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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2024.1391010</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Association between ABO genotypes and risk of dementia and neuroimaging markers: roles of sex and APOE status</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Meiling</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2665386/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Yu</surname> <given-names>Ruihong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Xiaoyi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhao</surname> <given-names>Yanqing</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Song</surname> <given-names>Qixiang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Qi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1012239/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Fu</surname> <given-names>Chunying</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1630905/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Mishra</surname> <given-names>Shiva Raj</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Shrestha</surname> <given-names>Nipun</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1453407/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Virani</surname> <given-names>Salim S.</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zhu</surname> <given-names>Dongshan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/921063/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
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</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Epidemiology, School of Public Health, Cheeloo College of Medicine, Shandong University</institution>, <addr-line>Jinan</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Disinfection and Sterilization, Pingyin Center for Disease Control and Prevention</institution>, <addr-line>Jinan</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>NHMRC Clinical Trials Center, University of Sydney</institution>, <addr-line>Sydney, NSW</addr-line>, <country>Australia</country></aff>
<aff id="aff4"><sup>4</sup><institution>Westmead Applied Research Centre (WARC), Faculty of Medicine and Health, University of Sydney</institution>, <addr-line>Sydney, NSW</addr-line>, <country>Australia</country></aff>
<aff id="aff5"><sup>5</sup><institution>Section of Global Research, The Aga Khan University</institution>, <addr-line>Karachi</addr-line>, <country>Pakistan</country></aff>
<aff id="aff6"><sup>6</sup><institution>Center for Clinical Epidemiology and Evidence-Based Medicine, Shandong University</institution>, <addr-line>Jinan</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Oded Meiron, Bar-Ilan University, Israel</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Jolanta Dorszewska, Poznan University of Medical Sciences, Poland</p>
<p>Yan Ma, China Academy of Chinese Medical Sciences, China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Dongshan Zhu, <email>dongshan.zhu@uq.net.au</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1391010</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>05</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Li, Yu, Wang, Zhao, Song, Wang, Fu, Mishra, Shrestha, Virani and Zhu.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Li, Yu, Wang, Zhao, Song, Wang, Fu, Mishra, Shrestha, Virani and Zhu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Background</title>
<p>Whether the relationships between ABO blood genotypes (AA, AO, BB, BO, AB, and OO) and dementia are modified by gender and APOE status has been unclear.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>We used data from the UK Biobank, a population-based cohort study of 487,425 individuals. Cox proportional hazards models were used to estimate hazard ratios (HRs) and 95% confidence intervals (CI) between ABO genotypes and risk of dementia. Multivariable linear regression models were used to estimate the relationship between ABO genotypes and MRI-based brain indices.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Overall, 487,425 participants were included at baseline. After 34 million person-years follow up, 7,548 patients developed all-cause dementia. Before stratifying by sex and APOE status, compared to OO genotype, BB genotype was associated with increased risk of all-cause dementia (1.36, 1.03&#x2013;1.80) and other types dementia (1.65, 1.20&#x2013;2.28). After stratifying by sex, only in males, BB genotype was associated with higher risk of all-cause dementia (1.44, 1.02&#x2013;2.09) and other types of dementia (1.95, 1.30&#x2013;2.93). AB genotype in males was also associated with increased AD (1.34, 1.04&#x2013;1.72). After further stratifying by APOE e4 status, BB genotype with two APOE e4 alleles showed even stronger association with all-cause dementia 4.29 (1.57, 11.72) and other types dementia (5.49, 1.70&#x2013;17.69) in males. Also in males, AA genotype with one APOE e4 was associated with increased risks of all-cause dementia (1.27, 1.04&#x2013;1.55), AD (1.45, 1.09&#x2013;1.94) and other types dementia (1.40, 1.08&#x2013;1.81). Linear regression models showed that in both sexes with APOE e4, AA genotype was associated with reduced total grey matter volume.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>Sex and APOE e4 carrier status modified the association between ABO genotypes and risk of dementia. In males, BB genotype was consistently associated with increased risk of dementia, especially in those with two APOE e4 alleles. Also, in males with one APOE e4, AA genotype might be linked to higher risk of dementia.</p>
</sec>
</abstract>
<kwd-group>
<kwd>ABO genotypes</kwd>
<kwd>ABO blood-group system</kwd>
<kwd>dementia</kwd>
<kwd>Alzheimer&#x2019;s disease</kwd>
<kwd>neuroimaging markers</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="40"/>
<page-count count="10"/>
<word-count count="6943"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Dementia and Neurodegenerative Diseases</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Dementia is a syndrome characterized by the deterioration of cognitive function beyond that expected as a result of biological aging. It manifests as a disturbance of multiple higher cortical functions including frontal executive function, language, memory, attention, visuospatial function and object recognition (<xref ref-type="bibr" rid="ref1">1</xref>). Global cases with dementia exceeded 50 million in 2018 and will increase to 152 million by 2050 (<xref ref-type="bibr" rid="ref2">2</xref>). Dementia is caused by many different diseases or injuries that directly or indirectly damage the brain. It encompasses a variety of subtypes. Alzheimer&#x2019;s disease (AD) may account for 60 to 80% of cases and is the most common primary dementia, followed by vascular dementia (VD), dementia with Lewy bodies (DLB), and frontotemporal dementia (FTD) (<xref ref-type="bibr" rid="ref3">3</xref>). Also, those who experience the brain changes of multiple types of dementia simultaneously have mixed dementia (<xref ref-type="bibr" rid="ref4">4</xref>). Dementia has become a major cause of disability, dependency, and death among the elderly, placing a huge burden on patients, their families, and the whole society. The underlying causes of dementia remain complex and debatable. Age-related, genetics, lifestyles, and medical conditions probably interact with the core mechanisms of the dementia (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>).</p>
<p>The ABO blood groups are determined by the ABO locus located on chromosome 9 (9q34.1-q34.2) (<xref ref-type="bibr" rid="ref7">7</xref>). Since the discovery of the ABO blood group system, studies have investigated the relationship between the ABO blood group system and multiple health outcomes, e.g., cardiovascular diseases (CVD) and venous thrombosis (<xref ref-type="bibr" rid="ref8 ref9 ref10 ref11 ref12">8&#x2013;12</xref>). However, the relationship between ABO blood groups and dementia risk is not well understood, and the findings among previous studies are inconsistent (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref14">14</xref>). One study using a Scandinavian Record-Linkage database found no association between blood type and dementia (<xref ref-type="bibr" rid="ref13">13</xref>). Another nested case&#x2013;control study observed that AB blood group was related to increased risk of cognitive impairment (<xref ref-type="bibr" rid="ref14">14</xref>). Previous studies mainly focused on the blood groups A, B, AB, and O, but little attention has been paid to the potential accurate ABO genotypes. Besides, no study has examined the relationship between ABO genotypes and brain magnetic resonance imaging (MRI) measures. Evidence has suggested that severe levels of white matter hyperintensities and reduced grey matter volumes were associated with cognitive impairment (<xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref16">16</xref>).</p>
<p>The present study aimed to investigate the association between ABO genotypes and risks of all-cause dementia, including Alzheimer&#x2019;s disease (AD), vascular dementia (VD), and other types of dementia (i.e., non-AD non-VD dementia) in a large-scale prospective cohort study. We also explored the relationship between ABO genotypes and neuroimaging markers of brain health. In addition, the &#x03B5;4 allele of Apolipoprotein E (APOE e4) is the strongest known genetic risk factor for AD (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref18">18</xref>). Previous studies have shown that APOE e4 increased risk of amyloid plaque deposition because of its inefficient breakdown of amyloid-&#x03B2; peptides (<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref19">19</xref>). Also, over 60% of persons with AD being female. Dementia rates rise after 60 for both genders, with women&#x2019;s risk surpassing men&#x2019;s post-70, likely due to reduced estrogen, which is thought to have a protective effect on the brain (<xref ref-type="bibr" rid="ref20">20</xref>). We thus also analyzed the effect modification of sex and APOE carrier status in the association between ABO genotypes and risk of dementia.</p>
</sec>
<sec sec-type="methods" id="sec6">
<label>2</label>
<title>Methods</title>
<sec id="sec7">
<label>2.1</label>
<title>Study participants</title>
<p>The UK Biobank is a large population-based prospective cohort study with over 500,000 participants aged 40&#x2013;69&#x2009;years when recruited between 2006 and 2010 in 22 assessment centers throughout the UK. Details of the study design and survey methods have been described elsewhere (<xref ref-type="bibr" rid="ref21">21</xref>). Briefly, participants were interviewed about socioeconomics, lifestyles, and health information via touchscreen questionnaires and verbal interviews, while blood, urine, and saliva samples were also collected from the assessment centers. All participants gave written informed consent for information and biological data collection. UK Biobank has approval from the North West Multicenter Research Ethics Committee (<ext-link xlink:href="https://www.ukbiobank.ac.uk/learn-more-about-uk-biobank/about-us/ethics" ext-link-type="uri">https://www.ukbiobank.ac.uk/learn-more-about-uk-biobank/about-us/ethics</ext-link>).</p>
<p>In this study, we first excluded participants with missing information on ABO genotype (14,941 individuals were excluded). In the rest, we further excluded those without APOE allele status (16 people were excluded). Last, we further excluded participants with unknown dates of dementia diagnosis (<italic>N</italic>&#x2009;=&#x2009;7). Finally, data from 487,425 individuals were available to study association of ABO genotypes and dementia and 40,156 participants to study the association of ABO genotypes and MRI-based brain volumes. This research was conducted under UK Biobank application number 68369.</p>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>ABO genotypes</title>
<p>Genotyping was performed by Affymetrix using two closely related purpose-designed macro-arrays, BiLEVE and Axiom. These arrays contained 807,411 and 825,927 markers, respectively, and overlapped with 95% common content. Combining results from both arrays, the dataset included 805,426 markers. Genotype imputation was performed to boost the number of markers that can be tested for association. This increased the number of testable variants (<xref ref-type="bibr" rid="ref22">22</xref>). ABO genotypes of participants were determined based on allele combinations from three single nucleotide polymorphisms (SNPs): rs505922, rs8176746, and rs8176719 in the ABO gene on chromosome 9q34.2 (<xref ref-type="bibr" rid="ref23">23</xref>). Imputations of blood type from UKB (accessed July 2020), were used in the current study.</p>
</sec>
<sec id="sec9">
<label>2.3</label>
<title>Assessment of dementia</title>
<p>We used algorithms for dementia definition developed by the UK Biobank Outcome Adjudication Group (Version date January 2022). The algorithms have identified participants with codes for any cause of dementia and the specific subtypes of AD and VD, through linking to hospital admissions and death registries. We further defined other unspecific types of dementia, using the International Classification of Diseases, Tenth Revision (ICD-10) coding system, including F02, F03, G310, G311, G318, if one or more of these codes were recorded as a primary or secondary diagnosis (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>).</p>
</sec>
<sec id="sec10">
<label>2.4</label>
<title>Neuroimaging markers of brain health</title>
<p>The MRI data were acquired on a Siemens Skyra 3&#x2009;T scanner (Munich, Germany), including resting-state functional MRI, T1-weighted, diffusion, susceptibility-weighted, and T2-weighted fluid-attenuated inversion recovery images. The details of imaging protocol and processing pipeline have been previously described (<xref ref-type="bibr" rid="ref24">24</xref>). We used brain imaging-derived phenotypes of total grey matter volume, white matter hyperintensity, and total hippocampal volume, which represent regions related specifically to development of dementia (<xref ref-type="bibr" rid="ref25 ref26 ref27">25&#x2013;27</xref>).</p>
</sec>
<sec id="sec11">
<label>2.5</label>
<title>Covariates</title>
<p>Based on previous evidence from existing literature, we included the following factors in analyses as covariates: sex, ethnicity, APOE status, years of education, annual household income level and CVD (<xref ref-type="bibr" rid="ref28 ref29 ref30 ref31">28&#x2013;31</xref>). Sex was categorized as male and female. Ethnicity was categorized as white and non-white. APOE e4 carrier status was based on two SNPs: rs7412 and rs429358. APOE status was categorized into three categories of no APOE e4 carrier (APOE e2/e2 or e2/e3 or e3/e3 haplotypes), one APOE e4 carrier (e3/e4 and e2/e4 haplotypes), and two APOE e4 carrier (e4/e4 haplotypes). Years of education was categorized as &#x2264;10, 11&#x2013;12, &#x003E;12. Annual household income level was divided into four categories as level 1 (Less than &#x00A3;18,000), level 2 (&#x00A3;18,000 to &#x00A3;30,999), level 3 (&#x00A3;31,000 to &#x00A3;51,999), and level 4 (greater than 52,000). Based on self-reported and clinically diagnosed records of coronary heart disease, stroke and heart failure, participants were divided into those with and without CVD.</p>
</sec>
<sec id="sec12">
<label>2.6</label>
<title>Statistical analyses</title>
<p>Characteristics were presented as the median and interquartile range (IQR) for non-normally distributed continuous variables and as percentages (%) for categorical variables. Cox proportional hazards regression models were used to estimate the hazard ratios (HR) and 95% confidence intervals (CI) between ABO genotypes and all-cause dementia, AD, VD, and other types of dementia. People with OO genotype were compared as the reference group. Schoenfeld residuals test was used to examine the violation of proportional hazards (PH) assumption. Schoenfeld residuals showed no correlation with the rank of survival time, indicating no violation of PH assumption. As a person&#x2019;s ABO genotype is generally fixed for life from birth, participants&#x2019; person-years were calculated from the date of birth to the date of reported dementia diagnosis, death, or censored date (January 1, 2022), whichever occurred first. In model 1, no covariate was adjusted; in model 2, sex, ethnicity, and APOE status were adjusted. In model 3, years of education, income level and CVD status were additionally adjusted. As ABO blood groups have been particularly associated with CVD (<xref ref-type="bibr" rid="ref8 ref9 ref10">8&#x2013;10</xref>), and the latter were linked to increased risk of dementia (<xref ref-type="bibr" rid="ref31">31</xref>), we thus additionally adjusted CVD (a composite of coronary heart disease, angina, heart failure and stroke) in model 3 to evaluate the independent effect of ABO genotypes on dementia risk after accounting CVD risk. Multivariable linear regression models were used to examine the <italic>&#x03B2;</italic> coefficients of ABO genotypes with neuroimaging markers of brain health.</p>
<p>To examine whether sex and APOE status modified the associations between ABO genotypes and dementia, we examined the interaction effect of sex, APOE e4 carrier status and ABO genotypes on risk of dementia by adding a product interaction term to the model (<italic>p</italic>&#x2009;=&#x2009;0.03 and <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01). We then stratified the analyses by sex (female, male) and APOE e4 carrier status. We also performed a mediation analysis to explore the mediating effect of CVD in the association between BB genotype and dementia (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>). All data were analyzed using SAS version 9.4 (SAS Institute) and the statistical significance was set to <italic>p</italic> value &#x003C;0.05 at two tails.</p>
</sec>
</sec>
<sec sec-type="results" id="sec13">
<label>3</label>
<title>Results</title>
<sec id="sec14">
<label>3.1</label>
<title>Characteristics of participants</title>
<p>Totally, 487,425 participants were included at baseline, with mean (SD) age of 56.5 (8.1) years, and 45.8% were men. Over a total of 34,116,799 person-years, we observed 7,548 (1.6%) patients with all-cause dementia, 0.7% patients with AD, 0.3% patients with VD and 0.9% patients with other types of dementia. Participants with BB genotype had highest incidence rate of all-cause dementia (1.8%) (<xref ref-type="table" rid="tab1">Table 1</xref>). After the cumulative incidence of dementia in each ABO genotype was stratified by age, sex and APOE e4 status, people with BB genotype consistently had the highest incidence of dementia except in those with one APOE e4 allele. Also, males had higher incidence than females, and APOE e4 carriers had higher rate than non-carriers (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Characteristics of participants by ABO genotypes, <italic>N</italic> (%).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="3">Characteristics</th>
<th align="center" valign="top" colspan="6">ABO genotypes</th>
<th align="center" valign="top" rowspan="3"><italic>N</italic>&#x2009;=&#x2009;487,425</th>
</tr>
<tr>
<th align="center" valign="top">AA</th>
<th align="center" valign="top">AB</th>
<th align="center" valign="top">AO</th>
<th align="center" valign="top">BB</th>
<th align="center" valign="top">BO</th>
<th align="center" valign="top">OO</th>
</tr>
<tr>
<th align="center" valign="top">36,335 (7.5)</th>
<th align="center" valign="top">17,613 (3.6)</th>
<th align="center" valign="top">175,200 (35.9)</th>
<th align="center" valign="top">2,789 (0.6)</th>
<th align="center" valign="top">44,050 (9.0)</th>
<th align="center" valign="top">211,438 (43.4)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Age of last follow-up (years, IQR)</td>
<td align="center" valign="middle">71.0 (64.0&#x2013;76.0)</td>
<td align="center" valign="middle">71.0 (63.0&#x2013;76.0)</td>
<td align="center" valign="middle">71.0 (64.0&#x2013;76.0)</td>
<td align="center" valign="middle">69.0 (62.0&#x2013;75.0)</td>
<td align="center" valign="middle">71.0 (63.0&#x2013;76.0)</td>
<td align="center" valign="middle">71.0 (64.0&#x2013;76.0)</td>
<td align="center" valign="middle">71.0 (64.0&#x2013;76.0)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="8">
<bold>All-cause dementia</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">588 (1.6)</td>
<td align="center" valign="middle">265 (1.5)</td>
<td align="center" valign="middle">2,703 (1.5)</td>
<td align="center" valign="middle">51 (1.8)</td>
<td align="center" valign="middle">674 (1.5)</td>
<td align="center" valign="middle">3,267 (1.6)</td>
<td align="center" valign="middle">7,548 (1.6)</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">35,747 (98.4)</td>
<td align="center" valign="middle">17,348 (98.5)</td>
<td align="center" valign="middle">172,497 (98.5)</td>
<td align="center" valign="middle">2,738 (98.2)</td>
<td align="center" valign="middle">43,376 (98.5)</td>
<td align="center" valign="middle">208,171 (98.5)</td>
<td align="center" valign="middle">479,877 (98.5)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="8">
<bold>Alzheimer&#x2019;s disease</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">242 (0.7)</td>
<td align="center" valign="middle">118 (0.7)</td>
<td align="center" valign="middle">1,166 (0.7)</td>
<td align="center" valign="middle">11 (0.4)</td>
<td align="center" valign="middle">271 (0.6)</td>
<td align="center" valign="middle">1,341 (0.6)</td>
<td align="center" valign="middle">3,149 (0.7)</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">36,093 (99.3)</td>
<td align="center" valign="middle">17,495 (99.3)</td>
<td align="center" valign="middle">174,034 (99.3)</td>
<td align="center" valign="middle">2,778 (99.6)</td>
<td align="center" valign="middle">43,779 (99.4)</td>
<td align="center" valign="middle">210,097 (99.4)</td>
<td align="center" valign="middle">484,276 (99.4)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="2">
<bold>Vascular dementia</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">124 (0.3)</td>
<td align="center" valign="middle">52 (0.3)</td>
<td align="center" valign="middle">615 (0.4)</td>
<td align="center" valign="middle">10 (0.4)</td>
<td align="center" valign="middle">136 (0.3)</td>
<td align="center" valign="middle">723 (0.3)</td>
<td align="center" valign="middle">1,660 (0.3)</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">36,211 (99.7)</td>
<td align="center" valign="middle">17,561 (99.7)</td>
<td align="center" valign="middle">174,585 (99.7)</td>
<td align="center" valign="middle">2,779 (99.6)</td>
<td align="center" valign="middle">43,914 (99.7)</td>
<td align="center" valign="middle">210,715 (99.7)</td>
<td align="center" valign="middle">485,765 (99.7)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="8">
<bold>Other types of dementia</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">350 (1.0)</td>
<td align="center" valign="middle">158 (0.9)</td>
<td align="center" valign="middle">1,554 (0.9)</td>
<td align="center" valign="middle">38 (1.4)</td>
<td align="center" valign="middle">392 (0.9)</td>
<td align="center" valign="middle">1923 (0.9)</td>
<td align="center" valign="middle">4,415 (0.9)</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">35,985 (99.0)</td>
<td align="center" valign="middle">17,455 (99.1)</td>
<td align="center" valign="middle">173,646 (99.1)</td>
<td align="center" valign="middle">2,751 (98.6)</td>
<td align="center" valign="middle">43,658 (99.1)</td>
<td align="center" valign="middle">209,515 (99.1)</td>
<td align="center" valign="middle">483,010 (99.1)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="8">
<bold>Sex</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">19,666 (54.1)</td>
<td align="center" valign="middle">9,506 (54.0)</td>
<td align="center" valign="middle">95,427 (54.5)</td>
<td align="center" valign="middle">1,491 (53.5)</td>
<td align="center" valign="middle">23,878 (54.2)</td>
<td align="center" valign="middle">114,277 (54.1)</td>
<td align="center" valign="middle">264,245 (54.2)</td>
</tr>
<tr>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">16,669 (45.9)</td>
<td align="center" valign="middle">8,107 (46.0)</td>
<td align="center" valign="middle">79,773 (45.5)</td>
<td align="center" valign="middle">1,298 (46.5)</td>
<td align="center" valign="middle">20,172 (45.8)</td>
<td align="center" valign="middle">97,161 (46.0)</td>
<td align="center" valign="middle">223,180 (45.8)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="8">
<bold>Race</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">White</td>
<td align="center" valign="middle">35,196 (96.9)</td>
<td align="center" valign="middle">15,798 (89.7)</td>
<td align="center" valign="middle">168,522 (96.2)</td>
<td align="center" valign="middle">1828 (65.5)</td>
<td align="center" valign="middle">38,047 (86.4)</td>
<td align="center" valign="middle">199,997 (94.6)</td>
<td align="center" valign="middle">459,388 (94.3)</td>
</tr>
<tr>
<td align="left" valign="middle">Non-White</td>
<td align="center" valign="middle">1,139 (3.1)</td>
<td align="center" valign="middle">1815 (10.3)</td>
<td align="center" valign="middle">6,678 (3.8)</td>
<td align="center" valign="middle">961 (34.5)</td>
<td align="center" valign="middle">6,003 (13.6)</td>
<td align="center" valign="middle">11,441 (5.4)</td>
<td align="center" valign="middle">28,037 (5.8)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="8">
<bold>Number of APOE4</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">0</td>
<td align="center" valign="middle">27,637 (76.1)</td>
<td align="center" valign="middle">13,453 (76.4)</td>
<td align="center" valign="middle">132,870 (75.8)</td>
<td align="center" valign="middle">2,138 (76.7)</td>
<td align="center" valign="middle">33,449 (75.9)</td>
<td align="center" valign="middle">160,221 (75.8)</td>
<td align="center" valign="middle">369,768 (75.9)</td>
</tr>
<tr>
<td align="left" valign="middle">1</td>
<td align="center" valign="middle">8,000 (22.0)</td>
<td align="center" valign="middle">3,808 (21.6)</td>
<td align="center" valign="middle">38,831 (22.2)</td>
<td align="center" valign="middle">604 (21.7)</td>
<td align="center" valign="middle">9,691 (22.0)</td>
<td align="center" valign="middle">46,910 (22.2)</td>
<td align="center" valign="middle">107,844 (22.1)</td>
</tr>
<tr>
<td align="left" valign="middle">2</td>
<td align="center" valign="middle">698 (1.9)</td>
<td align="center" valign="middle">352 (2.0)</td>
<td align="center" valign="middle">3,499 (2.0)</td>
<td align="center" valign="middle">47 (1.7)</td>
<td align="center" valign="middle">910 (2.1)</td>
<td align="center" valign="middle">4,307 (2.0)</td>
<td align="center" valign="middle">9,813 (2.0)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="8">
<bold>Cardiovascular diseases</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">6,202 (17.1)</td>
<td align="center" valign="middle">2,854 (16.2)</td>
<td align="center" valign="middle">28,963 (16.5)</td>
<td align="center" valign="middle">495 (17.8)</td>
<td align="center" valign="middle">7,389 (16.8)</td>
<td align="center" valign="middle">34,487 (16.3)</td>
<td align="center" valign="middle">80,390 (16.5)</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">30,133 (82.9)</td>
<td align="center" valign="middle">14,759 (83.8)</td>
<td align="center" valign="middle">146,237 (83.5)</td>
<td align="center" valign="middle">2,294 (82.3)</td>
<td align="center" valign="middle">36,661 (83.2)</td>
<td align="center" valign="middle">176,951 (83.7)</td>
<td align="center" valign="middle">407,035 (83.5)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>APOE4, Apolipoprotein E &#x03B5;4 allele.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>The cumulative incidence of dementia in each ABO genotype by age, sex and APOE4 carrier status. APOE4, Apolipoprotein E &#x03B5;4 allele.</p>
</caption>
<graphic xlink:href="fneur-15-1391010-g001.tif"/>
</fig>
</sec>
<sec id="sec15">
<label>3.2</label>
<title>ABO genotypes and dementia</title>
<p>Before analyses were stratified by sex and APOE status, compared to people with OO genotype, those with BB genotype had increased risk of all-cause dementia (HR 1.36, 95% CI 1.03&#x2013;1.80) and other types of dementia (1.65, 1.20&#x2013;2.28) (<xref ref-type="table" rid="tab2">Table 2</xref>). Mediation analyses showed that 31.4% of the association between BB genotype and all-cause dementia was mediated by CVD (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>The hazard ratios and 95% confidence intervals (CI) between ABO genotypes and dementia.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Dementia</th>
<th align="center" valign="top" colspan="6">ABO genotypes</th>
</tr>
<tr>
<th align="center" valign="top">AA</th>
<th align="center" valign="top">AB</th>
<th align="center" valign="top">AO</th>
<th align="center" valign="top">BB</th>
<th align="center" valign="top">BO</th>
<th align="center" valign="top">OO</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" colspan="7">
<bold>All-cause dementia</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">Model 1</td>
<td align="center" valign="middle">1.04 (0.95, 1.14)</td>
<td align="center" valign="middle">1.03 (0.91, 1.16)</td>
<td align="center" valign="middle">0.99 (0.94, 1.05)</td>
<td align="center" valign="middle">
<bold>1.39 (1.05, 1.83)</bold>
<sup>&#x002A;&#x002A;</sup>
</td>
<td align="center" valign="middle">1.04 (0.96, 1.13)</td>
<td align="center" valign="middle">1.00 (ref)</td>
</tr>
<tr>
<td align="left" valign="middle">Model 2</td>
<td align="center" valign="middle">1.05 (0.96, 1.15)</td>
<td align="center" valign="middle">1.02 (0.90, 1.16)</td>
<td align="center" valign="middle">1.00 (0.95, 1.05)</td>
<td align="center" valign="middle">
<bold>1.37 (1.04, 1.81)</bold>
<sup>&#x002A;</sup>
</td>
<td align="center" valign="middle">1.03 (0.94, 1.12)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
<tr>
<td align="left" valign="middle">Model 3</td>
<td align="center" valign="middle">1.05 (0.96, 1.14)</td>
<td align="center" valign="middle">1.03 (0.91, 1.17)</td>
<td align="center" valign="middle">0.99 (0.94, 1.05)</td>
<td align="center" valign="middle">
<bold>1.36 (1.03, 1.80)</bold>
<sup>&#x002A;</sup>
</td>
<td align="center" valign="middle">1.02 (0.93, 1.10)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="7">
<bold>Alzheimer&#x2019;s disease</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">Model 1</td>
<td align="center" valign="middle">1.04 (0.91, 1.20)</td>
<td align="center" valign="middle">1.12 (0.92, 1.35)</td>
<td align="center" valign="middle">1.04 (0.97, 1.13)</td>
<td align="center" valign="middle">0.73 (0.40, 1.32)</td>
<td align="center" valign="middle">1.02 (0.90, 1.16)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
<tr>
<td align="left" valign="middle">Model 2</td>
<td align="center" valign="middle">1.05 (0.92, 1.21)</td>
<td align="center" valign="middle">1.12 (0.93, 1.35)</td>
<td align="center" valign="middle">1.05 (0.97, 1.14)</td>
<td align="center" valign="middle">0.75 (0.41, 1.36)</td>
<td align="center" valign="middle">1.01 (0.89, 1.16)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
<tr>
<td align="left" valign="middle">Model 3</td>
<td align="center" valign="middle">1.05 (0.92, 1.21)</td>
<td align="center" valign="middle">1.14 (0.94, 1.37)</td>
<td align="center" valign="middle">1.04 (0.97, 1.13)</td>
<td align="center" valign="middle">0.75 (0.42, 1.36)</td>
<td align="center" valign="middle">1.02 (0.89, 1.16)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="7">
<bold>Vascular dementia</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">Model 1</td>
<td align="center" valign="middle">0.99 (0.82, 1.20)</td>
<td align="center" valign="middle">0.91 (0.69, 1.21)</td>
<td align="center" valign="middle">1.02 (0.92, 1.14)</td>
<td align="center" valign="middle">1.24 (0.66, 2.31)</td>
<td align="center" valign="middle">0.95 (0.79, 1.14)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
<tr>
<td align="left" valign="middle">Model 2</td>
<td align="center" valign="middle">1.00 (0.82, 1.21)</td>
<td align="center" valign="middle">0.91 (0.69, 1.21)</td>
<td align="center" valign="middle">1.03 (0.92, 1.15)</td>
<td align="center" valign="middle">1.23 (0.66, 2.30)</td>
<td align="center" valign="middle">0.94 (0.79, 1.14)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
<tr>
<td align="left" valign="middle">Model 3</td>
<td align="center" valign="middle">1.00 (0.82, 1.21)</td>
<td align="center" valign="middle">0.93 (0.70, 1.23)</td>
<td align="center" valign="middle">1.02 (0.91, 1.13)</td>
<td align="center" valign="middle">1.19 (0.64, 2.22)</td>
<td align="center" valign="middle">0.93 (0.77, 1.11)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="7">
<bold>Other types of dementia</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">Model 1</td>
<td align="center" valign="middle">1.05 (0.94, 1.18)</td>
<td align="center" valign="middle">1.04 (0.88, 1.22)</td>
<td align="center" valign="middle">0.97 (0.91, 1.04)</td>
<td align="center" valign="middle">
<bold>1.76 (1.28, 2.43)</bold>
<sup>&#x002A;&#x002A;</sup>
</td>
<td align="center" valign="middle">1.03 (0.92, 1.14)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
<tr>
<td align="left" valign="middle">Model 2</td>
<td align="center" valign="middle">1.07 (0.95, 1.19)</td>
<td align="center" valign="middle">1.03 (0.88, 1.21)</td>
<td align="center" valign="middle">0.98 (0.92, 1.05)</td>
<td align="center" valign="middle">
<bold>1.66 (1.20, 2.30)</bold>
<sup>&#x002A;&#x002A;</sup>
</td>
<td align="center" valign="middle">1.00 (0.90, 1.12)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
<tr>
<td align="left" valign="middle">Model 3</td>
<td align="center" valign="middle">1.06 (0.95, 1.19)</td>
<td align="center" valign="middle">1.03 (0.88, 1.22)</td>
<td align="center" valign="middle">0.97 (0.91, 1.04)</td>
<td align="center" valign="middle">
<bold>1.65 (1.20, 2.28)</bold>
<sup>&#x002A;&#x002A;</sup>
</td>
<td align="center" valign="middle">0.99 (0.89, 1.10)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Model 1: Unadjusted. Model 2: Adjusted for sex (male, female), ethnicity (white, non-white), and APOE status (no APOE4, one APOE4, two APOE4). Model 3: Model 2&#x2009;+&#x2009;income level (less than 18,000&#x00A3;, 18,000 to 30,999&#x00A3;, 31,000 to 51,999&#x00A3;, Greater than 52,000&#x00A3;), years of education (&#x003C;=10&#x2009;years, 11&#x2013;12&#x2009;years, &#x003E;12&#x2009;years), and cardiovascular diseases including coronary heart disease, stroke, and heart failure (yes, no). <sup>&#x002A;</sup><italic>p</italic>&#x2009;&#x003C;&#x2009;0.05, <sup>&#x002A;&#x002A;</sup> <italic>P</italic>&#x2009;&#x003C;&#x2009;0.01.</p>
</table-wrap-foot>
</table-wrap>
<p>After the analyses were stratified by sex, no significant association was observed between ABO genotypes and dementia in females. However, in males, BB genotype was linked to elevated risk of all-cause dementia (1.44, 1.02&#x2013;2.09) and other types of dementia (1.95, 1.30&#x2013;2.93). Also, in males, AB genotype was associated with increased risk of Alzheimer&#x2019;s disease, with HRs (95%CI) of 1.34 (1.04, 1.72) (<xref ref-type="table" rid="tab3">Table 3</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>The hazard ratios and 95% confidence intervals (CI) between ABO genotypes and dementia stratified by sex <sup>a</sup>.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Sex</th>
<th align="center" valign="top">ABO genotypes</th>
<th align="center" valign="top">All-cause dementia</th>
<th align="center" valign="top">Alzheimer&#x2019;s disease</th>
<th align="center" valign="top">Vascular dementia</th>
<th align="center" valign="top">Other types of dementia</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" colspan="6">Female</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AA</td>
<td align="center" valign="middle">0.97 (0.85, 1.11)</td>
<td align="center" valign="middle">0.91 (0.75, 1.12)</td>
<td align="center" valign="middle">0.92 (0.68, 1.25)</td>
<td align="center" valign="middle">1.00 (0.85, 1.19)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AB</td>
<td align="center" valign="middle">0.96 (0.79, 1.15)</td>
<td align="center" valign="middle">0.96 (0.72, 1.27)</td>
<td align="center" valign="middle">0.97 (0.63, 1.48)</td>
<td align="center" valign="middle">0.92 (0.71, 1.18)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AO</td>
<td align="center" valign="middle">0.97 (0.90, 1.05)</td>
<td align="center" valign="middle">1.05 (0.94, 1.17)</td>
<td align="center" valign="middle">0.91 (0.77, 1.08)</td>
<td align="center" valign="middle">0.94 (0.86, 1.04)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BB</td>
<td align="center" valign="middle">1.26 (0.83, 1.93)</td>
<td align="center" valign="middle">0.94 (0.44, 1.97)</td>
<td align="center" valign="middle">1.18 (0.44, 3.17)</td>
<td align="center" valign="middle">1.30 (0.77, 2.21)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BO</td>
<td align="center" valign="middle">1.04 (0.92, 1.17)</td>
<td align="center" valign="middle">1.00 (0.83, 1.20)</td>
<td align="center" valign="middle">0.98 (0.75, 1.30)</td>
<td align="center" valign="middle">0.98 (0.84, 1.15)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">OO</td>
<td align="center" valign="middle">1.00(ref)</td>
<td align="center" valign="middle">1.00(ref)</td>
<td align="center" valign="middle">1.00(ref)</td>
<td align="center" valign="middle">1.00(ref)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="6">Male</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AA</td>
<td align="center" valign="middle">1.11 (0.99, 1.25)</td>
<td align="center" valign="middle">1.20 (1.00, 1.45)</td>
<td align="center" valign="middle">1.05 (0.82, 1.35)</td>
<td align="center" valign="middle">1.12 (0.96, 1.31)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AB</td>
<td align="center" valign="middle">1.10 (0.93, 1.30)</td>
<td align="center" valign="middle">
<bold>1.34 (1.04, 1.72)</bold>
<sup>&#x002A;&#x002A;</sup>
</td>
<td align="center" valign="middle">0.90 (0.62, 1.31)</td>
<td align="center" valign="middle">1.14 (0.92, 1.41)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AO</td>
<td align="center" valign="middle">1.01 (0.94, 1.09)</td>
<td align="center" valign="middle">1.04 (0.93, 1.17)</td>
<td align="center" valign="middle">1.09 (0.95, 1.26)</td>
<td align="center" valign="middle">1.00 (0.91, 1.10)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BB</td>
<td align="center" valign="middle">
<bold>1.44 (1.02, 2.09)</bold>
<sup>&#x002A;</sup>
</td>
<td align="center" valign="middle">0.56 (0.21, 1.49)</td>
<td align="center" valign="middle">1.20 (0.53, 2.69)</td>
<td align="center" valign="middle">
<bold>1.95 (1.30, 2.93)</bold>
<sup>&#x002A;&#x002A;</sup>
</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BO</td>
<td align="center" valign="middle">0.99 (0.88, 1.12)</td>
<td align="center" valign="middle">1.03 (0.85, 1.25)</td>
<td align="center" valign="middle">0.88 (0.69, 1.13)</td>
<td align="center" valign="middle">1.00 (0.86, 1.16)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">OO</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>a</sup> HRs were adjusted for ethnicity, APOE status, income, education and cardiovascular diseases (including coronary heart disease, stroke, and heart failure). <sup>&#x002A;</sup><italic>p</italic>&#x2009;&#x003C;&#x2009;0.05, <sup>&#x002A;&#x002A;</sup><italic>p</italic>&#x2009;&#x003C;&#x2009;0.01.</p>
</table-wrap-foot>
</table-wrap>
<p>After the analyses were further stratified by APOE e4 carrier status, in males with no APOE e4, BB genotype was linked to increased risk of all-cause dementia (1.59, 1.03&#x2013;2.46) and other types of dementia (2.03, 1.25&#x2013;3.31). In males with one APOE e4 allele, AA genotype was associated with elevated risk of all-cause dementia (1.27, 1.04&#x2013;1.55), AD (1.45, 1.09&#x2013;1.94) and other types of dementia (1.40, 1.08&#x2013;1.81). Also, AB (1.75, 1.19&#x2013;2.58) genotypes was linked to elevated risk of AD in males with one APOE e4. In males with two APOE e4 alleles, BB genotype showed even stronger association with all-cause dementia (4.29, 1.57&#x2013;11.72) and other types of dementia (5.49, 1.70&#x2013;17.59) (<xref ref-type="table" rid="tab4">Table 4</xref>).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>The hazard ratios and 95% confidence intervals (CI) between ABO genotypes and dementia stratified by sex and APOE4<sup>a</sup>.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Sex</th>
<th align="center" valign="top">APOE status</th>
<th align="center" valign="top">ABO genotypes</th>
<th align="center" valign="top">All-cause dementia</th>
<th align="center" valign="top">Alzheimer&#x2019;s disease</th>
<th align="center" valign="top">Vascular dementia</th>
<th align="center" valign="top">Other types of dementia</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="21">Female</td>
<td align="left" valign="middle" colspan="6">No APOE e4</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AA</td>
<td align="center" valign="middle">0.95 (0.80, 1.14)</td>
<td align="center" valign="middle">0.96 (0.72, 1.29)</td>
<td align="center" valign="middle">0.93 (0.63, 1.38)</td>
<td align="center" valign="middle">0.92 (0.73, 1.16)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AB</td>
<td align="center" valign="middle">1.07 (0.83, 1.37)</td>
<td align="center" valign="middle">1.08 (0.72, 1.62)</td>
<td align="center" valign="middle">1.13 (0.67, 1.91)</td>
<td align="center" valign="middle">1.00 (0.73, 1.37)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AO</td>
<td align="center" valign="middle">0.93 (0.84, 1.03)</td>
<td align="center" valign="middle">1.02 (0.87, 1.21)</td>
<td align="center" valign="middle">0.88 (0.70, 1.11)</td>
<td align="center" valign="middle">0.92 (0.80, 1.04)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BB</td>
<td align="center" valign="middle">1.18 (0.65, 2.14)</td>
<td align="center" valign="middle">0.88 (0.28, 2.76)</td>
<td align="center" valign="middle">1.70 (0.54, 5.34)</td>
<td align="center" valign="middle">0.96 (0.43, 2.16)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BO</td>
<td align="center" valign="middle">1.07 (0.90, 1.26)</td>
<td align="center" valign="middle">1.22 (0.95, 1.58)</td>
<td align="center" valign="middle">0.85 (0.57, 1.27)</td>
<td align="center" valign="middle">0.97 (0.78, 1.20)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">OO</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="6">One APOE e4</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AA</td>
<td align="center" valign="middle">0.98 (0.79, 1.22)</td>
<td align="center" valign="middle">0.92 (0.67, 1.26)</td>
<td align="center" valign="middle">0.81 (0.47, 1.39)</td>
<td align="center" valign="middle">1.05 (0.79, 1.40)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AB</td>
<td align="center" valign="middle">0.87 (0.63, 1.20)</td>
<td align="center" valign="middle">1.01 (0.66, 1.55)</td>
<td align="center" valign="middle">0.89 (0.44, 1.83)</td>
<td align="center" valign="middle">0.83 (0.53, 1.29)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AO</td>
<td align="center" valign="middle">1.04 (0.92, 1.17)</td>
<td align="center" valign="middle">1.09 (0.93, 1.29)</td>
<td align="center" valign="middle">0.89 (0.67, 1.18)</td>
<td align="center" valign="middle">1.00 (0.85, 1.18)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BB</td>
<td align="center" valign="middle">1.47 (0.78, 2.74)</td>
<td align="center" valign="middle">0.90 (0.29, 2.81)</td>
<td align="center" valign="middle">0.71 (0.10, 5.05)</td>
<td align="center" valign="middle">
<bold>2.09 (1.04, 4.23)&#x002A;</bold>
</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BO</td>
<td align="center" valign="middle">1.08 (0.89, 1.31)</td>
<td align="center" valign="middle">0.91 (0.67, 1.22)</td>
<td align="center" valign="middle">1.09 (0.71, 1.67)</td>
<td align="center" valign="middle">1.09 (0.84, 1.41)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">OO</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
<tr>
<td align="center" valign="middle" colspan="6">Two APOE e4</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AA</td>
<td align="center" valign="middle">1.02 (0.65, 1.59)</td>
<td align="center" valign="middle">0.70 (0.37, 1.35)</td>
<td align="center" valign="middle">1.43 (0.49, 4.19)</td>
<td align="center" valign="middle">1.48 (0.85, 2.58)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AB</td>
<td align="center" valign="middle">0.63 (0.31, 1.29)</td>
<td align="center" valign="middle">0.37 (0.12, 1.17)</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">0.68 (0.25, 1.87)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AO</td>
<td align="center" valign="middle">0.95 (0.75, 1.20)</td>
<td align="center" valign="middle">0.97 (0.72, 1.30)</td>
<td align="center" valign="middle">1.29 (0.71, 2.32)</td>
<td align="center" valign="middle">0.91 (0.65, 1.28)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BB</td>
<td align="center" valign="middle">0.94 (0.13, 6.86)</td>
<td align="center" valign="middle">1.39 (0.19, 10.21)</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BO</td>
<td align="center" valign="middle">0.81 (0.54, 1.22)</td>
<td align="center" valign="middle">0.64 (0.37, 1.13)</td>
<td align="center" valign="middle">1.52 (0.65, 3.60)</td>
<td align="center" valign="middle">0.66 (0.35, 1.25)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">OO</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="21">Male</td>
<td align="left" valign="middle" colspan="6">No APOE e4</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AA</td>
<td align="center" valign="middle">1.08 (0.93, 1.27)</td>
<td align="center" valign="middle">1.17 (0.90, 1.52)</td>
<td align="center" valign="middle">1.05 (0.76, 1.45)</td>
<td align="center" valign="middle">1.00 (0.81, 1.23)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AB</td>
<td align="center" valign="middle">1.16 (0.94, 1.43)</td>
<td align="center" valign="middle">1.27 (0.89, 1.81)</td>
<td align="center" valign="middle">0.98 (0.61, 1.56)</td>
<td align="center" valign="middle">1.23 (0.95, 1.61)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AO</td>
<td align="center" valign="middle">1.04 (0.95, 1.14)</td>
<td align="center" valign="middle">1.04 (0.89, 1.22)</td>
<td align="center" valign="middle">1.16 (0.97, 1.39)</td>
<td align="center" valign="middle">0.99 (0.88, 1.11)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BB</td>
<td align="center" valign="middle">
<bold>1.59 (1.03, 2.46)&#x002A;</bold>
</td>
<td align="center" valign="middle">0.49 (0.12, 1.97)</td>
<td align="center" valign="middle">1.15 (0.42, 3.10)</td>
<td align="center" valign="middle">
<bold>2.03 (1.25, 3.31)&#x002A;&#x002A;</bold>
</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BO</td>
<td align="center" valign="middle">0.93 (0.80, 1.09)</td>
<td align="center" valign="middle">0.96 (0.73, 1.26)</td>
<td align="center" valign="middle">0.91 (0.66, 1.25)</td>
<td align="center" valign="middle">0.90 (0.73, 1.10)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">OO</td>
<td align="center" valign="middle">1.00(ref)</td>
<td align="center" valign="middle">1.00(ref)</td>
<td align="center" valign="middle">1.00(ref)</td>
<td align="center" valign="middle">1.00(ref)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="6">One APOE e4</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AA</td>
<td align="center" valign="middle">
<bold>1.27 (1.04, 1.55)&#x002A;</bold>
</td>
<td align="center" valign="middle">
<bold>1.45 (1.09, 1.94)&#x002A;</bold>
</td>
<td align="center" valign="middle">1.27 (0.85, 1.89)</td>
<td align="center" valign="middle">
<bold>1.40 (1.08, 1.81)&#x002A;&#x002A;</bold>
</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AB</td>
<td align="center" valign="middle">1.21 (0.90, 1.63)</td>
<td align="center" valign="middle">
<bold>1.75 (1.19, 2.58)&#x002A;&#x002A;</bold>
</td>
<td align="center" valign="middle">0.94 (0.48, 1.86)</td>
<td align="center" valign="middle">1.18 (0.80, 1.75)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AO</td>
<td align="center" valign="middle">1.06 (0.93, 1.20)</td>
<td align="center" valign="middle">1.16 (0.96, 1.41)</td>
<td align="center" valign="middle">1.08 (0.84, 1.40)</td>
<td align="center" valign="middle">1.06 (0.90, 1.26)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BB</td>
<td align="center" valign="middle">0.69 (0.26, 1.84)</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">0.77 (0.11, 5.51)</td>
<td align="center" valign="middle">1.18 (0.44, 3.17)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BO</td>
<td align="center" valign="middle">1.08 (0.88, 1.32)</td>
<td align="center" valign="middle">1.14 (0.84, 1.55)</td>
<td align="center" valign="middle">0.88 (0.56, 1.37)</td>
<td align="center" valign="middle">1.09 (0.84, 1.43)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">OO</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="6">Two APOE e4</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AA</td>
<td align="center" valign="middle">0.78 (0.50, 1.22)</td>
<td align="center" valign="middle">0.7 (0.36, 1.34)</td>
<td align="center" valign="middle">0.29 (0.07, 1.21)</td>
<td align="center" valign="middle">0.95 (0.54, 1.67)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AB</td>
<td align="center" valign="middle">0.38 (0.16, 0.92)&#x002A;</td>
<td align="center" valign="middle">0.61 (0.22, 1.66)</td>
<td align="center" valign="middle">0.31 (0.04, 2.27)</td>
<td align="center" valign="middle">0.28 (0.07, 1.15)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">AO</td>
<td align="center" valign="middle">0.73 (0.57, 0.94)&#x002A;</td>
<td align="center" valign="middle">0.75 (0.53, 1.06)</td>
<td align="center" valign="middle">0.76 (0.47, 1.25)</td>
<td align="center" valign="middle">0.91 (0.66, 1.26)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BB</td>
<td align="center" valign="middle">
<bold>4.29 (1.57, 11.72)&#x002A;&#x002A;</bold>
</td>
<td align="center" valign="middle">3.47 (0.83, 14.54)</td>
<td align="center" valign="middle">3.47 (0.46, 26.44)</td>
<td align="center" valign="middle">
<bold>5.49 (1.70, 17.69)&#x002A;&#x002A;</bold>
</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">BO</td>
<td align="center" valign="middle">1.11 (0.77, 1.61)</td>
<td align="center" valign="middle">1.09 (0.65, 1.84)</td>
<td align="center" valign="middle">0.79 (0.33, 1.86)</td>
<td align="center" valign="middle">1.39 (0.88, 2.19)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">OO</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
<td align="center" valign="top">1.00 (ref)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>a</sup> HRs were adjusted for ethnicity, income, education, and cardiovascular diseases. &#x002A; <italic>P</italic>&#x2009;&#x003C;&#x2009;0.05, &#x002A;&#x002A; <italic>P</italic>&#x2009;&#x003C;&#x2009;0.01.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec16">
<label>3.3</label>
<title>ABO genotypes and neuroimaging markers of brain health</title>
<p>AA genotype was associated with reduced total grey matter volume (<italic>&#x03B2;</italic>: &#x2212;2397.83, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01), and AB was related to higher total white matter hyperintensities (&#x03B2;: 0.06, <italic>p</italic>&#x2009;=&#x2009;0.03) (<xref ref-type="table" rid="tab5">Table 5</xref>). After the analyses were stratified by sex and APOE status (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>), AA genotype was associated with reduced gray matter volume in women (<italic>&#x03B2;</italic>: &#x2212;7398.10, p&#x2009;&#x003C;&#x2009;0.01) and men (<italic>&#x03B2;</italic>: &#x2212;10567.07, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) with one APOE e4 allele. It was also found that AA genotype was associated with severe white matter hyperintensities in men carrying one APOE e4 allele (&#x03B2;:0.14, <italic>p</italic>&#x2009;=&#x2009;0.02). However, in APOE e4 homozygotes of either sex, the AA genotype associated with higher total gray matter volume, indicating an effect modification from APOE status.</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Associations between ABO genotypes and total grey matter, total white matter hyperintensity volume and total hippocampal (mm<sup>3</sup>).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">ABO genotypes</th>
<th align="center" valign="top" colspan="2">Total grey matter</th>
<th align="center" valign="top" colspan="2">Total white matter hyperintensities</th>
<th align="center" valign="top" colspan="2">Total hippocampal</th>
</tr>
<tr>
<th align="center" valign="top">
<italic>&#x03B2;</italic>
</th>
<th align="center" valign="top">
<italic>P</italic>
</th>
<th align="center" valign="top">
<italic>&#x03B2;</italic>
</th>
<th align="center" valign="top">
<italic>P</italic>
</th>
<th align="center" valign="top">
<italic>&#x03B2;</italic>
</th>
<th align="center" valign="top">
<italic>P</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">AA</td>
<td align="center" valign="middle">&#x2212;2397.83</td>
<td align="center" valign="middle">
<bold>0.01</bold>
</td>
<td align="center" valign="middle">0.03</td>
<td align="center" valign="middle">0.13</td>
<td align="center" valign="middle">&#x2212;11.27</td>
<td align="center" valign="middle">0.45</td>
</tr>
<tr>
<td align="left" valign="middle">AB</td>
<td align="center" valign="middle">&#x2212;2117.26</td>
<td align="center" valign="middle">0.09</td>
<td align="center" valign="middle">0.06</td>
<td align="center" valign="middle">
<bold>0.03</bold>
</td>
<td align="center" valign="middle">&#x2212;1.63</td>
<td align="center" valign="middle">0.94</td>
</tr>
<tr>
<td align="left" valign="middle">AO</td>
<td align="center" valign="middle">208.59</td>
<td align="center" valign="middle">0.68</td>
<td align="center" valign="middle">&#x2212;0.02</td>
<td align="center" valign="middle">0.05</td>
<td align="center" valign="middle">7.40</td>
<td align="center" valign="middle">0.38</td>
</tr>
<tr>
<td align="left" valign="middle">BB</td>
<td align="center" valign="middle">770.94</td>
<td align="center" valign="middle">0.82</td>
<td align="center" valign="middle">0.07</td>
<td align="center" valign="middle">0.37</td>
<td align="center" valign="middle">36.79</td>
<td align="center" valign="middle">0.52</td>
</tr>
<tr>
<td align="left" valign="middle">BO</td>
<td align="center" valign="middle">725.15</td>
<td align="center" valign="middle">0.38</td>
<td align="center" valign="middle">&#x2212;0.02</td>
<td align="center" valign="middle">0.22</td>
<td align="center" valign="middle">3.21</td>
<td align="center" valign="middle">0.82</td>
</tr>
<tr>
<td align="left" valign="middle">OO</td>
<td align="center" valign="middle">Ref</td>
<td/>
<td align="center" valign="middle">Ref</td>
<td/>
<td align="center" valign="middle">Ref</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>All volume measures have been deconfounded for age and age^2 at the imaging visit, a scaling factor for head size and imaging site. White matter hyperintensity volume was log-transformed due to a skew distribution. <italic>&#x03B2;</italic>&#x2009;=&#x2009;unstandardized betas coefficients. The bold values indicated significant <italic>p</italic> values.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec17">
<label>4</label>
<title>Discussion</title>
<sec id="sec18">
<label>4.1</label>
<title>Summary of findings</title>
<p>In this large prospective cohort study, we found that BB blood genotype was associated with increased risk of all-cause dementia and other types of dementia. Also, sex and APOE carrier status modified the association between ABO genotypes and dementia. In addition, AA genotype was associated with reduced grey matter volume and AB genotype was related with higher white matter hyperintensities volume.</p>
</sec>
<sec id="sec19">
<label>4.2</label>
<title>Comparison with other studies</title>
<p>There were few studies on the relationship between ABO genotypes and cognitive impairment, and the findings were inconsistent (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref14">14</xref>). In elderly patients undergoing unilateral total hip arthroplasty surgery, Li et al. found that elderly patients with type A blood had higher risk of developing postoperative cognitive dysfunction than those with type O blood (21.4% vs. 10.7%, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) (<xref ref-type="bibr" rid="ref32">32</xref>). In a nested case&#x2013;control study involving of 495 cases with cognitive impairment and 587 controls, Alexander et al. found that those with blood group AB had an increased risk of cognitive impairment (odds ratio (OR) 1.82, 95%CI 1.15&#x2013;2.90), with age, race, region, and sex being adjusted. After hemostatic factor was further adjusted, the OR for group AB was attenuated to 1.42 (0.78, 2.61) (<xref ref-type="bibr" rid="ref14">14</xref>). A Scandinavian Record-Linkage Study including blood donors from Sweden and Denmark observed a decreased risk of all-cause dementia (rate ratio (RR) 0.95, 95%CI 0.90&#x2013;0.99) in people with blood group A, compared to those with blood group O (<xref ref-type="bibr" rid="ref13">13</xref>). Nevertheless, this study defined ABO blood group using blood types (four phenotypes) rather than genotypes (six genotypes) and the association between genotypes (e.g., AO and AA) and dementia cannot be examined (<xref ref-type="bibr" rid="ref13">13</xref>). The inconsistent findings between previous studies might be explained by low statistical power due to limited sample size, unrepresentative samples like blood donors, variations in blood-group system measurement, and residual confounders unadjusted, such as APOE e4. Also, previous studies have not further analyzed the interaction between APOE allele status and gender in the relationship between blood type and dementia. It is possible that individuals with certain genotypes may have a higher risk of dementia.</p>
<p>In our study, adopting ABO genotypes, BB genotype was suggested to be associated with an increased risk of all-cause dementia and other types of dementia, especially in males. Also, sex was a potential effect modifier in the association between AA and AB genotypes and AD, i.e., in males, AA (a boundary significance) and AB genotype were linked to increased risk of AD. These findings were also supported by the association of AA and AB genotypes with MRI-based brain volumes which showed that AA was related to decreased volume of total grey matter and AB was possibly linked to increased total white matter hyperintensities, a neuroimaging indicator of dementia (<xref ref-type="bibr" rid="ref15">15</xref>). WMH may elevate dementia risk by impairing cortex-subcortical nuclei connections (<xref ref-type="bibr" rid="ref15">15</xref>). Studies suggest WMH are linked to slower information processing and executive dysfunction due to myelin or axonal loss (<xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref33">33</xref>). Additionally, WMH could hinder extravascular protein drainage and lead to amyloid-&#x03B2; accumulation (<xref ref-type="bibr" rid="ref34">34</xref>). The stable associations with other types of dementia indicated that ABO genotypes (especially BB) may play a role in ageing-related neurodegenerative disorders besides of AD and VD. Further experimental or clinical studies are needed to elucidate the association between ABO genotypes and degenerative neurological disorders and the underlying pathogenic mechanisms. An intriguing finding was that in males with two APOE e4 alleles, AB and AO genotypes were linked to lower risk of all-cause dementia. The mechanisms of interactions between AB, AO genotypes and APOE genotype warrant a further investigation.</p>
</sec>
<sec id="sec20">
<label>4.3</label>
<title>Potential mechanisms</title>
<p>Although the underlying mechanism of relationship between ABO genotypes and dementia remains to be further elucidated, the possible etiologies may involve both neurodegenerative and vascular pathways. Evidence has suggested that BB genotype individuals had lower expression levels of the GDNF family receptor alpha-3 protein (<xref ref-type="bibr" rid="ref9">9</xref>), which was associated with axon regeneration and improved treatments in neurodegenerative diseases (<xref ref-type="bibr" rid="ref35">35</xref>). In addition, a single SNP at the ABO locus was highly correlated with sICAM-1 concentration, suggesting that histo-blood group antigens may affect neuroinflammatory adhesion processes. On the other hand, numerous studies showed that non-O blood type individuals had an increased risk of CVD and thrombosis through its effects on hemostatic factors, such as FVIII/vWF (<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref10">10</xref>). The &#x201C;heart-to-brain&#x201D; connection explains that cardiovascular injuries lead to cerebral hypoperfusion (<xref ref-type="bibr" rid="ref36">36</xref>), which contributes to the formation of tau-containing neurofibrillary tangles and amyloid &#x03B2; (A&#x03B2;) plaques (<xref ref-type="bibr" rid="ref37">37</xref>). In our analyses, the size of the association between ABO genotypes (e.g., BB genotype) and dementia risk was attenuated slightly after the further adjustment of CVD. Mediation analyses also showed that the mediating effect of CVD in the association between BB genotype and dementia was around 30%. This indicated that there was direct effect between ABO genotypes and dementia risk. More mechanistic studies are needed to further elucidate the potential pathways through which blood genotypes play a role in dementia.</p>
</sec>
<sec id="sec21">
<label>4.4</label>
<title>Strengths and limitations</title>
<p>To the best of our knowledge, this might be the first study to evaluate the association between ABO genotypes and all-cause and cause specific dementia and to examine their relationships with neuroimaging markers of brain health. The large sample size also enabled us to stratify analyses by sex and APOE e4 carrier status. Also, dementia was ascertained from primary care, hospital admissions and mortality data records, avoiding bias from self-reported data. Dementia outcomes have been validated in previous studies. One study demonstrating positive predictive value (PPV) for all-cause dementia were 80&#x2013;87% (<xref ref-type="bibr" rid="ref38">38</xref>). We also acknowledged several limitations of our study. First, we did not investigate Rh-status and FUT2, which may determine the secretor status of ABO (<xref ref-type="bibr" rid="ref39">39</xref>). Second, incident dementia was not always well captured through hospital inpatient records and death registries. Some mildly cognitive impairment people may not go to the hospital, resulting that dementia cases were likely to be underreported. Third, the sample size of the BB genotype in our main analysis was relatively small compared with the OO genotype. Nevertheless, the distribution of ABO blood group in European was in line with previous studies (<xref ref-type="bibr" rid="ref40">40</xref>). In addition, there might be some residual confounders unmeasured or unknown variables that drive the relationship between ABO genotypes and dementia. Last, the majority of participants in our study were of European descent, the generalization of our results to other populations should be interpreted with caution.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec22">
<label>5</label>
<title>Conclusion</title>
<p>BB blood genotype was associated with increased risk of all-cause dementia and other types of dementia. The associations between ABO genotypes and dementia were moderated by sex and APOE status. AA genotype might be related to raised risk of Alzheimer&#x2019;s disease in males with one APOE e4 allele.</p>
<p>Our findings contribute to the growing body of evidence suggesting that genetics play a role in the risk of developing dementia. The study indicates that certain ABO genotypes, especially BB in males and specific APOE e4 statuses, link to higher dementia risks. This insight could lead to personalized early detection and prevention in high-risk individuals based on their genetic profiles. Integrating ABO and APOE genetic testing into public health screenings might help identify those at increased dementia risk, especially in populations with prevalent risk-associated genotypes.</p>
</sec>
<sec sec-type="data-availability" id="sec23">
<title>Data availability statement</title>
<p>Publicly available datasets were analyzed in this study. This data can be found at: <ext-link xlink:href="https://www.ukbiobank.ac.uk/" ext-link-type="uri">https://www.ukbiobank.ac.uk/</ext-link>.</p>
</sec>
<sec sec-type="ethics-statement" id="sec25">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the UK National Health Service&#x2019;s National Research Ethics Service (ref 11/NW/0382). The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec24">
<title>Author contributions</title>
<p>ML: Conceptualization, Formal analysis, Methodology, Writing &#x2013; original draft. RY: Writing &#x2013; review &#x0026; editing. XW: Writing &#x2013; review &#x0026; editing. YZ: Writing &#x2013; review &#x0026; editing. QS: Writing &#x2013; review &#x0026; editing. WQ: Data curation, Writing &#x2013; review &#x0026; editing. CF: Writing &#x2013; review &#x0026; editing. SM: Writing &#x2013; review &#x0026; editing. NS: Writing &#x2013; review &#x0026; editing. SV: Writing &#x2013; review &#x0026; editing. DZ: Conceptualization, Methodology, Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec26">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was supported by the National Natural Science Foundation of China (82273702), the National Key Research and Development Program of China (2022YFC2703804), the Science Fund Program for Excellent Young Scholars of Shandong Provence (Overseas) (2022HWYQ-030), Taishan Scholars Project Special Fund (No. tsqnz20221103), and the Qilu Young Scholar (Tier-1) program (202099000066).</p>
</sec>
<ack>
<p>This research has been conducted using the UK Biobank Resource under Application Number 68369, and we are grateful to UK Biobank participants.</p>
</ack>
<sec sec-type="COI-statement" id="sec27">
<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="sec28">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec29">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fneur.2024.1391010/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fneur.2024.1391010/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.DOCX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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