vary greatly with different detection methods, underscoring the need for standardizing these techniques in future studies. Finally, postmenopausal status was not included in the subgroup analyses due to data limitations, which may have weakened the reliability of our conclusions. Broader GWAS data are needed for more detailed subgroup analyses in the future.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>In conclusion, there is a positive causal relationship between absolute retinol levels and eBMD. Our study, however, was unable to establish evidence of a causal relationship between retinol and BMD at other body sites or fractures. The implications of these results should be taken into account in future studies and in the creation of public health policies and OP prevention tactics.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>KY: Conceptualization, Writing&#x2013;original draft. XX: Conceptualization, Funding acquisition, Writing&#x2013;review and editing. WH: Data curation, Formal Analysis, Writing&#x2013;review and editing. DL: Data curation, Formal Analysis, Writing - review and editing. YZ: Data curation, Formal Analysis, Writing&#x2013;review and editing. HY: Data curation, Formal Analysis, Writing&#x2013;review and editing. XW: Conceptualization, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This study was supported by National Natural Science Foundation of China (82160911, 82374491), the third batch of provincial science and technology programs in 2023 (Basic Research Program-Natural Science Foundation - Excellent Doctoral Program) (23JRRA1226), Gansu excellent graduate student innovation star project (2023CXZX-732); and Gansu Top Talents (Science and Technology Territory) Training Support Fund Project [(2021) No. 2].</p>
</sec>
<ack>
<p>The authors thank all investigators for sharing the GWAS summary data.</p>
</ack>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<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 id="s11">
<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/fgene.2024.1346367/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2024.1346367/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.PDF" id="SM1" mimetype="application/PDF" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abraham</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Kattoor</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Saldeen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Mehta</surname>
<given-names>J. L.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Vitamin E and its anticancer effects</article-title>. <source>Crit. Rev. food Sci. Nutr.</source> <volume>59</volume> (<issue>17</issue>), <fpage>2831</fpage>&#x2013;<lpage>2838</lpage>. <comment>Epub 2018/05/11</comment>. <pub-id pub-id-type="doi">10.1080/10408398.2018.1474169</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Agarwal</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Rao</surname>
<given-names>A. V.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Tomato lycopene and its role in human health and chronic diseases</article-title>. <source>CMAJ Can. Med. Assoc. J. &#x3d; J. de l&#x2019;Association medicale Can.</source> <volume>163</volume> (<issue>6</issue>), <fpage>739</fpage>&#x2013;<lpage>744</lpage>. <comment>Epub 2000/10/07</comment>.</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Arceo-Mendoza</surname>
<given-names>R. M.</given-names>
</name>
<name>
<surname>Camacho</surname>
<given-names>P. M.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Postmenopausal osteoporosis: latest guidelines</article-title>. <source>Endocrinol. metabolism Clin. N. Am.</source> <volume>50</volume> (<issue>2</issue>), <fpage>167</fpage>&#x2013;<lpage>178</lpage>. <comment>Epub 2021/05/24</comment>. <pub-id pub-id-type="doi">10.1016/j.ecl.2021.03.009</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Au Yeung</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Gill</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Standardizing the reporting of mendelian randomization studies</article-title>. <source>BMC Med.</source> <volume>21</volume> (<issue>1</issue>), <fpage>187</fpage>. <comment>Epub 2023/05/18</comment>. <pub-id pub-id-type="doi">10.1186/s12916-023-02894-8</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Baek</surname>
<given-names>K. H.</given-names>
</name>
<name>
<surname>Oh</surname>
<given-names>K. W.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>W. Y.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>S. S.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>M. K.</given-names>
</name>
<name>
<surname>Kwon</surname>
<given-names>H. S.</given-names>
</name>
<etal/>
</person-group> (<year>2010</year>). <article-title>Association of oxidative stress with postmenopausal osteoporosis and the effects of hydrogen peroxide on osteoclast formation in human bone marrow cell cultures</article-title>. <source>Calcif. tissue Int.</source> <volume>87</volume> (<issue>3</issue>), <fpage>226</fpage>&#x2013;<lpage>235</lpage>. <comment>Epub 2010/07/09</comment>. <pub-id pub-id-type="doi">10.1007/s00223-010-9393-9</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bai</surname>
<given-names>W. Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ying</surname>
<given-names>Z. M.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>G. Q.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Identification of Piezo1 polymorphisms for human bone mineral density</article-title>. <source>Bone</source> <volume>133</volume>, <fpage>115247</fpage>. <comment>Epub 2020/01/23</comment>. <pub-id pub-id-type="doi">10.1016/j.bone.2020.115247</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Barker</surname>
<given-names>M. E.</given-names>
</name>
<name>
<surname>McCloskey</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Saha</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Gossiel</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Charlesworth</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Powers</surname>
<given-names>H. J.</given-names>
</name>
<etal/>
</person-group> (<year>2005</year>). <article-title>Serum retinoids and beta-carotene as predictors of hip and other fractures in elderly women</article-title>. <source>J. bone mineral Res. official J. Am. Soc. Bone Mineral Res.</source> <volume>20</volume> (<issue>6</issue>), <fpage>913</fpage>&#x2013;<lpage>920</lpage>. <comment>Epub 2005/05/11</comment>. <pub-id pub-id-type="doi">10.1359/jbmr.050112</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Black</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Geiger</surname>
<given-names>E. J.</given-names>
</name>
<name>
<surname>Eastell</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Vittinghoff</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>B. H.</given-names>
</name>
<name>
<surname>Ryan</surname>
<given-names>D. S.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Atypical femur fracture risk versus fragility fracture prevention with bisphosphonates</article-title>. <source>N. Engl. J. Med.</source> <volume>383</volume> (<issue>8</issue>), <fpage>743</fpage>&#x2013;<lpage>753</lpage>. <comment>Epub 2020/08/20</comment>. <pub-id pub-id-type="doi">10.1056/NEJMoa1916525</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Boehm</surname>
<given-names>F. J.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Statistical methods for mendelian randomization in genome-wide association studies: a review</article-title>. <source>Comput. Struct. Biotechnol. J.</source> <volume>20</volume>, <fpage>2338</fpage>&#x2013;<lpage>2351</lpage>. <comment>Epub 2022/05/27</comment>. <pub-id pub-id-type="doi">10.1016/j.csbj.2022.05.015</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Borgstr&#xf6;m</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Karlsson</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Orts&#xe4;ter</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Norton</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Halbout</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Cooper</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Fragility fractures in europe: burden, management and opportunities</article-title>. <source>Archives Osteoporos.</source> <volume>15</volume> (<issue>1</issue>), <fpage>59</fpage>. <comment>Epub 2020/04/20</comment>. <pub-id pub-id-type="doi">10.1007/s11657-020-0706-y</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Burgess</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Davey Smith</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Davies</surname>
<given-names>N. M.</given-names>
</name>
<name>
<surname>Dudbridge</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Gill</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Glymour</surname>
<given-names>M. M.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Guidelines for performing mendelian randomization investigations</article-title>. <source>Wellcome open Res.</source> <volume>4</volume>, <fpage>186</fpage>. <comment>Epub 2020/08/11</comment>. <pub-id pub-id-type="doi">10.12688/wellcomeopenres.15555.2</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Hua</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Antioxidants and the risk of stroke: results from nhanes and two-sample mendelian randomization study</article-title>. <source>Eur. J. Med. Res.</source> <volume>29</volume> (<issue>1</issue>), <fpage>50</fpage>. <comment>Epub 2024/01/13</comment>. <pub-id pub-id-type="doi">10.1186/s40001-024-01646-5</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chin</surname>
<given-names>K. Y.</given-names>
</name>
<name>
<surname>Ima-Nirwana</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Vitamin C and bone health: evidence from cell, animal and human studies</article-title>. <source>Curr. drug targets</source> <volume>19</volume> (<issue>5</issue>), <fpage>439</fpage>&#x2013;<lpage>450</lpage>. <comment>Epub 2015/09/08</comment>. <pub-id pub-id-type="doi">10.2174/1389450116666150907100838</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cui</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Shao</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Fei</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Prevalence, risk factors and clinical characteristics of osteoporosis in Chinese inpatients with schizophrenia</article-title>. <source>Schizophrenia Res.</source> <volume>195</volume>, <fpage>488</fpage>&#x2013;<lpage>494</lpage>. <comment>Epub 2017/10/24</comment>. <pub-id pub-id-type="doi">10.1016/j.schres.2017.10.027</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>D Adamo</surname>
<given-names>C. R.</given-names>
</name>
<name>
<surname>D&#x2019;Urso</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Ryan</surname>
<given-names>K. A.</given-names>
</name>
<name>
<surname>Yerges-Armstrong</surname>
<given-names>L. M.</given-names>
</name>
<name>
<surname>Semba</surname>
<given-names>R. D.</given-names>
</name>
<name>
<surname>Steinle</surname>
<given-names>N. I.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>A common variant in the Setd7 gene predicts serum lycopene concentrations</article-title>. <source>Nutrients</source> <volume>8</volume> (<issue>2</issue>), <fpage>82</fpage>. <comment>Epub 2016/02/11</comment>. <pub-id pub-id-type="doi">10.3390/nu8020082</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dinkova-Kostova</surname>
<given-names>A. T.</given-names>
</name>
<name>
<surname>Talalay</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Direct and indirect antioxidant properties of inducers of cytoprotective proteins</article-title>. <source>Mol. Nutr. food Res.</source> <volume>52</volume> (<issue>Suppl. 1</issue>), <fpage>S128</fpage>&#x2013;<lpage>S138</lpage>. <comment>Epub 2008/03/11</comment>. <pub-id pub-id-type="doi">10.1002/mnfr.200700195</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Evans</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Davey Smith</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Mendelian randomization: New applications in the coming age of hypothesis-free causality</article-title>. <source>Annu. Rev. genomics Hum. Genet.</source> <volume>16</volume>, <fpage>327</fpage>&#x2013;<lpage>350</lpage>. <comment>Epub 2015/05/06</comment>. <pub-id pub-id-type="doi">10.1146/annurev-genom-090314-050016</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Finck</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Hart</surname>
<given-names>A. R.</given-names>
</name>
<name>
<surname>Jennings</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Welch</surname>
<given-names>A. A.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Is there a role for vitamin C in preventing osteoporosis and fractures? A review of the potential underlying mechanisms and current epidemiological evidence</article-title>. <source>Nutr. Res. Rev.</source> <volume>27</volume> (<issue>2</issue>), <fpage>268</fpage>&#x2013;<lpage>283</lpage>. <comment>Epub 2014/11/22</comment>. <pub-id pub-id-type="doi">10.1017/s0954422414000195</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hadji</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Colli</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Regidor</surname>
<given-names>P. A.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Bone health in estrogen-free contraception</article-title>. <source>Osteoporos. Int. a J. established as result Coop. between Eur. Found. Osteoporos. Natl. Osteoporos. Found. U. S. A.</source> <volume>30</volume> (<issue>12</issue>), <fpage>2391</fpage>&#x2013;<lpage>2400</lpage>. <comment>Epub 2019/08/26</comment>. <pub-id pub-id-type="doi">10.1007/s00198-019-05103-6</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hemani</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Elsworth</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Wade</surname>
<given-names>K. H.</given-names>
</name>
<name>
<surname>Haberland</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Baird</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>The mr-base platform supports systematic causal inference across the human phenome</article-title>. <source>eLife</source> <volume>7</volume>, <fpage>e34408</fpage>. <comment>Epub 2018/05/31</comment>. <pub-id pub-id-type="doi">10.7554/eLife.34408</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hendrickson</surname>
<given-names>S. J.</given-names>
</name>
<name>
<surname>Hazra</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Eliassen</surname>
<given-names>A. H.</given-names>
</name>
<name>
<surname>Kraft</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Rosner</surname>
<given-names>B. A.</given-names>
</name>
<etal/>
</person-group> (<year>2012</year>). <article-title>&#x3b2;-Carotene 15,15&#x2019;-monooxygenase 1 single nucleotide polymorphisms in relation to plasma carotenoid and retinol concentrations in women of European descent</article-title>. <source>Am. J. Clin. Nutr.</source> <volume>96</volume> (<issue>6</issue>), <fpage>1379</fpage>&#x2013;<lpage>1389</lpage>. <comment>Epub 2012/11/09</comment>. <pub-id pub-id-type="doi">10.3945/ajcn.112.034934</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Holvik</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Ahmed</surname>
<given-names>L. A.</given-names>
</name>
<name>
<surname>Forsmo</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Gjesdal</surname>
<given-names>C. G.</given-names>
</name>
<name>
<surname>Grimnes</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Samuelsen</surname>
<given-names>S. O.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>No increase in risk of hip fracture at high serum retinol concentrations in community-dwelling older Norwegians: the Norwegian epidemiologic osteoporosis studies</article-title>. <source>Am. J. Clin. Nutr.</source> <volume>102</volume> (<issue>5</issue>), <fpage>1289</fpage>&#x2013;<lpage>1296</lpage>. <comment>Epub 2015/09/18</comment>. <pub-id pub-id-type="doi">10.3945/ajcn.115.110528</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ilesanmi-Oyelere</surname>
<given-names>B. L.</given-names>
</name>
<name>
<surname>Brough</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Coad</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Roy</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Kruger</surname>
<given-names>M. C.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>The relationship between nutrient patterns and bone mineral density in postmenopausal women</article-title>. <source>Nutrients</source> <volume>11</volume> (<issue>6</issue>), <fpage>1262</fpage>. <comment>Epub 2019/06/06</comment>. <pub-id pub-id-type="doi">10.3390/nu11061262</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kamat</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Blackshaw</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Young</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Surendran</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Burgess</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Danesh</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Phenoscanner V2: an expanded tool for searching human genotype-phenotype associations</article-title>. <source>Bioinforma. Oxf. Engl.</source> <volume>35</volume> (<issue>22</issue>), <fpage>4851</fpage>&#x2013;<lpage>4853</lpage>. <comment>Epub 2019/06/25</comment>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btz469</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kan</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Yuan</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Vuong</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Dietary carotenoid intake and osteoporosis: the national health and nutrition examination survey, 2005-2018</article-title>. <source>Archives Osteoporos.</source> <volume>17</volume> (<issue>1</issue>), <fpage>2</fpage>. <comment>Epub 2021/12/09</comment>. <pub-id pub-id-type="doi">10.1007/s11657-021-01047-9</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kanis</surname>
<given-names>J. A.</given-names>
</name>
</person-group> (<year>1997</year>). <article-title>Diagnosis of osteoporosis</article-title>. <source>Osteoporos. Int. a J. established as result Coop. between Eur. Found. Osteoporos. Natl. Osteoporos. Found. U. S. A.</source> <volume>7</volume> (<issue>Suppl. 3</issue>), <fpage>S108</fpage>&#x2013;<lpage>S116</lpage>. <comment>Epub 1997/01/01</comment>. <pub-id pub-id-type="doi">10.1007/bf03194355</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kanis</surname>
<given-names>J. A.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Diagnosis of osteoporosis and assessment of fracture risk</article-title>. <source>Lancet London, Engl.</source> <volume>359</volume> (<issue>9321</issue>), <fpage>1929</fpage>&#x2013;<lpage>1936</lpage>. <comment>Epub 2002/06/12</comment>. <pub-id pub-id-type="doi">10.1016/s0140-6736(02)08761-5</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kanis</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Cooper</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Rizzoli</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Reginster</surname>
<given-names>J. Y.</given-names>
</name>
</person-group>
<collab>Scientific Advisory Board of the European Society for Clinical and Economic Aspects of Osteoporosis ESCEO and the Committees of Scientific Advisors and National Societies of the International Osteoporosis Foundation IOF</collab> (<year>2019</year>). <article-title>European guidance for the diagnosis and management of osteoporosis in postmenopausal women</article-title>. <source>Osteoporos. Int. a J. established as result Coop. between Eur. Found. Osteoporos. Natl. Osteoporos. Found. U. S. A.</source> <volume>30</volume> (<issue>1</issue>), <fpage>3</fpage>&#x2013;<lpage>44</lpage>. <comment>Epub 2018/10/17</comment>. <pub-id pub-id-type="doi">10.1007/s00198-018-4704-5</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kaur</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Sharma</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Bhatnagar</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Role of oxidative stress in pathophysiology of rheumatoid arthritis: insights into nrf2-keap1 signalling</article-title>. <source>Autoimmunity</source> <volume>54</volume> (<issue>7</issue>), <fpage>385</fpage>&#x2013;<lpage>397</lpage>. <comment>Epub 2021/08/21</comment>. <pub-id pub-id-type="doi">10.1080/08916934.2021.1963959</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname>
<given-names>M. H.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>H. J.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Osteoporosis, vitamin C intake, and physical activity in Korean adults aged 50 Years and over</article-title>. <source>J. Phys. Ther. Sci.</source> <volume>28</volume> (<issue>3</issue>), <fpage>725</fpage>&#x2013;<lpage>730</lpage>. <comment>Epub 2016/05/03</comment>. <pub-id pub-id-type="doi">10.1589/jpts.28.725</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname>
<given-names>S. K.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Identification of 613 New loci associated with heel bone mineral density and a polygenic risk score for bone mineral density, osteoporosis and fracture</article-title>. <source>PloS one</source> <volume>13</volume> (<issue>7</issue>), <fpage>e0200785</fpage>. <comment>Epub 2018/07/27</comment>. <pub-id pub-id-type="doi">10.1371/journal.pone.0200785</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kimball</surname>
<given-names>J. S.</given-names>
</name>
<name>
<surname>Johnson</surname>
<given-names>J. P.</given-names>
</name>
<name>
<surname>Carlson</surname>
<given-names>D. A.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Oxidative stress and osteoporosis</article-title>. <source>J. bone Jt. Surg. Am. volume</source> <volume>103</volume> (<issue>15</issue>), <fpage>1451</fpage>&#x2013;<lpage>1461</lpage>. <comment>Epub 2021/05/21</comment>. <pub-id pub-id-type="doi">10.2106/jbjs.20.00989</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kurki</surname>
<given-names>M. I.</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&#xe4;</surname>
<given-names>T. P.</given-names>
</name>
<name>
<surname>Kristiansson</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Donner</surname>
<given-names>K. M.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Finngen provides genetic insights from a well-phenotyped isolated population</article-title>. <source>Nature</source> <volume>613</volume> (<issue>7944</issue>), <fpage>508</fpage>&#x2013;<lpage>518</lpage>. <comment>Epub 2023/01/19</comment>. <pub-id pub-id-type="doi">10.1038/s41586-022-05473-8</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lawlor</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Harbord</surname>
<given-names>R. M.</given-names>
</name>
<name>
<surname>Sterne</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Timpson</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Davey Smith</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Mendelian randomization: using genes as instruments for making causal inferences in Epidemiology</article-title>. <source>Statistics Med.</source> <volume>27</volume> (<issue>8</issue>), <fpage>1133</fpage>&#x2013;<lpage>1163</lpage>. <comment>Epub 2007/09/22</comment>. <pub-id pub-id-type="doi">10.1002/sim.3034</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Leder</surname>
<given-names>B. Z.</given-names>
</name>
<name>
<surname>Mitlak</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>M. Y.</given-names>
</name>
<name>
<surname>Hattersley</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Bockman</surname>
<given-names>R. S.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Effect of abaloparatide vs alendronate on fracture risk reduction in postmenopausal women with osteoporosis</article-title>. <source>J. Clin. Endocrinol. metabolism</source> <volume>105</volume> (<issue>3</issue>), <fpage>938</fpage>&#x2013;<lpage>943</lpage>. <comment>Epub 2019/11/02</comment>. <pub-id pub-id-type="doi">10.1210/clinem/dgz162</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yuan</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zuo</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Diet-derived antioxidants and osteoporosis: a mendelian randomization study</article-title>. <source>PloS one</source> <volume>18</volume> (<issue>11</issue>), <fpage>e0293145</fpage>. <comment>Epub 2023/11/29</comment>. <pub-id pub-id-type="doi">10.1371/journal.pone.0293145</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liang</surname>
<given-names>Q. L.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>H. G.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>M. R.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y. T.</given-names>
</name>
<name>
<surname>Qi</surname>
<given-names>G. F.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Binding-induced fibrillogenesis peptide inhibits rankl-mediated osteoclast activation against osteoporosis</article-title>. <source>Biomaterials</source> <volume>302</volume>, <fpage>122331</fpage>. <comment>Epub 2023/09/24</comment>. <pub-id pub-id-type="doi">10.1016/j.biomaterials.2023.122331</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Curtis</surname>
<given-names>E. M.</given-names>
</name>
<name>
<surname>Cooper</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Harvey</surname>
<given-names>N. C.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>State of the art in osteoporosis risk assessment and treatment</article-title>. <source>J. Endocrinol. investigation</source> <volume>42</volume> (<issue>10</issue>), <fpage>1149</fpage>&#x2013;<lpage>1164</lpage>. <comment>Epub 2019/04/14</comment>. <pub-id pub-id-type="doi">10.1007/s40618-019-01041-6</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Long</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Hicks</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>H. C.</given-names>
</name>
<name>
<surname>Biggs</surname>
<given-names>W. H.</given-names>
</name>
<name>
<surname>Kirkness</surname>
<given-names>E. F.</given-names>
</name>
<name>
<surname>Menni</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Whole-genome sequencing identifies common-to-rare variants associated with human blood metabolites</article-title>. <source>Nat. Genet.</source> <volume>49</volume> (<issue>4</issue>), <fpage>568</fpage>&#x2013;<lpage>578</lpage>. <comment>Epub 2017/03/07</comment>. <pub-id pub-id-type="doi">10.1038/ng.3809</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>L&#xf3;pez-Armada</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Fern&#xe1;ndez-Rodr&#xed;guez</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Blanco</surname>
<given-names>F. J.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Mitochondrial dysfunction and oxidative stress in rheumatoid arthritis</article-title>. <source>Antioxidants Basel, Switz.</source> <volume>11</volume> (<issue>6</issue>), <fpage>1151</fpage>. <comment>Epub 2022/06/25</comment>. <pub-id pub-id-type="doi">10.3390/antiox11061151</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Malmir</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Shab-Bidar</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Djafarian</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Vitamin C intake in relation to bone mineral density and risk of hip fracture and osteoporosis: a systematic review and meta-analysis of observational studies</article-title>. <source>Br. J. Nutr.</source> <volume>119</volume> (<issue>8</issue>), <fpage>847</fpage>&#x2013;<lpage>858</lpage>. <comment>Epub 2018/04/13</comment>. <pub-id pub-id-type="doi">10.1017/s0007114518000430</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Manolagas</surname>
<given-names>S. C.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>The quest for osteoporosis mechanisms and rational therapies: how far we&#x2019;ve come, how much further we need to go</article-title>. <source>J. bone mineral Res. official J. Am. Soc. Bone Mineral Res.</source> <volume>33</volume> (<issue>3</issue>), <fpage>371</fpage>&#x2013;<lpage>385</lpage>. <comment>Epub 2018/02/07</comment>. <pub-id pub-id-type="doi">10.1002/jbmr.3400</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Medina-Gomez</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Kemp</surname>
<given-names>J. P.</given-names>
</name>
<name>
<surname>Trajanoska</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Luan</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Chesi</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Ahluwalia</surname>
<given-names>T. S.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Life-course genome-wide association study meta-analysis of total body bmd and assessment of age-specific effects</article-title>. <source>Am. J. Hum. Genet.</source> <volume>102</volume> (<issue>1</issue>), <fpage>88</fpage>&#x2013;<lpage>102</lpage>. <comment>Epub 2018/01/06</comment>. <pub-id pub-id-type="doi">10.1016/j.ajhg.2017.12.005</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mladenov</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Lubomirov</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Grisk</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Avtanski</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Mitrokhin</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Sazdova</surname>
<given-names>I.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Oxidative stress, reductive stress and antioxidants in vascular pathogenesis and aging</article-title>. <source>Antioxidants Basel, Switz.</source> <volume>12</volume> (<issue>5</issue>), <fpage>1126</fpage>. <comment>Epub 2023/05/27</comment>. <pub-id pub-id-type="doi">10.3390/antiox12051126</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mondul</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Wheeler</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Weinstein</surname>
<given-names>S. J.</given-names>
</name>
<name>
<surname>Major</surname>
<given-names>J. M.</given-names>
</name>
<etal/>
</person-group> (<year>2011</year>). <article-title>Genome-wide association study of circulating retinol levels</article-title>. <source>Hum. Mol. Genet.</source> <volume>20</volume> (<issue>23</issue>), <fpage>4724</fpage>&#x2013;<lpage>4731</lpage>. <comment>Epub 2011/09/01</comment>. <pub-id pub-id-type="doi">10.1093/hmg/ddr387</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>New</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Bolton-Smith</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Grubb</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Reid</surname>
<given-names>D. M.</given-names>
</name>
</person-group> (<year>1997</year>). <article-title>Nutritional influences on bone mineral density: a cross-sectional study in premenopausal women</article-title>. <source>Am. J. Clin. Nutr.</source> <volume>65</volume> (<issue>6</issue>), <fpage>1831</fpage>&#x2013;<lpage>1839</lpage>. <comment>Epub 1997/06/01</comment>. <pub-id pub-id-type="doi">10.1093/ajcn/65.6.1831</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ni</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Ye</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>The effect of antioxidant dietary supplements and diet-derived circulating antioxidants on vitiligo outcome: evidence from genetic association and comprehensive mendelian randomization</article-title>. <source>Front. Nutr.</source> <volume>10</volume>, <fpage>1280162</fpage>. <comment>Epub 2024/01/26</comment>. <pub-id pub-id-type="doi">10.3389/fnut.2023.1280162</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Palmer</surname>
<given-names>T. M.</given-names>
</name>
<name>
<surname>Lawlor</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Harbord</surname>
<given-names>R. M.</given-names>
</name>
<name>
<surname>Sheehan</surname>
<given-names>N. A.</given-names>
</name>
<name>
<surname>Tobias</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Timpson</surname>
<given-names>N. J.</given-names>
</name>
<etal/>
</person-group> (<year>2012</year>). <article-title>Using multiple genetic variants as instrumental variables for modifiable risk factors</article-title>. <source>Stat. methods Med. Res.</source> <volume>21</volume> (<issue>3</issue>), <fpage>223</fpage>&#x2013;<lpage>242</lpage>. <comment>Epub 2011/01/11</comment>. <pub-id pub-id-type="doi">10.1177/0962280210394459</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Platt</surname>
<given-names>I. D.</given-names>
</name>
<name>
<surname>Josse</surname>
<given-names>A. R.</given-names>
</name>
<name>
<surname>Kendall</surname>
<given-names>C. W.</given-names>
</name>
<name>
<surname>Jenkins</surname>
<given-names>D. J.</given-names>
</name>
<name>
<surname>El-Sohemy</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Postprandial effects of almond consumption on human osteoclast precursors--an <italic>ex vivo</italic> study</article-title>. <source>Metabolism Clin. Exp.</source> <volume>60</volume> (<issue>7</issue>), <fpage>923</fpage>&#x2013;<lpage>929</lpage>. <comment>Epub 2010/10/16</comment>. <pub-id pub-id-type="doi">10.1016/j.metabol.2010.08.012</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Podmore</surname>
<given-names>I. D.</given-names>
</name>
<name>
<surname>Griffiths</surname>
<given-names>H. R.</given-names>
</name>
<name>
<surname>Herbert</surname>
<given-names>K. E.</given-names>
</name>
<name>
<surname>Mistry</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Mistry</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Lunec</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>1998</year>). <article-title>Vitamin C exhibits pro-oxidant properties</article-title>. <source>Nature</source> <volume>392</volume> (<issue>6676</issue>), <fpage>559</fpage>. <comment>Epub 1998/04/29</comment>. <pub-id pub-id-type="doi">10.1038/33308</pub-id>
</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Reid</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>New</surname>
<given-names>S. A.</given-names>
</name>
</person-group> (<year>1997</year>). <article-title>Nutritional influences on bone mass</article-title>. <source>Proc. Nutr. Soc.</source> <volume>56</volume> (<issue>3</issue>), <fpage>977</fpage>&#x2013;<lpage>987</lpage>. <comment>Epub 1998/03/04</comment>. <pub-id pub-id-type="doi">10.1079/pns19970103</pub-id>
</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sahni</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Hannan</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Blumberg</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Cupples</surname>
<given-names>L. A.</given-names>
</name>
<name>
<surname>Kiel</surname>
<given-names>D. P.</given-names>
</name>
<name>
<surname>Tucker</surname>
<given-names>K. L.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Protective effect of total carotenoid and lycopene intake on the risk of hip fracture: a 17-year follow-up from the framingham osteoporosis study</article-title>. <source>J. bone mineral Res. official J. Am. Soc. Bone Mineral Res.</source> <volume>24</volume> (<issue>6</issue>), <fpage>1086</fpage>&#x2013;<lpage>1094</lpage>. <comment>Epub 2009/01/14</comment>. <pub-id pub-id-type="doi">10.1359/jbmr.090102</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shi</surname>
<given-names>W. Q.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>Y. Y.</given-names>
</name>
<name>
<surname>Guan</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Y. M.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Association of dietary and serum vitamin E with bone mineral density in middle-aged and elderly Chinese adults: a cross-sectional study</article-title>. <source>Br. J. Nutr.</source> <volume>115</volume> (<issue>1</issue>), <fpage>113</fpage>&#x2013;<lpage>120</lpage>. <comment>Epub 2015/10/29</comment>. <pub-id pub-id-type="doi">10.1017/s0007114515004134</pub-id>
</citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shin</surname>
<given-names>S. Y.</given-names>
</name>
<name>
<surname>Fauman</surname>
<given-names>E. B.</given-names>
</name>
<name>
<surname>Petersen</surname>
<given-names>A. K.</given-names>
</name>
<name>
<surname>Krumsiek</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Santos</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>An atlas of genetic influences on human blood metabolites</article-title>. <source>Nat. Genet.</source> <volume>46</volume> (<issue>6</issue>), <fpage>543</fpage>&#x2013;<lpage>550</lpage>. <comment>Epub 2014/05/13</comment>. <pub-id pub-id-type="doi">10.1038/ng.2982</pub-id>
</citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Simon</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Hudes</surname>
<given-names>E. S.</given-names>
</name>
</person-group> (<year>2001</year>). <article-title>Relation of ascorbic acid to bone mineral density and self-reported fractures among us adults</article-title>. <source>Am. J. Epidemiol.</source> <volume>154</volume> (<issue>5</issue>), <fpage>427</fpage>&#x2013;<lpage>433</lpage>. <comment>Epub 2001/09/05</comment>. <pub-id pub-id-type="doi">10.1093/aje/154.5.427</pub-id>
</citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Fu</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Advances in pathogenesis and therapeutic strategies for osteoporosis</article-title>. <source>Pharmacol. Ther.</source> <volume>237</volume>, <fpage>108168</fpage>. <comment>Epub 2022/03/15</comment>. <pub-id pub-id-type="doi">10.1016/j.pharmthera.2022.108168</pub-id>
</citation>
</ref>
<ref id="B57">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sugiura</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Nakamura</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ogawa</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Ikoma</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ando</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Shimokata</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2011</year>). <article-title>Dietary patterns of antioxidant vitamin and carotenoid intake associated with bone mineral density: findings from post-menopausal Japanese female subjects</article-title>. <source>Osteoporos. Int. a J. established as result Coop. between Eur. Found. Osteoporos. Natl. Osteoporos. Found. U. S. A.</source> <volume>22</volume> (<issue>1</issue>), <fpage>143</fpage>&#x2013;<lpage>152</lpage>. <comment>Epub 2010/05/19</comment>. <pub-id pub-id-type="doi">10.1007/s00198-010-1239-9</pub-id>
</citation>
</ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Talaulikar</surname>
<given-names>V. S.</given-names>
</name>
<name>
<surname>Chambers</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Manyonda</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Exploiting the antioxidant potential of a common vitamin: could vitamin C prevent postmenopausal osteoporosis?</article-title> <source>J. obstetrics Gynaecol. Res.</source> <volume>38</volume> (<issue>1</issue>), <fpage>253</fpage>&#x2013;<lpage>257</lpage>. <comment>Epub 2011/08/11</comment>. <pub-id pub-id-type="doi">10.1111/j.1447-0756.2011.01629.x</pub-id>
</citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tanaka</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Inoue</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Takahashi</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Uehara</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Ampk negatively regulates rankl-induced osteoclast differentiation by controlling oxidative stress</article-title>. <source>Free Radic. Biol. Med.</source> <volume>205</volume>, <fpage>107</fpage>&#x2013;<lpage>115</lpage>. <comment>Epub 2023/06/04</comment>. <pub-id pub-id-type="doi">10.1016/j.freeradbiomed.2023.05.033</pub-id>
</citation>
</ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Kong</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Genetic liability for diet-derived circulating antioxidants, oxidative stress, and risk of osteoarthritis: a mendelian randomization study</article-title>. <source>Front. Nutr.</source> <volume>10</volume>, <fpage>1233086</fpage>. <comment>Epub 2024/01/05</comment>. <pub-id pub-id-type="doi">10.3389/fnut.2023.1233086</pub-id>
</citation>
</ref>
<ref id="B61">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tew</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Catchpool</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Furler</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>De La Rue</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Clarke</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Manski-Nankervis</surname>
<given-names>J. A.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Site-specific factors associated with clinical trial recruitment efficiency in general practice settings: a comparative descriptive analysis</article-title>. <source>Trials</source> <volume>24</volume> (<issue>1</issue>), <fpage>164</fpage>. <comment>Epub 2023/03/04</comment>. <pub-id pub-id-type="doi">10.1186/s13063-023-07177-4</pub-id>
</citation>
</ref>
<ref id="B62">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wallace</surname>
<given-names>T. C.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Dried plums, prunes and bone health: a comprehensive review</article-title>. <source>Nutrients</source> <volume>9</volume> (<issue>4</issue>), <fpage>401</fpage>. <comment>Epub 2017/04/20</comment>. <pub-id pub-id-type="doi">10.3390/nu9040401</pub-id>
</citation>
</ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Warensj&#xf6; Lemming</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Byberg</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Melhus</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wolk</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Micha&#xeb;lsson</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Long-term <italic>a posteriori</italic> dietary patterns and risk of hip fractures in a cohort of women</article-title>. <source>Eur. J. Epidemiol.</source> <volume>32</volume> (<issue>7</issue>), <fpage>605</fpage>&#x2013;<lpage>616</lpage>. <comment>Epub 2017/06/07</comment>. <pub-id pub-id-type="doi">10.1007/s10654-017-0267-6</pub-id>
</citation>
</ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wright</surname>
<given-names>N. C.</given-names>
</name>
<name>
<surname>Saag</surname>
<given-names>K. G.</given-names>
</name>
<name>
<surname>Dawson-Hughes</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Khosla</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Siris</surname>
<given-names>E. S.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>The impact of the New national bone health alliance (nbha) diagnostic criteria on the prevalence of osteoporosis in the USA</article-title>. <source>Osteoporos. Int. a J. established as result Coop. between Eur. Found. Osteoporos. Natl. Osteoporos. Found. U. S. A.</source> <volume>28</volume> (<issue>4</issue>), <fpage>1225</fpage>&#x2013;<lpage>1232</lpage>. <comment>Epub 2016/12/15</comment>. <pub-id pub-id-type="doi">10.1007/s00198-016-3865-3</pub-id>
</citation>
</ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>C. Q.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>Z. K.</given-names>
</name>
<name>
<surname>Tian</surname>
<given-names>N. F.</given-names>
</name>
<name>
<surname>Ni</surname>
<given-names>W. F.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X. Y.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>The relationship between vitamin a and risk of fracture: meta-analysis of prospective studies</article-title>. <source>J. bone mineral Res. official J. Am. Soc. Bone Mineral Res.</source> <volume>29</volume> (<issue>9</issue>), <fpage>2032</fpage>&#x2013;<lpage>2039</lpage>. <comment>Epub 2014/04/05</comment>. <pub-id pub-id-type="doi">10.1002/jbmr.2237</pub-id>
</citation>
</ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Byrne</surname>
<given-names>E. M.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Kemper</surname>
<given-names>K. E.</given-names>
</name>
<name>
<surname>Yengo</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Mallett</surname>
<given-names>A. J.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Genome-wide association study of medication-use and associated disease in the UK Biobank</article-title>. <source>Nat. Commun.</source> <volume>10</volume> (<issue>1</issue>), <fpage>1891</fpage>. <comment>Epub 2019/04/25</comment>. <pub-id pub-id-type="doi">10.1038/s41467-019-09572-5</pub-id>
</citation>
</ref>
<ref id="B67">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Corylifol a protects against ovariectomized-induced bone loss and attenuates rankl-induced osteoclastogenesis via ros reduction, erk inhibition, and Nfatc1 activation</article-title>. <source>Free Radic. Biol. Med.</source> <volume>196</volume>, <fpage>121</fpage>&#x2013;<lpage>132</lpage>. <comment>Epub 2023/01/18</comment>. <pub-id pub-id-type="doi">10.1016/j.freeradbiomed.2023.01.017</pub-id>
</citation>
</ref>
<ref id="B68">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>T. C.</given-names>
</name>
<name>
<surname>Duthie</surname>
<given-names>G. G.</given-names>
</name>
<name>
<surname>Aucott</surname>
<given-names>L. S.</given-names>
</name>
<name>
<surname>Macdonald</surname>
<given-names>H. M.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Vitamin E homologues &#x3b1;- and &#x3b3;-tocopherol are not associated with bone turnover markers or bone mineral density in peri-menopausal and post-menopausal women</article-title>. <source>Osteoporos. Int. a J. established as result Coop. between Eur. Found. Osteoporos. Natl. Osteoporos. Found. U. S. A.</source> <volume>27</volume> (<issue>7</issue>), <fpage>2281</fpage>&#x2013;<lpage>2290</lpage>. <comment>Epub 2016/05/04</comment>. <pub-id pub-id-type="doi">10.1007/s00198-015-3470-x</pub-id>
</citation>
</ref>
<ref id="B69">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yuan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhuge</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ni</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Gut microbiota modulates osteoclast glutathione synthesis and mitochondrial biogenesis in mice subjected to ovariectomy</article-title>. <source>Cell Prolif.</source> <volume>55</volume> (<issue>3</issue>), <fpage>e13194</fpage>. <comment>Epub 2022/01/27</comment>. <pub-id pub-id-type="doi">10.1111/cpr.13194</pub-id>
</citation>
</ref>
<ref id="B70">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2017b</year>). <article-title>Associations between serum vitamin E concentration and bone mineral density in the us elderly population</article-title>. <source>Osteoporos. Int. a J. established as result Coop. between Eur. Found. Osteoporos. Natl. Osteoporos. Found. U. S. A.</source> <volume>28</volume> (<issue>4</issue>), <fpage>1245</fpage>&#x2013;<lpage>1253</lpage>. <comment>Epub 2016/12/03</comment>. <pub-id pub-id-type="doi">10.1007/s00198-016-3855-5</pub-id>
</citation>
</ref>
<ref id="B71">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Moore</surname>
<given-names>J. B.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yan</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2017a</year>). <article-title>The effect of vitamin a on fracture risk: a meta-analysis of cohort studies</article-title>. <source>Int. J. Environ. Res. public health</source> <volume>14</volume> (<issue>9</issue>), <fpage>1043</fpage>. <comment>Epub 2017/09/12</comment>. <pub-id pub-id-type="doi">10.3390/ijerph14091043</pub-id>
</citation>
</ref>
<ref id="B72">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Man</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Investigating causal associations of diet-derived circulating antioxidants with the risk of digestive system cancers: a mendelian randomization study</article-title>. <source>Nutrients</source> <volume>14</volume> (<issue>15</issue>), <fpage>3237</fpage>. <comment>Epub 2022/08/13</comment>. <pub-id pub-id-type="doi">10.3390/nu14153237</pub-id>
</citation>
</ref>
<ref id="B73">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Dissecting causal associations of diet-derived circulating antioxidants with six major mental disorders: a mendelian randomization study</article-title>. <source>Antioxidants Basel, Switz.</source> <volume>12</volume> (<issue>1</issue>), <fpage>162</fpage>. <comment>Epub 2023/01/22</comment>. <pub-id pub-id-type="doi">10.3390/antiox12010162</pub-id>
</citation>
</ref>
<ref id="B74">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zheng</surname>
<given-names>H. F.</given-names>
</name>
<name>
<surname>Forgetta</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Hsu</surname>
<given-names>Y. H.</given-names>
</name>
<name>
<surname>Estrada</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Rosello-Diez</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Leo</surname>
<given-names>P. J.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Whole-genome sequencing identifies En1 as a determinant of bone density and fracture</article-title>. <source>Nature</source> <volume>526</volume> (<issue>7571</issue>), <fpage>112</fpage>&#x2013;<lpage>117</lpage>. <comment>Epub 2015/09/15</comment>. <pub-id pub-id-type="doi">10.1038/nature14878</pub-id>
</citation>
</ref>
<ref id="B75">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zheng</surname>
<given-names>J. S.</given-names>
</name>
<name>
<surname>Luan</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Sofianopoulou</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Imamura</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Stewart</surname>
<given-names>I. D.</given-names>
</name>
<name>
<surname>Day</surname>
<given-names>F. R.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Plasma vitamin C and type 2 diabetes: genome-wide association study and mendelian randomization analysis in European populations</article-title>. <source>Diabetes care</source> <volume>44</volume> (<issue>1</issue>), <fpage>98</fpage>&#x2013;<lpage>106</lpage>. <comment>Epub 2020/11/19</comment>. <pub-id pub-id-type="doi">10.2337/dc20-1328</pub-id>
</citation>
</ref>
<ref id="B76">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Lian</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Pang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Role of endogenous and exogenous antioxidants in risk of six cancers: evidence from the mendelian randomization study</article-title>. <source>Front. Pharmacol.</source> <volume>14</volume>, <fpage>1185850</fpage>. <comment>Epub 2023/07/13</comment>. <pub-id pub-id-type="doi">10.3389/fphar.2023.1185850</pub-id>
</citation>
</ref>
<ref id="B77">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zou</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Diet-derived circulating antioxidants and risk of inflammatory bowel disease: a mendelian randomization study and meta-analysis</article-title>. <source>Front. Immunol.</source> <volume>15</volume>, <fpage>1334395</fpage>. <comment>Epub 2024/03/07</comment>. <pub-id pub-id-type="doi">10.3389/fimmu.2024.1334395</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>