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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Physiol.</journal-id>
<journal-title>Frontiers in Physiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Physiol.</abbrev-journal-title>
<issn pub-type="epub">1664-042X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fphys.2021.775803</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Homocysteine, Folic Acid, Cyanocobalamin, and Frailty in Older People: Findings From the &#x201C;Invece. Ab&#x201D; Study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Guaita</surname>
<given-names>Antonio</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/648043/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Brunelli</surname>
<given-names>Laura</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Davin</surname>
<given-names>Annalisa</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Poloni</surname>
<given-names>Tino Emanuele</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1200374/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Vaccaro</surname>
<given-names>Roberta</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gagliardi</surname>
<given-names>Stella</given-names>
</name>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/228170/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pansarasa</surname>
<given-names>Orietta</given-names>
</name>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/207039/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cereda</surname>
<given-names>Cristina</given-names>
</name>
<xref rid="aff4" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff1" ref-type="aff"><sup>4</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/175122/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Epidemiological and Neuropathological Laboratories, Golgi Cenci Foundation, Abbiategrasso</institution>, <addr-line>
</addr-line>
<country>Italy</country>
</aff>
<aff id="aff2"><sup>2</sup><institution>Department of Environmental Health Sciences, Istituto di Ricerche Farmacologiche Mario Negri IRCCS</institution>, <addr-line>Milan</addr-line>, <country>Italy</country>
</aff>
<aff id="aff3"><sup>3</sup><institution>Genomic and Post-Genomic Unit, IRCCS Mondino Foundation</institution>, <addr-line>Pavia</addr-line>, <country>Italy</country>
</aff>
<aff id="aff4"><sup>4</sup><institution>Department of Woman, Mother and Newborn, ASST Fatebenefratelli Sacco, &#x201C;V. Buzzi&#x201D; Children Hospital</institution>, <addr-line>Milan</addr-line>, <country>Italy</country>
</aff>
<author-notes>
<fn id="fn2" fn-type="edited-by">
<p>Edited by: Geoffrey A Head, Baker Heart and Diabetes Institute, Australia</p>
</fn>
<fn id="fn3" fn-type="edited-by">
<p>Reviewed by: Gautham Yepuri, Langone Medical Center, New York University, United States; Ravi Kumar Alluri, Clevel and Clinic, United States</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Antonio Guaita, <email>a.guaita@golgicenci.it</email>
</corresp>
<fn id="fn4" fn-type="other">
<p>This article was submitted to Integrative Physiology, a section of the journal Frontiers in Physiology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>12</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>775803</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>11</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Guaita, Brunelli, Davin, Poloni, Vaccaro, Gagliardi, Pansarasa and Cereda.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Guaita, Brunelli, Davin, Poloni, Vaccaro, Gagliardi, Pansarasa and Cereda</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>
<p>Frailty is an important age-related syndrome associated with several adverse health outcomes. Its biological basis is undefined. Raised plasma homocysteine (HOcy) is an established risk factor for cardiovascular disease, dementia, cognitive impairment, and mortality, but little is known about the possible role of plasma HOcy, cyanocobalamin (B12), and folate (FO levels in the development of frailty. Our first aim was to explore the possible association between frailty and plasma concentrations of HOcy, FO, and B12 in a cohort of community-dwelling older people. The second was to assess the influence of these metabolic factors on six-year incidence of frailty in the 875 individuals eligible for inclusion in this study (those with a full follow-up dataset). This research is based on data from three waves &#x2013; 2012 (herein taken as baseline), 2014, and 2018 &#x2013; of a longitudinal study (InveCe.Ab) in which non-frail men and women born between 1935 and 1939 underwent multidimensional assessments. Frailty was estimated using a deficit accumulation-based frailty index (FI). HOcy concentration was significantly positively correlated with FI at all timepoints, while B12 and FO levels were not. Plasma concentration of HOcy emerged as a predictor of six-year cumulative incidence of frailty, independent of age, sex, and education, while B12 and FO levels showed no relationship with frailty incidence. Individuals with plasma HOcy in the top quintile showed five months less frailty-free survival (HR 1.487; 95% CI: 1.063&#x2013;2.078), regardless of age, sex, and education. These results demonstrate that higher HOcy is a risk factor for frailty onset in older adults.</p>
</abstract>
<kwd-group>
<kwd>homocysteine</kwd>
<kwd>frailty</kwd>
<kwd>older people</kwd>
<kwd>cyanocobalamin</kwd>
<kwd>folic acid</kwd>
<kwd>longitudinal study</kwd>
</kwd-group>
<contract-sponsor id="cn1">Fondazione CARIPLO<named-content content-type="fundref-id">10.13039/501100002803</named-content>
</contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="7"/>
<equation-count count="0"/>
<ref-count count="51"/>
<page-count count="11"/>
<word-count count="8001"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>Frailty is a complex geriatric syndrome associated, with biological vulnerability to stressors and decreased physiological reserve (<xref ref-type="bibr" rid="ref11">Clegg et al., 2013</xref>). Among the possible factors influencing the onset of frailty, a biological action of homocysteine (HOcy) is plausible. (<xref ref-type="bibr" rid="ref33">Ostrakhovitch and Tabibzadeh, 2019</xref>). Although frailty shares a common pathophysiological mechanism with aging, it is not necessarily related to the aging process and not every individual will experience frailty with aging (<xref ref-type="bibr" rid="ref45">Topinkov&#x00E1;, 2008</xref>). Its etiology and pathogenesis are not completely understood, although various causes and complex pathways have been proposed. Several pathophysiological factors, including dysregulation of inflammatory processes, oxidative stress, mitochondrial dysfunction, and cellular senescence, underlie the frailty syndrome (<xref ref-type="bibr" rid="ref34">Pansarasa et al., 2019</xref>), and it is also influenced by other factors, such as sociodemographic characteristics, psychological conditions, nutritional status, lack of physical activity, and comorbidities (<xref ref-type="bibr" rid="ref14">Dent et al., 2016</xref>). Although it remains unclear what drives frailty, and little is known about the biological factors that contribute to the development of the syndrome (<xref ref-type="bibr" rid="ref21">Ho et al., 2011</xref>), the latter can reasonably be thought to include raised plasma levels of HOcy. High plasma HOcy is associated with several conditions and circumstances, including older age, an unhealthy lifestyle, a poor diet, MTHFR 677C3T polymorphism, drug consumption, folate (FO) or cobalamin deficiency, diabetes, impaired renal function, and inborn errors of metabolism, such as homocystinuria (<xref ref-type="bibr" rid="ref38">Refsum et al., 2004</xref>). HOcy concentration is a predictor of cardiovascular and all-cause mortality in the elderly (<xref ref-type="bibr" rid="ref6">Bostom et al., 1999</xref>; <xref ref-type="bibr" rid="ref25">Kark et al., 1999</xref>; <xref ref-type="bibr" rid="ref47">Vollset et al., 2001</xref>); furthermore, with a few notable exceptions, most studies report hyperhomocysteinemia in people with dementia compared with healthy controls (<xref ref-type="bibr" rid="ref51">Zhuo et al., 2011</xref>), and the hypothesis of a genetic influence (<xref ref-type="bibr" rid="ref40">Roostaei et al., 2018</xref>), possibly acting more on executive functions than on memory (<xref ref-type="bibr" rid="ref36">Polito et al., 2016</xref>), has also been advanced. HOcy may affect the aging process through endothelial dysfunction (<xref ref-type="bibr" rid="ref8">Carluccio et al., 2007</xref>; <xref ref-type="bibr" rid="ref50">Zhang et al., 2001</xref>), oxidative stress (<xref ref-type="bibr" rid="ref23">Jacobsen, 2000</xref>), neurotoxicity (<xref ref-type="bibr" rid="ref20">Ho et al., 2002</xref>), and DNA methylation status (<xref ref-type="bibr" rid="ref17">Fuso et al., 2005</xref>). All these biologic pathways could lead to multisystem decline and a worse or accelerated aging process (<xref ref-type="bibr" rid="ref35">Perez et al., 2007</xref>), in turn leading to frailty. The metabolism of HOcy is mainly dependent on its conversion to methionine by remethylation; this occurs <italic>via</italic> the main methionine synthase pathway, which requires FO and B12 coenzymes. Total plasma HOcy has been shown to be inversely related to the intake and plasma levels of FO and B vitamins, and HOcy level is considered to be an indirect biomarker of the metabolic action of these vitamins (<xref ref-type="bibr" rid="ref18">Green, 2008</xref>).</p>
<p>Data on the influence of HOcy on frailty onset are still inconclusive; some authors found an association with prevalence on cross-sectional analysis (<xref ref-type="bibr" rid="ref48">Wong et al., 2013</xref>), whereas others did not find this association (<xref ref-type="bibr" rid="ref27">Matteini et al., 2008</xref>). Data on the role of B vitamins and FO in frailty are also inconsistent. Semba and colleagues (<xref ref-type="bibr" rid="ref42">Semba et al., 2006</xref>), prospectively analyzing data from the Women&#x2019;s Health and Aging Study I, concluded that there was no association between B vitamins and incident frailty after 3years of follow-up. Michelon and colleagues (<xref ref-type="bibr" rid="ref30">Michelon et al., 2006</xref>) found a higher prevalence of vitamin B12 deficiency among frail as opposed to non-frail community-dwelling older women, but observed no apparent association between frailty and serum levels of B vitamins. Investigators using data from the InCHIANTI (Invecchiare in Chianti, aging in the Chianti area) study found that low FO intake was independently associated with frailty (<xref ref-type="bibr" rid="ref3">Bartali et al., 2006a</xref>).</p>
<p>Although the above-reported results on the HOcy-frailty relationship highlight an association, none clarify the causal role or the extent of the frailty risk associated with altered HOcy, B12, and FO plasma levels in older people.</p>
<p>The present study was conducted to verify the proposed association of HOcy, B12, and FO plasma concentrations with frailty and to highlight the influence of these biomarkers on frailty incidence in a community-dwelling older population, studied longitudinally.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="sec3">
<title>Study Design and Setting</title>
<p>The present research was conducted retrospectively within the framework of the InveCe.Ab (Invecchiamento Cerebrale in Abbiategrasso) study, a longitudinal multidimensional population study (<ext-link xlink:href="http://ClinicalTrials.gov" ext-link-type="uri">ClinicalTrials.gov</ext-link>, NCT01345110). The design of InveCe.Ab is described in detail elsewhere (<xref ref-type="bibr" rid="ref19">Guaita et al., 2013</xref>). Briefly, assessments were performed in 2010, 2012, 2014, and 2018 and involved individuals born between 1935 and 1939, recruited among the residents of Abbiategrasso, a small town near Milan. In each wave of the study, the participants underwent a multidimensional (social, medical, and neuropsychological) assessment, performed by trained interviewers, geriatricians, and neuropsychologists. In addition, they provided a blood sample for biological analyses. The evaluations and blood sampling took place in the research building of the Golgi Cenci Foundation, in the town center; in a few exceptional cases, the assessments were performed at home. The study procedures were in accordance with the Declaration of Helsinki, and the study protocol was reviewed and approved by the Ethics Committee of the University of Pavia on October 6<sup>th</sup>, 2009 (Committee report 3/2009). All the participants gave their written informed consent to the study.</p>
</sec>
<sec id="sec4">
<title>Participants</title>
<p>The 2010, 2012, 2014, and 2018 waves of the InveCe.Ab included 1,321, 1,114, 1,010, and 762 subjects, respectively. Since plasma concentration of HOcy was available only from 2012, the present study was conducted using data from individuals participating in the second to the fourth assessments (2012&#x2013;2018). No participant was under treatment for renal impairment. All participants with full datasets were included in cross-sectional analyses, while only those who had completed at least two assessments that included calculation of an index of frailty and blood tests (see <xref rid="fig1" ref-type="fig">Figure 1</xref> for the study flow chart) were eligible for inclusion in longitudinal analyses. The InveCe.Ab study participants were aged between 73 and 77 at the first assessment (2012) and between 78 and 83 at the last (2018).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Flow chart of participants through the InveCe.Ab study 2010&#x2013;2018 (4 waves).</p>
</caption>
<graphic xlink:href="fphys-12-775803-g001.tif"/>
</fig>
</sec>
<sec id="sec5">
<title>Variables</title>
<sec id="sec6">
<title>Frailty</title>
<p>Frailty was estimated using a frailty index (FI), calculated on the basis of accumulation of deficits, a method widely used in older adults (<xref ref-type="bibr" rid="ref31">Mitnitski et al., 2001</xref>). In our protocol, the FI was based on a list of 32 health variables (<xref rid="tab1" ref-type="table">Table 1</xref>). Each of these 32 items was assigned a score of 0 or 1, where 0=absence and 1=presence of the deficit. Only one item (body mass index) was coded in three classes. Each participant&#x2019;s scores were then combined in a single index by dividing their number of deficits (ranging from 0 to 32) by the total number considered (32). A final index of 1 corresponded to maximum frailty. On the basis of the FI values obtained, the participants were categorized into three groups: Fit (FI&#x2264;0.08), PreFrail (FI between 0.08 and 0.25), and Frail (FI&#x2265;0.25), as reported in the literature (<xref ref-type="bibr" rid="ref43">Song et al., 2010</xref>). In some of our analyses, FI classes were dichotomized as Frail versus Non-Frail (PreFrail+Fit).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Frailty index (FI) items.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Comorbidities</th>
<th/>
<th align="left" valign="top">Body mass index, kg/m2</th>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Hypertension</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">18.5&#x2013;24.9</td>
<td align="center" valign="top">0</td>
</tr>
<tr>
<td align="left" valign="top">Congestive heart failure</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">25.0&#x2013;29.9</td>
<td align="center" valign="top">0.5</td>
</tr>
<tr>
<td align="left" valign="top">Coronary artery disease</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">&#x003C;18.5 or&#x003E;30.0</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Cardiac arrhythmia</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top"><bold>Functional items</bold></td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Hyperlipidemia</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Problems with cooking</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Stroke</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Problems with eating</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Arthritis</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Problems with dressing</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Asthma</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Toileting problems</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Cancer</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Housekeeping problems</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Chronic kidney disease</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Problems with bathing</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Chronic obstructive pulmonary disease</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Impaired mobility</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Depression</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Problems using transportation</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Diabetes mellitus</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Difficulty getting out of bed</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Osteoporosis</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Use of medications</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Thyroid disease</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Polypharmacy (&#x003E; 5)</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Liver disease</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Walking dependency</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Substance abuse in the last week</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Urinary incontinence</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Falls</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">TOTAL</td>
<td align="center" valign="top">0&#x2013;32</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The FI is the sum of the individual&#x2019;s scores divided by the total number of items considered</italic>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec7">
<title>Homocysteine, B12, Folate</title>
<p>Clinical biochemistry assays on EDTA plasma samples were performed at each assessment wave, and they included a list of biomarkers relevant to the purposes of the InveCe.Ab study. All blood samples were taken in the morning from fasting subjects in a sitting position, a condition that may induce an up to 10% increase in HOcy concentration (<xref ref-type="bibr" rid="ref37">Rasmussen and Moller, 2000</xref>). Among these biomarkers, the present study considered data on plasma levels of HOcy, B12, and FO, which had been analyzed by chemiluminescent microparticle immunoassay on an Architect 2000 analyzer (Abbott, Abbott Park, IL, United States) within 3h of blood collection. We set 19.4&#x03BC;mol/l as the cutoff plasma concentration of HOcy, a value identifying the 75<sup>th</sup> percentile in the eligible subjects (1,077 individuals) and, approximately, the top quintile in those included in the longitudinal study (875). After defining the cutoff for the 80<sup>th</sup> percentile (new variable: HOcy80), the HOcy values were coded in two classes: lower (&#x003C;19.4&#x03BC;mol/l) and higher (&#x2265;19.4&#x03BC;mol/l). A further variable, where the cutoff value of 23.3&#x03BC;mol/l corresponded to the 90<sup>th</sup> percentile (HOcy90), was also introduced.</p>
</sec>
<sec id="sec8">
<title>Other Variables</title>
<p>The sociodemographic variables considered in this study were sex, age (at the baseline medical examination), and education (years of schooling completed).</p>
</sec>
</sec>
<sec id="sec9">
<title>Statistical Methods</title>
<p>Descriptive statistics were used to analyze the features of the population, reporting mean values with standard deviation for normally distributed variables, medians with interquartile range for non-normally distributed variables, and percentages for nominal variables. Data from the first assessment (2012), taken as baseline for the present study, were reported by comparing the included and the excluded subjects; instead, descriptive data comparing Frail and Non-frail individuals were reported for the next two waves (2014 and 2018). In both cases, differences were analyzed using Student&#x2019;s t test to compare mean values and the Mann&#x2013;Whitney U (non-parametric rank) test to compare non-normally distributed variables.</p>
<sec id="sec10">
<title>Cross-Sectional Analyses</title>
<p>Relationships between FI as a continuous variable and HOcy, B12, and FO were tested with Spearman&#x2019;s rho for each assessment wave.</p>
</sec>
<sec id="sec11">
<title>Longitudinal Analyses</title>
<p>Logistic regression analysis, with age, gender, and education as covariates, was performed to test the influence of baseline plasma HOcy concentration and HOcy class on the cumulative incidence of frailty. Due to their collinearity with HOcy, the influence of B12 and FO on FI cumulative incidence was analyzed with logistic regression, in a single separate model. To highlight the influence of the two plasma HOcy concentration classes on the time to onset of frailty, Kaplan-Meyer survival curves were applied to explore frailty-free survival time. This aspect was also analyzed with Cox hazard regression models, introducing age, sex, and education as covariates. Statistical tests were computed using SPSS version 20.0 (SPSS, Chicago, IL, United States), setting the significance threshold at <italic>p</italic>&#x003C;0.05.</p>
</sec>
</sec>
</sec>
<sec id="sec12" sec-type="results">
<title>Results</title>
<sec id="sec13">
<title>Descriptive Features of the Study Participants</title>
<p>Descriptive analyses were performed on the 2012 wave data (taken as baseline). The participants examined for eligibility numbered 1,114; in 14 of these, the FI could not be calculated due to missing data, and among these, 38 had no blood sample; so, 1,062 individuals were examined at baseline for reporting descriptive data. <xref rid="tab2" ref-type="table">Table 2</xref> shows the characteristics of the included versus the excluded individuals at baseline. The enrolled participants were younger and showed lower HOcy and higher FO plasma concentrations, while B12 plasma levels did not differ between the two groups (<xref rid="tab2" ref-type="table">Table 2</xref>). For longitudinal analysis, a further 109 were excluded because they were already frail, 75 because they did not meet the criterion of two evaluations, and 3 because no blood sample data were available. Therefore, 875 subjects were included in the longitudinal examination. None of them had renal insufficiency. Of these participants, 858 still met our inclusion criteria at the 2014 follow-up and 670 at the 2018 one. The mean observation period was 5.85years. The enrolled subjects with HOcy values over 19.4 (HOcy80) and over 23.3 (HOcy90) &#x03BC;mol/l numbered 196 and 89, respectively.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Features of the baseline eligible population comparing included and excluded subjects.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="left" valign="top">Total (n=1,062) Females 52.6%</th>
<th align="left" valign="top">Included (n=875) Females 53%</th>
<th align="left" valign="top">Not included (n=187) Females 52.2%</th>
<th align="left" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Age, mean in years (SD)</td>
<td align="center" valign="top">74.34 (1.360)</td>
<td align="center" valign="top">74.30 (1.349)</td>
<td align="center" valign="top">74.56 (1.391)</td>
<td align="center" valign="top">0.018</td>
</tr>
<tr>
<td align="left" valign="top">Education, mean in years (SD)</td>
<td align="center" valign="top">6.75 (3.363)</td>
<td align="center" valign="top">6.79 (3.364)</td>
<td align="center" valign="top">6.58 (3.364)</td>
<td align="center" valign="top">0.425</td>
</tr>
<tr>
<td align="left" valign="top">HOcy, median (IQR) &#x03BC;mol/l</td>
<td align="center" valign="top">15.70 (13.00&#x2013;19.40)</td>
<td align="center" valign="top">15.50 (13.00&#x2013;18.70)</td>
<td align="center" valign="top">16.60 (13.50&#x2013;21.00)</td>
<td align="center" valign="top">0.001</td>
</tr>
<tr>
<td align="left" valign="top">B12, median (IQR) &#x03BC;mol/l</td>
<td align="center" valign="top">364.00 (280.00&#x2013;474.00)</td>
<td align="center" valign="top">365.00 (282.00&#x2013;462.00)</td>
<td align="center" valign="top">363.00 (260.00&#x2013;503.00)</td>
<td align="center" valign="top">0.983</td>
</tr>
<tr>
<td align="left" valign="top">FO, median (IQR) &#x03BC;mol/l</td>
<td align="center" valign="top">5.10 (3.90&#x2013;7.300)</td>
<td align="center" valign="top">5.20 (3.97&#x2013;7.60)</td>
<td align="center" valign="top">4.70 (3.20&#x2013;6.80)</td>
<td align="center" valign="top">0.002</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The mean values with standard deviation (SD) were compared using Student&#x2019;s t test, while the median values with interquartile range (IQR) were compared using non-parametric rank analyses (the Mann&#x2013;Whitney U test). Gender distribution did not differ significantly between the two groups. FI is not reported as the absence of fragility was the baseline selection criterion in this population</italic>.</p>
</table-wrap-foot>
</table-wrap>
<p>Descriptive data of the 2012, 2014, and 2018 participants were analyzed, comparing features of the Frail and the Non-frail subgroups. Frail individuals accounted for 7.3% of the 2014 and 22.2% of the 2018 participants. (<xref rid="tab3" ref-type="table">Table 3</xref>). In the 2014 wave, age and HOcy concentration were significantly higher in the Frail subjects, while there were no differences in FO or B12 plasma concentrations. In the 2018 wave, no significant differences in these biomarker levels were found between the Frail and the Non-frail groups (<xref rid="tab3" ref-type="table">Table 3</xref>). There was no significant difference in the sex distribution at any of the timepoints, but HOcy concentration was significantly higher in the male participants at each of them in consideration of these results, we introduced sex as a covariate in all the longitudinal analyses (<xref rid="fig2" ref-type="fig">Figure 2</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Characteristics of the 2014 and 2018 subjects, recruited for longitudinal analyses comparing the Frail and the Non-frail groups.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="left" valign="top" colspan="3">2014 assessment</th>
<th/>
<th align="left" valign="top" colspan="3">2018 assessment</th>
<th/>
</tr>
<tr>
<th/>
<th align="left" valign="top">Total (n=858)</th>
<th align="left" valign="top">Frail (n=63)</th>
<th align="left" valign="top">Non-frail (n=795)</th>
<th align="left" valign="top">p</th>
<th align="left" valign="top">Total (n=670)</th>
<th align="left" valign="top">Frail (n=149)</th>
<th align="left" valign="top">Non-frail (n=521)</th>
<th align="left" valign="top">p</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Age, mean in years (SD)</td>
<td align="center" valign="top">76.22 (1.402)</td>
<td align="center" valign="top">76.60 (1.351)</td>
<td align="center" valign="top">76.19 (1.403)</td>
<td align="center" valign="top">0.026</td>
<td align="center" valign="top">80.77 (1.3647)</td>
<td align="center" valign="top">80.82 (1.397)</td>
<td align="center" valign="top">80.75 (1.356)</td>
<td align="center" valign="top">0.609</td>
</tr>
<tr>
<td align="left" valign="top">Education, mean in years (SD)</td>
<td align="center" valign="top">6.78 (3.363)</td>
<td align="center" valign="top">6.79 (3.385)</td>
<td align="center" valign="top">6.78 (3.363)</td>
<td align="center" valign="top">0.980</td>
<td align="center" valign="top">6.78 (3.314)</td>
<td align="center" valign="top">6.69 (3.312)</td>
<td align="center" valign="top">6.81 (3.318)</td>
<td align="center" valign="top">0.709</td>
</tr>
<tr>
<td align="left" valign="top">HOcy. median (IQR) &#x03BC;mol/l</td>
<td align="center" valign="top">14.90 (12.50&#x2013;18.40)</td>
<td align="center" valign="top">15.85 (13.70&#x2013;19.65)</td>
<td align="center" valign="top">14.800 (12.50&#x2013;18.20)</td>
<td align="center" valign="top">0.030</td>
<td align="center" valign="top">14.30 (11.80&#x2013;17.70)</td>
<td align="center" valign="top">14.20 (12.50&#x2013;18.70)</td>
<td align="center" valign="top">14.30 (11.75&#x2013;17.50)</td>
<td align="center" valign="top">0.377</td>
</tr>
<tr>
<td align="left" valign="top">B12, median (IQR) nmol/l</td>
<td align="center" valign="top">322.00 (250.00&#x2013;418.00)</td>
<td align="center" valign="top">285.00 (235.25&#x2013;439.75)</td>
<td align="center" valign="top">327.00 (252.00&#x2013;417.00)</td>
<td align="center" valign="top">0.199</td>
<td align="center" valign="top">293.00 (229.00&#x2013;385.00)</td>
<td align="center" valign="top">291.00 (220.50&#x2013;376.75)</td>
<td align="center" valign="top">293.00 (232.00&#x2013;385.75)</td>
<td align="center" valign="top">0.381</td>
</tr>
<tr>
<td align="left" valign="top">FO, median (IQR) &#x03BC;mol/l</td>
<td align="center" valign="top">5.15 (3.80&#x2013;7.33)</td>
<td align="center" valign="top">4.75 (3.73&#x2013;7.78)</td>
<td align="center" valign="top">5.20 (3.90&#x2013;7.20)</td>
<td align="center" valign="top">0.738</td>
<td align="center" valign="top">5.06 (3.87&#x2013;6.98)</td>
<td align="center" valign="top">5.06 (3.70&#x2013;7.24)</td>
<td align="center" valign="top">5.09 (3.90&#x2013;7.01)</td>
<td align="center" valign="top">0.695</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The mean values with standard deviation (SD) were compared using Student&#x2019;s t test, while the median values with interquartile range (IQR) were compared using non-parametric rank analyses (the Mann&#x2013;Whitney U test)</italic></p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Sex difference in plasma HOcy concentration (&#x03BC;mol/l). Median and interquartile ranges of HOcy reported by sex. All differences were statistically significant (<italic>p</italic>&#x003C;0.01; Mann&#x2013;Whitney U).</p>
</caption>
<graphic xlink:href="fphys-12-775803-g002.tif"/>
</fig>
</sec>
<sec id="sec14">
<title>Cross-Sectional Analyses</title>
<p>The participants with full data sets for the 2012, 2014, and 2018 assessment waves, who were therefore included in the cross-sectional analyses, numbered 1,062, 990, and 786, respectively. Using Spearman&#x2019;s rho rank correlation coefficient, the relationships between FI as a continuous variable and HOcy, HOcy80, HOcy90, B12, and FO were examined taking into account the 2012, 2014, and 2018 assessment wave data from all the participants. HOcy was significantly positively correlated with FI at all the waves of the study (<xref rid="tab4" ref-type="table">Table 4</xref>). B12 and FO did not correlate with FI at any wave, whereas they correlated strongly with HOcy (data not reported in the Table).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Rank correlation coefficient between plasma HOcy concentration (&#x03BC;mol/l) and FI at the three waves.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Wave</th>
<th align="left" valign="top">N of participants included</th>
<th align="left" valign="top">Spearman&#x2019;s rho</th>
<th align="left" valign="top">p</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">2012</td>
<td align="center" valign="top">1,062</td>
<td align="center" valign="top">0.075</td>
<td align="center" valign="top">0.015</td>
</tr>
<tr>
<td align="left" valign="top">2014</td>
<td align="center" valign="top">990</td>
<td align="center" valign="top">0.079</td>
<td align="center" valign="top">0.013</td>
</tr>
<tr>
<td align="left" valign="top">2018</td>
<td align="center" valign="top">786</td>
<td align="center" valign="top">0.081</td>
<td align="center" valign="top">0.030</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Rank correlation results (Spearman&#x2019;s Rho) were reported for each wave with the number of subjects (N) involved and the statistical significance (p)</italic>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec15">
<title>Longitudinal Analyses</title>
<p>The relationships between FI as a continuous variable and HOcy, HOcy80, HOcy90, B12, and FO in the enrolled subjects were then examined longitudinally.</p>
<sec id="sec16">
<title>Hocy, HOcy80, and HOcy90 as Predictors of Cumulative Incidence of Frailty: Logistic Regression Analysis</title>
<p>The cumulative six-year incidence of frailty was 184/875 (21%). A logistic regression model with cumulative incidence of frailty as a dependent variable, HOcy as a predictor, and sex, age, and education introduced as covariates, showed a positive relationship (OR:1.028; 95%CI: 1000&#x2013;1.052; <italic>p</italic>=0.048). On adopting HOcy80 as a predictor of cumulative incidence of frailty, only a positive trend was shown (OR: 1.412; 95% CI: 0.963&#x2013;2.069; <italic>p</italic>=0.077). On the contrary, the regression model with HOcy90 as a predictor showed a statistically significant influence (OR: 1.878; 95%CI: 1.153&#x2013;3.059; <italic>p</italic>=0.011). Applying the same model, B12 and FO, which cross-sectional analyses had not shown to be related to FI, continued to show no relationship with frailty incidence on binary logistic regression analysis (B12: OR 1.000; 95%CI: 0.999&#x2013;1,001; <italic>p</italic>=0.611. FO: OR 1.005; 95%CI: 0.969&#x2013;1,043; <italic>p</italic>=0.774).</p>
</sec>
<sec id="sec17">
<title>HOcy80 And HOcy90: Influence on Frailty-Free Survival Time</title>
<p>At baseline (2012 wave), 196 subjects were in the higher HOcy80 class (top quintile) and 679 in the lower one. Kaplan&#x2013;Meier survival analysis was applied to compare the frailty-free months from baseline for these two classes. <xref rid="tab5" ref-type="table">Table 5</xref> reports the mean frailty-free time (in months) for each of them. The individuals with the higher HOcy80 values had five fewer months free from frailty. The Mantel-Cox (Log Rank) comparison was statistically significant (p=0.048).</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Frailty-free survival time according to HOcy80 plasma concentration.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Homocysteine (HOcy80) plasma concentration class</th>
<th align="left" valign="top" rowspan="2">N</th>
<th align="left" valign="top" rowspan="2">Frailty incidence (n of events)</th>
<th align="left" valign="top" rowspan="2">Frailty-free months (mean)</th>
<th align="left" valign="top" colspan="2">95% Confidence Interval</th>
</tr>
<tr>
<th align="left" valign="top">Lower Bound</th>
<th align="left" valign="top">Upper Bound</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">lower (&#x003C;19.4&#x03BC;mol/l)</td>
<td align="center" valign="top">679</td>
<td align="center" valign="top">134</td>
<td align="center" valign="top">74.8</td>
<td align="center" valign="top">73.5</td>
<td align="center" valign="top">76.1</td>
</tr>
<tr>
<td align="left" valign="top">higher (&#x2265;19.4&#x03BC;mol/l)</td>
<td align="center" valign="top">196</td>
<td align="center" valign="top">50</td>
<td align="center" valign="top">69.8</td>
<td align="center" valign="top">66.9</td>
<td align="center" valign="top">72.8</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Frailty incidence (n of events) and the mean number of frailty-free months were reported for the two HOcy80 classes. The Mantel-Cox analysis evidenced a statistically significant difference (p=0.048)</italic>.</p>
</table-wrap-foot>
</table-wrap>
<p>The survival plot is shown in <xref rid="fig3" ref-type="fig">Figure 3</xref>. In the survival plot, two separate lines can be seen to track frailty-free survival in the two HOcy80 classes, with the subjects with lower HOcy values constantly represented by the upper line, which at no point crosses the lower one.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>The survival plot shows that subjects with lower HOcy plasma concentration values display longer frailty-free survival (upper line).</p>
</caption>
<graphic xlink:href="fphys-12-775803-g003.tif"/>
</fig>
<p>The results of the Cox Proportional Hazard model, in which age, sex, and education were again introduced as covariates, were in the same direction. We preliminarily tested the assumptions and checked that each variable fulfilled the proportional assumption. The results are shown in <xref rid="tab6" ref-type="table">Table 6</xref>. HOcy80 significantly influenced frailty-free time (HR 1.487; 95%CI 1.063&#x2013;2.078; <italic>p</italic>=0.020). The introduced covariates were all insignificant and did not contribute to the model.</p>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>Cox proportional hazard model.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th rowspan="2"/>
<th align="left" valign="top" rowspan="2">B</th>
<th align="left" valign="top" rowspan="2">p</th>
<th align="left" valign="top" rowspan="2">HR</th>
<th align="left" valign="top" colspan="2">95% CI of HR</th>
</tr>
<tr>
<th align="left" valign="top">Lower</th>
<th align="left" valign="top">Upper</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">HOcy80</td>
<td align="center" valign="top">0.397</td>
<td align="center" valign="top">0.020</td>
<td align="center" valign="top">1.487</td>
<td align="center" valign="top">1.063</td>
<td align="center" valign="top">2.078</td>
</tr>
<tr>
<td align="left" valign="top">Age</td>
<td align="center" valign="top">&#x2212;0.083</td>
<td align="center" valign="top">0.126</td>
<td align="center" valign="top">0.920</td>
<td align="center" valign="top">0.827</td>
<td align="center" valign="top">1.024</td>
</tr>
<tr>
<td align="left" valign="top">Sex</td>
<td align="center" valign="top">0.167</td>
<td align="center" valign="top">0.275</td>
<td align="center" valign="top">1.181</td>
<td align="center" valign="top">0.876</td>
<td align="center" valign="top">1.593</td>
</tr>
<tr>
<td align="left" valign="top">Education</td>
<td align="center" valign="top">&#x2212;0.001</td>
<td align="center" valign="top">0.963</td>
<td align="center" valign="top">0.999</td>
<td align="center" valign="top">0.956</td>
<td align="center" valign="top">1.044</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Dependent variable: Frail/Non-frail. For each variable introduced in the model, the beta values (B) and the significance (p) of the Cox regression were reported, along with the hazard ratio (HR) with 95% confidence interval (CI)</italic>.</p>
</table-wrap-foot>
</table-wrap>
<p>With regard to the HOcy90 plasma concentration classes (cutoff: 23.3&#x03BC;mol/l), 89 subjects were classified in the higher class and 786 in the lower one. Kaplan&#x2013;Meier survival analysis was applied to compare the frailty-free months from baseline between the two groups. The individuals with a higher HOcy90 plasma concentration had five fewer frailty-free months. The Mantel-Cox (Log Rank) comparison was statistically significant (p=0.02; <xref rid="tab7" ref-type="table">Table 7</xref>). The HOcy90 survival plot lines (not reported) were similar to the HOcy80 ones, while the Cox regression results showed a higher HR (1.641; 95%CI: 1.090&#x2013;2.469; <italic>p</italic>=0.018).</p>
<table-wrap position="float" id="tab7">
<label>Table 7</label>
<caption>
<p>Frailty-free survival time for the two HOcy90 plasma concentration classes.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Homocysteine plasma concentration class</th>
<th align="left" valign="top" rowspan="2">N</th>
<th align="left" valign="top" rowspan="2">Frailty incidence (n of events)</th>
<th align="left" valign="top" rowspan="2">Frailty-free months (mean)</th>
<th align="left" valign="top" colspan="2">95% Confidence Interval</th>
</tr>
<tr>
<th align="left" valign="top">Lower Bound</th>
<th align="left" valign="top">Upper Bound</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">lower (&#x003C;23.3&#x03BC;mol/l)</td>
<td align="center" valign="top">786</td>
<td align="center" valign="top">156</td>
<td align="center" valign="top">74.2</td>
<td align="center" valign="top">73.0</td>
<td align="center" valign="top">75.5</td>
</tr>
<tr>
<td align="left" valign="top">higher (&#x2265;23.3&#x03BC;mol/l)</td>
<td align="center" valign="top">89</td>
<td align="center" valign="top">28</td>
<td align="center" valign="top">69.2</td>
<td align="center" valign="top">65.2</td>
<td align="center" valign="top">73.1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Frailty incidence (n of events) and the mean numbers of frailty-free months were reported for the two HOcy90 classes. The Mantel-Cox analysis showed a statistically significant difference (p=0.02)</italic>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
</sec>
<sec id="sec18" sec-type="discussions">
<title>Discussion</title>
<p>The main goal of this research was to analyze the influence of plasma HOcy concentration on the development of frailty in older people. The main results are summarized in the following list.</p>
<p>- The proportion of frail subjects increased from 7.3% in the 2014 wave to 22.2% in the 2018 wave of the study.</p>
<p>- The median concentration of HOcy increased with age only in males.</p>
<p>- HOcy showed a significant positive correlation with FI at all three waves of the study, while B12 and FO did not.</p>
<p>- HOcy emerged as a predictor of six-year cumulative incidence of frailty, independent of age, sex, and education, although HOcy80 showed only a positive trend in this sense. On the contrary HOcy90 significantly influenced the cumulative incidence of frailty.</p>
<p>- B12 and FO showed no relationship with the cumulative incidence of frailty.</p>
<p>- Individuals with plasma HOcy concentrations in the top quintile (HOcy80) had five fewer frailty-free months (HR 1.487; 95% CI: 1.063&#x2013;2.078); this finding was independent of age, sex, and education. A comparable frailty-free survival time, but with a higher HR (1.641; 95% CI:1.090&#x2013;2.469), was found for plasma HOcy concentrations in the top decile (HOcy90). These results support the hypothesis that HOcy is a risk factor for the occurrence of frailty.</p>
<p>Comparing our results with those already reported in the literature is problematic, for reasons that help us to highlight the strengths and limitations of the present study.</p>
<p>First of all, prior to our study, the relationship between HOcy and frailty in older people had been analyzed longitudinally in just two studies (<xref ref-type="bibr" rid="ref48">Wong et al., 2013</xref>; <xref ref-type="bibr" rid="ref44">Swart et al., 2013</xref>), with inconclusive results; all other published studies have been cross-sectional.</p>
<p>Second, we assessed frailty using an index based, in accordance with the indications of Searle and collaborators (<xref ref-type="bibr" rid="ref41">Searle et al., 2008</xref>), on the indvidual&#x2019;s accumulation of deficits. The FI is a commonly used method, but differs from other widely used tools (<xref ref-type="bibr" rid="ref39">Rockwood et al., 2007</xref>), such as Linda Fried&#x2019;s &#x201C;frailty phenotype&#x201D; (<xref ref-type="bibr" rid="ref15">Fried et al., 2001</xref>), which is defined by five items: four performance ratings and a weight loss item. The fact that there is no way of knowing whether plasma HOcy is a risk factor also for frailty measured with other tools could explain why the few cross-sectional studies dealing with the relationship between HOcy and frailty in older people have led to discrepant results and conclusions (even though most found a positive association). The FRAIL index adopted by the Australian researchers conducting the Health in Men Study identified an association between prevalence of frailty and HOcy concentrations over 15&#x03BC;mol/l (<xref ref-type="bibr" rid="ref48">Wong et al., 2013</xref>; <xref ref-type="bibr" rid="ref46">van Kan et al., 2008</xref>). On the contrary, a cross-sectional study in older women, in which frailty was assessed using a &#x201C;frailty phenotype index&#x201D; and the level of &#x201C;normal&#x201D; HOcy was set at 13.9&#x03BC;mol/l, no relationship was found between plasma HOcy concentration and frailty (<xref ref-type="bibr" rid="ref27">Matteini et al., 2008</xref>). Similarly, a Taiwanese study failed to find an association between HOcy and frailty, assessed with the five-item &#x201C;frailty phenotype&#x201D; (<xref ref-type="bibr" rid="ref22">Hwang et al., 2015</xref>).</p>
<p>In the Toledo study, which involved both sexes, a cross-sectional analysis was performed to test the association between frailty, defined according to the &#x201C;frailty phenotype&#x201D; and HOcy. HOcy was independently associated with frailty [odds ratio (OR)=1.06; 95%CI: 1.01&#x2013;1.12] (<xref ref-type="bibr" rid="ref1">&#x00C1;lvarez-S&#x00E1;nchez et al., 2021</xref>). The Rugao Longevity and Ageing Study, involving 1,480 individuals of both sexes, found HOcy to be significantly associated with frailty, defined using Fried&#x2019;s phenotype criteria, with an OR of 2.27 (95%CI 1.36&#x2013;3.78) for high HOcy after adjusting for multiple confounding factors. In the conclusion of that study, in which genetic variants were also considered, the authors define HOcy as a marker and not a possible causal factor of frailty (<xref ref-type="bibr" rid="ref26">Ma et al., 2020</xref>).</p>
<p>In the Longitudinal Aging Study Amsterdam, HOcy was studied in relation to grip strength and functional limitations, which can be considered proxies of frailty. HOcy values in the fourth quartile (17.75&#x03BC;mol/l for men and 15.72&#x03BC;mol/l for women), compared with the first, were significantly associated with functional limitations in both sexes. In the longitudinal analysis, only women showed a relationship between HOcy and onset of functional limitations (<xref ref-type="bibr" rid="ref44">Swart et al., 2013</xref>).</p>
<p>In the longitudinal analysis of data from the Women&#x2019;s Health and Aging Study I, women showed a significant relationship between serum vitamin B6 and B12 levels and incident disability, which may be considered a functional correlate of extreme frailty. The authors also reported association between serum HOcy levels and incident disability, although no data were provided (<xref ref-type="bibr" rid="ref4">Bartali et al., 2006b</xref>). Wong and collaborators in the already mentioned Australian study, applying longitudinal analysis, found no influence of high HOcy on frailty onset in the male population analyzed (<xref ref-type="bibr" rid="ref48">Wong et al., 2013</xref>). None of the previous studies assessing the influence of HOcy on frailty in older adults adopted the &#x201C;Frailty Index.&#x201D;</p>
<p>A third point concerns the different HOcy concentrations used as cut-off values to obtain normal and &#x201C;high&#x201D; classes. In the aforementioned studies, the cutoff levels, when reported, were different from and in general lower than the 19.4 &#x03BC;mol/l and 23.3 &#x03BC;mol/l used as cutoffs in our study. It may be incorrect to take clinical cutoffs referring to general populations of any age and apply them to a specific population of older people, as mean HOcy has been shown to increase with aging (<xref ref-type="bibr" rid="ref32">Moustapha and Robinson, 1998</xref>; <xref ref-type="bibr" rid="ref2">Azzini et al., 2020</xref>). This age-associated increase may be independent of specific pathologies and linked to declining renal function, nutritional deficiencies, deregulation of the methionine cycle and deficiencies of HOcy remethylation and trans-sulfuration, all cofactors contributing to elevation of HOcy with advancing age (<xref ref-type="bibr" rid="ref33">Ostrakhovitch and Tabibzadeh, 2019</xref>). Xu and collaborators found that HOcy concentration increased markedly after 50years of age, reporting means (SD) of 13.90 (5.48) &#x03BC;mol/l in 50-year-old males, 16.32 (6.43) &#x03BC;mol/l in 60- to 80-year-olds, and 18.75 (6.16) &#x03BC;mol/l in the &#x003E;80years age group (<xref ref-type="bibr" rid="ref49">Xu et al., 2020</xref>). The results of our study, which showed a mean HOcy level of 16.53 (SD: 5.71) &#x03BC;mol/l in people aged between 79 and 83years, are similar to those reported by Xu and collaborators (<xref ref-type="bibr" rid="ref49">Xu et al., 2020</xref>), as well as those found in over-65s by McMahon and collaborators (<xref ref-type="bibr" rid="ref28">McMahon et al., 2006</xref>). In the opinion of European experts, the possible role of age and comorbidities in increasing plasma HOcy levels should be taken into account whenever, both in clinical and in research settings, it is necessary to evaluate possible detrimental effects of HOcy or apply threshold levels of its plasma concentration (<xref ref-type="bibr" rid="ref38">Refsum et al., 2004</xref>). In our study, the overall median value of HOcy did not increase significantly over the three waves of the study, and the difference, in HOcy values, between the Frail and the Non-frail groups narrowed over time. This can be explained by the &#x201C;plateau&#x201D; that was seen in the oldest old (as also observed by others in this age group), which may be a consequence of higher mortality in individuals with higher plasma HOcy concentrations (<xref ref-type="bibr" rid="ref48">Wong et al., 2013</xref>; <xref ref-type="bibr" rid="ref29">Mendon&#x00E7;a et al., 2018</xref>). In the supplementary data we report the Kaplan&#x2013;Meier survival curve for baseline HOcy80. Participants in the higher HOcy class showed a shorter survival than those with lower HOcy values (69.59 versus 73.56), a non-statistically significant difference (Log Rank, Mantel-Cox=1,701; <italic>p</italic>=0.192; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>, <xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S1</xref>).</p>
<p>Had we applied some of the other previously reported cutoff levels, such as 15 or even 13&#x03BC;g/l, most of our participants would have been in the &#x201C;higher&#x201D; plasma HOcy concentration class. The criteria adopted in the present study &#x2013;we considered the value of the top quintile, or even the top decile, of the population eligible for longitudinal analysis, are similar to those applied in previous studies on HOcy as a cardiovascular risk factor in older people (<xref ref-type="bibr" rid="ref9">Cheng et al., 1997</xref>; <xref ref-type="bibr" rid="ref7">Bots et al., 1999</xref>).</p>
<p>The fourth key point worth discussing is the possible role of gender. Our study population included both sexes, with a slight prevalence of women, whereas some previous studies have enrolled only men or women. We found lower HOcy values in the women, as expected (<xref ref-type="bibr" rid="ref24">Jacques et al., 1999</xref>; <xref ref-type="bibr" rid="ref38">Refsum et al., 2004</xref>). Indeed, women have been proven to have higher rates of HOcy remethylation (<xref ref-type="bibr" rid="ref16">Fukagawa et al., 2000</xref>). This difference was found to be slightly less marked with advancing age, with median differences of 2.5, 1.7, and 1.8&#x03BC;g/l observed at the 2012, 2014, and 2018 assessments, respectively. Others have found a reduced sex difference with increasing age (<xref ref-type="bibr" rid="ref24">Jacques et al., 1999</xref>). The gender difference in HOcy values remained unchanged across the waves of the study; sex was introduced as a covariate in all the longitudinal analyses, although none of them showed it to exert an independent influence on our key outcome.</p>
<p>None of the previous studies dealing with HOcy and frailty has reported data on the influence of plasma HOcy concentration on frailty-free survival time. This is an important issue, not only as a new angle of research, but also for its implications for the lives of older people themselves: for everyone, becoming frail sooner in old age is certainly quite different from becoming frail later. Our Kaplan&#x2013;Meier survival analysis showed, in relation to plasma HOcy status, a mean survival difference of five months in a period of less than six years. It should be emphasized that our study concerned over-80s, in whom life expectancy is short and five months can be considered a noteworthy period of time. The present study found no statistical association between B12 or FO and frailty; unsurprisingly, therefore, there was also no influence on six-year incidence of frailty, although plasma levels of these vitamins correlated strongly with HOcy. These data are similar to those of another prospective study, which instead analyzed three-year incidence of frailty in a female population (<xref ref-type="bibr" rid="ref42">Semba et al., 2006</xref>). These authors, too, concluded that frailty showed no relationship with these vitamins. In the same vein, cross-sectional studies have also been unable to provide conclusive data on a role for B12 and FO in frailty. Other studies analyzed possible associations of vitamins with frailty only indirectly, by examining differences in plasma concentrations between frail and non-frail subjects (<xref ref-type="bibr" rid="ref30">Michelon et al., 2006</xref>), or the independent role of dietary FO intake (<xref ref-type="bibr" rid="ref3">Bartali et al., 2006a</xref>). On the other hand, the relationship between FO and B12 concentrations and absolutely relevant outcomes like mortality still remains to be demonstrated (<xref ref-type="bibr" rid="ref12">Dangour et al., 2008</xref>; <xref ref-type="bibr" rid="ref5">Bates et al., 2010</xref>), while beneficial effects of lowering HOcy through B12 and FO administration do not include an effect on survival (<xref ref-type="bibr" rid="ref10">Clarke et al., 2010</xref>; <xref ref-type="bibr" rid="ref13">Debreceni and Debreceni, 2012</xref>) or cognitive performances (<xref ref-type="bibr" rid="ref28">McMahon et al., 2006</xref>). Although, on the one hand, our data are consistent with the findings of these studies, indicating a marginal role of B12 and FO as possible protective factors against frailty; on the other, they suggest that high HOcy concentrations are a hallmark as well as a risk factor for frailty, related to complex metabolic dysfunctions, inherent in the very concept of frailty as defined by the FI. Increased HOcy favors the onset of frailty, but frailty may promote increased plasma HOcy concentrations. Considering this, it is not surprising that HOcy lowering through vitamin intake is not sufficient to avoid the negative outcomes associated with high plasma HOcy concentrations.</p>
<p>The findings of this study should be interpreted taking into account some limitations. They refer to individuals who fall within a narrow range of advanced age and may therefore not necessarily be extended to people in younger ranges of old age. Similarly, all the participants were inhabitants of a small area in Italy, and all were Caucasian, and it must therefore be considered that individuals from different areas or ethnic groups might show different results. Furthermore, we were only able to consider a small number of covariates. On the other hand, this study also has several strengths. These are the first longitudinal data in a population of this age, moreover studied for six years and with two follow-ups from baseline; the population also had good number of participants of both sexes. This is the first study to adopt a FI, based on accumulation of deficits, to measure frailty in relation to HOcy, FO, and B12 concentrations. This, unlike other methods, allowed a continuous variable to be built and analyzed. Finally, these are the first data on the influence of plasma HOcy concentration on frailty-free survival time, which is a key outcome in this age group.</p>
</sec>
<sec id="sec19" sec-type="conclusions">
<title>Conclusion</title>
<p>Higher plasma HOcy concentrations, being a factor that increases the likelihood of becoming frail and becoming frail sooner, showed a clear association with frailty. Instead, the role of B12 and FO plasma concentrations in this setting was found to be marginal. These data need to be confirmed in more extensive research designs, taking into account more contextual elements, such as diet and lifestyle, and considering other subgroups, such as different ethnic groups, and &#x201C;young&#x201D; old people.</p>
</sec>
<sec id="sec20" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="sec21">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by Ethics Committee of the University of Pavia on October 6th, 2009 (Committee report 3/2009). The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="sec22">
<title>Author Contributions</title>
<p>AG, LB, and AD conceived and designed the study. Clinical samples and data were provided by TP, RV, and AG. Statistical analyses were done by AG and LB who interpreted the results and wrote the draft. TP, RV, SG, OP, and CC contributed in interpreting the results and supervised the manuscript. Acquisition of funding was done by CC and AG. All authors have read and agreed to this published version of the manuscript.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec24" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<p>The authors thank &#x201C;Federazione Alzheimer Italia&#x201D; for supporting the &#x201C;InveCe.Ab&#x201D; study.</p>
</ack>
<sec id="sec023" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at:</p>
<p><ext-link xlink:href="https://www.frontiersin.org/articless/10.3389/fphys.2021.775803/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articless/10.3389/fphys.2021.775803/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="image_1.tif" id="SM2" mimetype="image/tiff" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="ref1">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>&#x00C1;lvarez-S&#x00E1;nchez</surname> <given-names>N.</given-names></name> <name><surname>&#x00C1;lvarez-R&#x00ED;os</surname> <given-names>A. I.</given-names></name> <name><surname>Guerrero</surname> <given-names>J. M.</given-names></name> <name><surname>Garc&#x00ED;a-Garc&#x00ED;a</surname> <given-names>F. J.</given-names></name> <name><surname>Rodr&#x00ED;guez-Ma&#x00F1;as</surname> <given-names>L.</given-names></name> <name><surname>Cruz-Chamorro</surname> <given-names>I.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Homocysteine and C-reactive protein levels are associated with frailty in older spaniards: The Toledo study for healthy aging. Journals Gerontol. - Ser</article-title>. <source>A Biol. Sci. Med. Sci.</source> <volume>75</volume>, <fpage>1488</fpage>&#x2013;<lpage>1494</lpage>. doi: <pub-id pub-id-type="doi">10.1093/GERONA/GLZ168</pub-id></citation>
</ref>
<ref id="ref2">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Azzini</surname> <given-names>E.</given-names></name> <name><surname>Ruggeri</surname> <given-names>S.</given-names></name> <name><surname>Polito</surname> <given-names>A.</given-names></name></person-group> (<year>2020</year>). <article-title>Homocysteine: its possible emerging role in at-risk population groups</article-title>. <source>Int. J. Mol. Sci.</source> <volume>21</volume>. doi: <pub-id pub-id-type="doi">10.3390/ijms21041421</pub-id>, PMID: <pub-id pub-id-type="pmid">32093165</pub-id></citation>
</ref>
<ref id="ref3">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bartali</surname> <given-names>B.</given-names></name> <name><surname>Frongillo</surname> <given-names>E. A.</given-names></name> <name><surname>Bandinelli</surname> <given-names>S.</given-names></name> <name><surname>Lauretani</surname> <given-names>F.</given-names></name> <name><surname>Semba</surname> <given-names>R. D.</given-names></name> <name><surname>Fried</surname> <given-names>L. P.</given-names></name> <etal/></person-group>. (<year>2006a</year>). <article-title>Low nutrient intake is an essential component of frailty in older persons</article-title>. <source>J. Gerontol. A Biol. Sci. Med. Sci.</source> <volume>61</volume>, <fpage>589</fpage>&#x2013;<lpage>593</lpage>. doi: <pub-id pub-id-type="doi">10.1093/gerona/61.6.589</pub-id>, PMID: <pub-id pub-id-type="pmid">16799141</pub-id></citation>
</ref>
<ref id="ref4">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bartali</surname> <given-names>B.</given-names></name> <name><surname>Semba</surname> <given-names>R. D.</given-names></name> <name><surname>Frongillo</surname> <given-names>E. A.</given-names></name> <name><surname>Varadhan</surname> <given-names>R.</given-names></name> <name><surname>Ricks</surname> <given-names>M. O.</given-names></name> <name><surname>Blaum</surname> <given-names>C. S.</given-names></name> <etal/></person-group>. (<year>2006b</year>). <article-title>Low micronutrient levels as a predictor of incident disability in older women</article-title>. <source>Arch. Intern. Med.</source> <volume>166</volume>, <fpage>2335</fpage>&#x2013;<lpage>2340</lpage>. doi: <pub-id pub-id-type="doi">10.1001/archinte.166.21.2335</pub-id>, PMID: <pub-id pub-id-type="pmid">17130386</pub-id></citation>
</ref>
<ref id="ref5">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bates</surname> <given-names>C. J.</given-names></name> <name><surname>Mansoor</surname> <given-names>M. A.</given-names></name> <name><surname>Pentieva</surname> <given-names>K. D.</given-names></name> <name><surname>Hamer</surname> <given-names>M.</given-names></name> <name><surname>Mishra</surname> <given-names>G. D.</given-names></name></person-group> (<year>2010</year>). <article-title>Biochemical risk indices, including plasma homocysteine, that prospectively predict mortality in older British people: The National Diet and nutrition survey of people aged 65 years and over</article-title>. <source>Br. J. Nutr.</source> <volume>104</volume>, <fpage>893</fpage>&#x2013;<lpage>899</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S0007114510001236</pub-id>, PMID: <pub-id pub-id-type="pmid">20398433</pub-id></citation>
</ref>
<ref id="ref6">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bostom</surname> <given-names>A. G.</given-names></name> <name><surname>Silbershatz</surname> <given-names>H.</given-names></name> <name><surname>Rosenberg</surname> <given-names>I. H.</given-names></name> <name><surname>Selhub</surname> <given-names>J.</given-names></name> <name><surname>D&#x2019;Agostino</surname> <given-names>R. B.</given-names></name> <name><surname>Wolf</surname> <given-names>P. A.</given-names></name> <etal/></person-group>. (<year>1999</year>). <article-title>Nonfasting plasma total homocysteine levels and all-cause and cardiovascular disease mortality in elderly Framingham men and women</article-title>. <source>Arch. Intern. Med.</source> <volume>159</volume>, <fpage>1077</fpage>&#x2013;<lpage>1080</lpage>. doi: <pub-id pub-id-type="doi">10.1001/archinte.159.10.1077</pub-id>, PMID: <pub-id pub-id-type="pmid">10335684</pub-id></citation>
</ref>
<ref id="ref7">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bots</surname> <given-names>M. L.</given-names></name> <name><surname>Launer</surname> <given-names>L. J.</given-names></name> <name><surname>Lindemans</surname> <given-names>J.</given-names></name> <name><surname>Hoes</surname> <given-names>A. W.</given-names></name> <name><surname>Hofman</surname> <given-names>A.</given-names></name> <name><surname>Witteman</surname> <given-names>J. C. M.</given-names></name> <etal/></person-group>. (<year>1999</year>). <article-title>Homocysteine and short-term risk of myocardial infarction and stroke in the elderly: The Rotterdam study</article-title>. <source>Arch. Intern. Med.</source> <volume>159</volume>, <fpage>38</fpage>&#x2013;<lpage>44</lpage>. doi: <pub-id pub-id-type="doi">10.1001/archinte.159.1.38</pub-id>, PMID: <pub-id pub-id-type="pmid">9892328</pub-id></citation>
</ref>
<ref id="ref8">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Carluccio</surname> <given-names>M. A.</given-names></name> <name><surname>Ancora</surname> <given-names>M. A.</given-names></name> <name><surname>Massaro</surname> <given-names>M.</given-names></name> <name><surname>Carluccio</surname> <given-names>M.</given-names></name> <name><surname>Scoditti</surname> <given-names>E.</given-names></name> <name><surname>Distante</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2007</year>). <article-title>Homocysteine induces VCAM-1 gene expression through NF-&#x03BA;B and NAD(P)H oxidase activation: protective role of Mediterranean diet polyphenolic antioxidants</article-title>. <source>Am. J. Physiol. Heart Circ. Physiol.</source> <volume>293</volume>, <fpage>H2344</fpage>&#x2013;<lpage>H2354</lpage>. doi: <pub-id pub-id-type="doi">10.1152/ajpheart.00432.2007</pub-id>, PMID: <pub-id pub-id-type="pmid">17586618</pub-id></citation>
</ref>
<ref id="ref9">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cheng</surname> <given-names>S. W. K.</given-names></name> <name><surname>Ting</surname> <given-names>A. C. W.</given-names></name> <name><surname>Wong</surname> <given-names>J.</given-names></name></person-group> (<year>1997</year>). <article-title>Fasting total plasma homocysteine and atherosclerotic peripheral vascular disease</article-title>. <source>Ann. Vasc. Surg.</source> <volume>11</volume>, <fpage>217</fpage>&#x2013;<lpage>223</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s100169900037</pub-id>, PMID: <pub-id pub-id-type="pmid">9140594</pub-id></citation>
</ref>
<ref id="ref10">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Clarke</surname> <given-names>R.</given-names></name> <name><surname>Halsey</surname> <given-names>J.</given-names></name> <name><surname>Lewington</surname> <given-names>S.</given-names></name> <name><surname>Lonn</surname> <given-names>E.</given-names></name> <name><surname>Armitage</surname> <given-names>J.</given-names></name> <name><surname>Manson</surname> <given-names>J. A. E.</given-names></name> <etal/></person-group>. (<year>2010</year>). <article-title>Effects of lowering homocysteine levels with B vitamins on cardiovascular disease, cancer, and cause-specific mortality: meta-analysis of 8 randomized trials involving 37 485 individuals</article-title>. <source>Arch. Intern. Med.</source> <volume>170</volume>, <fpage>1622</fpage>&#x2013;<lpage>1631</lpage>. doi: <pub-id pub-id-type="doi">10.1001/archinternmed.2010.348</pub-id>, PMID: <pub-id pub-id-type="pmid">20937919</pub-id></citation>
</ref>
<ref id="ref11">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Clegg</surname> <given-names>A.</given-names></name> <name><surname>Young</surname> <given-names>J.</given-names></name> <name><surname>Iliffe</surname> <given-names>S.</given-names></name> <name><surname>Rikkert</surname> <given-names>M. O.</given-names></name> <name><surname>Rockwood</surname> <given-names>K.</given-names></name></person-group> (<year>2013</year>). <article-title>Frailty in elderly people</article-title>. <source>Lancet</source> <volume>381</volume>, <fpage>752</fpage>&#x2013;<lpage>762</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0140-6736(12)62167-9</pub-id>, PMID: <pub-id pub-id-type="pmid">23395245</pub-id></citation>
</ref>
<ref id="ref12">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dangour</surname> <given-names>A. D.</given-names></name> <name><surname>Breeze</surname> <given-names>E.</given-names></name> <name><surname>Clarke</surname> <given-names>R.</given-names></name> <name><surname>Shetty</surname> <given-names>P. S.</given-names></name> <name><surname>Uauy</surname> <given-names>R.</given-names></name> <name><surname>Fletcher</surname> <given-names>A. E.</given-names></name></person-group> (<year>2008</year>). <article-title>Plasma homocysteine, but not folate or vitamin B-12, predicts mortality in older people in the United Kingdom</article-title>. <source>J. Nutr.</source> <volume>138</volume>, <fpage>1121</fpage>&#x2013;<lpage>1128</lpage>. doi: <pub-id pub-id-type="doi">10.1093/jn/138.6.1121</pub-id></citation>
</ref>
<ref id="ref13">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Debreceni</surname> <given-names>B.</given-names></name> <name><surname>Debreceni</surname> <given-names>L.</given-names></name></person-group> (<year>2012</year>). <article-title>Why do Homocysteine-lowering B vitamin and antioxidant E vitamin supplementations appear to be ineffective in the prevention of cardiovascular diseases?</article-title> <source>Cardiovasc. Ther.</source> <volume>30</volume>, <fpage>227</fpage>&#x2013;<lpage>233</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1755-5922.2011.00266.x</pub-id>, PMID: <pub-id pub-id-type="pmid">21884001</pub-id></citation>
</ref>
<ref id="ref14">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dent</surname> <given-names>E.</given-names></name> <name><surname>Kowal</surname> <given-names>P.</given-names></name> <name><surname>Hoogendijk</surname> <given-names>E. O.</given-names></name></person-group> (<year>2016</year>). <article-title>Frailty measurement in research and clinical practice: A review</article-title>. <source>Eur. J. Intern. Med.</source> <volume>31</volume>, <fpage>3</fpage>&#x2013;<lpage>10</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ejim.2016.03.007</pub-id>, PMID: <pub-id pub-id-type="pmid">27039014</pub-id></citation>
</ref>
<ref id="ref15">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fried</surname> <given-names>L. P.</given-names></name> <name><surname>Tangen</surname> <given-names>C. M.</given-names></name> <name><surname>Walston</surname> <given-names>J.</given-names></name> <name><surname>Newman</surname> <given-names>A. B.</given-names></name> <name><surname>Hirsch</surname> <given-names>C.</given-names></name> <name><surname>Gottdiener</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2001</year>). <article-title>Frailty in older adults: evidence for a phenotype. Journals Gerontol. - Ser</article-title>. <source>A Biol. Sci. Med. Sci.</source> <volume>56</volume>, <fpage>M146</fpage>&#x2013;<lpage>M157</lpage>. doi: <pub-id pub-id-type="doi">10.1093/gerona/56.3.m146</pub-id></citation>
</ref>
<ref id="ref16">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fukagawa</surname> <given-names>N. K.</given-names></name> <name><surname>Martin</surname> <given-names>J. M.</given-names></name> <name><surname>Wurthmann</surname> <given-names>A.</given-names></name> <name><surname>Prue</surname> <given-names>A. H.</given-names></name> <name><surname>Ebenstein</surname> <given-names>D.</given-names></name> <name><surname>O&#x2019;Rourke</surname> <given-names>B.</given-names></name></person-group> (<year>2000</year>). <article-title>Sex-related differences in methionine metabolism and plasma homocysteine concentrations</article-title>. <source>Am. J. Clin. Nutr.</source> <volume>72</volume>, <fpage>22</fpage>&#x2013;<lpage>29</lpage>. doi: <pub-id pub-id-type="doi">10.1093/ajcn/72.1.22</pub-id>, PMID: <pub-id pub-id-type="pmid">10871556</pub-id></citation>
</ref>
<ref id="ref17">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fuso</surname> <given-names>A.</given-names></name> <name><surname>Seminara</surname> <given-names>L.</given-names></name> <name><surname>Cavallaro</surname> <given-names>R. A.</given-names></name> <name><surname>D&#x2019;Anselmi</surname> <given-names>F.</given-names></name> <name><surname>Scarpa</surname> <given-names>S.</given-names></name></person-group> (<year>2005</year>). <article-title>S-adenosylmethionine/homocysteine cycle alterations modify DNA methylation status with consequent deregulation of PS1 and BACE and beta-amyloid production</article-title>. <source>Mol. Cell. Neurosci.</source> <volume>28</volume>, <fpage>195</fpage>&#x2013;<lpage>204</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.mcn.2004.09.007</pub-id>, PMID: <pub-id pub-id-type="pmid">15607954</pub-id></citation>
</ref>
<ref id="ref18">
<citation citation-type="confproc"><person-group person-group-type="author"><name><surname>Green</surname> <given-names>R.</given-names></name></person-group> (<year>2008</year>). <article-title>Indicators for assessing folate and vitamin B12 status and for monitoring the efficacy of intervention strategies</article-title>. <source>Food Nutr. Bull</source>. <volume>29</volume> <italic>(Suppl. 2)</italic>, <fpage>S52</fpage>-<lpage>S63</lpage>. doi: <pub-id pub-id-type="doi">10.1177/15648265080292S108</pub-id>, PMID: <pub-id pub-id-type="pmid">18709881</pub-id></citation>
</ref>
<ref id="ref19">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guaita</surname> <given-names>A.</given-names></name> <name><surname>Colombo</surname> <given-names>M.</given-names></name> <name><surname>Vaccaro</surname> <given-names>R.</given-names></name> <name><surname>Fossi</surname> <given-names>S.</given-names></name> <name><surname>Vitali</surname> <given-names>S. F. S. F.</given-names></name> <name><surname>Forloni</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2013</year>). <article-title>Brain aging and dementia during the transition from late adulthood to old age: design and methodology of the &#x201C;invece.Ab&#x201D; population-based study</article-title>. <source>BMC Geriatr.</source> <volume>13</volume>, <fpage>1</fpage>. doi: <pub-id pub-id-type="doi">10.1186/1471-2318-13-98</pub-id>, PMID: <pub-id pub-id-type="pmid">24063518</pub-id></citation>
</ref>
<ref id="ref20">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ho</surname> <given-names>P. I.</given-names></name> <name><surname>Ortiz</surname> <given-names>D.</given-names></name> <name><surname>Rogers</surname> <given-names>E.</given-names></name> <name><surname>Shea</surname> <given-names>T. B.</given-names></name></person-group> (<year>2002</year>). <article-title>Multiple aspects of homocysteine neurotoxicity: glutamate excitotoxicity, kinase hyperactivation and DNA damage</article-title>. <source>J. Neurosci. Res.</source> <volume>70</volume>, <fpage>694</fpage>&#x2013;<lpage>702</lpage>. doi: <pub-id pub-id-type="doi">10.1002/jnr.10416</pub-id>, PMID: <pub-id pub-id-type="pmid">12424737</pub-id></citation>
</ref>
<ref id="ref21">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ho</surname> <given-names>Y.-Y.</given-names></name> <name><surname>Matteini</surname> <given-names>A. M.</given-names></name> <name><surname>Beamer</surname> <given-names>B.</given-names></name> <name><surname>Fried</surname> <given-names>L.</given-names></name> <name><surname>Xue</surname> <given-names>Q.</given-names></name> <name><surname>Arking</surname> <given-names>D. E.</given-names></name> <etal/></person-group>. (<year>2011</year>). <article-title>Exploring biologically relevant pathways in frailty</article-title>. <source>J. Gerontol. A Biol. Sci. Med. Sci.</source> <volume>66</volume>, <fpage>975</fpage>&#x2013;<lpage>979</lpage>. doi: <pub-id pub-id-type="doi">10.1093/gerona/glr061</pub-id>, PMID: <pub-id pub-id-type="pmid">21743092</pub-id></citation>
</ref>
<ref id="ref22">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hwang</surname> <given-names>A. C.</given-names></name> <name><surname>Liu</surname> <given-names>L. K.</given-names></name> <name><surname>Lee</surname> <given-names>W. J.</given-names></name> <name><surname>Chen</surname> <given-names>L. Y.</given-names></name> <name><surname>Peng</surname> <given-names>L. N.</given-names></name> <name><surname>Lin</surname> <given-names>M. H.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Association of frailty and cardiometabolic risk among community-dwelling middle-aged and older people: results from the I-Lan longitudinal aging study</article-title>. <source>Rejuvenation Res.</source> <volume>18</volume>, <fpage>564</fpage>&#x2013;<lpage>572</lpage>. doi: <pub-id pub-id-type="doi">10.1089/rej.2015.1699</pub-id>, PMID: <pub-id pub-id-type="pmid">26556635</pub-id></citation>
</ref>
<ref id="ref23">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jacobsen</surname> <given-names>D. W.</given-names></name></person-group> (<year>2000</year>). <article-title>Hyperhomocysteinemia and oxidative stress time for a reality check?</article-title> <source>Arterioscler. Thromb. Vasc. Biol.</source> <volume>20</volume>, <fpage>1182</fpage>&#x2013;<lpage>1184</lpage>. doi: <pub-id pub-id-type="doi">10.1161/01.ATV.20.5.1182</pub-id></citation>
</ref>
<ref id="ref24">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jacques</surname> <given-names>P. F.</given-names></name> <name><surname>Rosenberg</surname> <given-names>I. H.</given-names></name> <name><surname>Rogers</surname> <given-names>G.</given-names></name> <name><surname>Selhub</surname> <given-names>J.</given-names></name> <name><surname>Bowman</surname> <given-names>B. A.</given-names></name> <name><surname>Gunter</surname> <given-names>E. W.</given-names></name> <etal/></person-group>. (<year>1999</year>). <article-title>Serum total homocysteine concentrations in adolescent and adult Americans: results from the third National Health and nutrition examination survey</article-title>. <source>Am. J. Clin. Nutr.</source> <volume>69</volume>, <fpage>482</fpage>&#x2013;<lpage>489</lpage>. doi: <pub-id pub-id-type="doi">10.1093/ajcn/69.3.482</pub-id>, PMID: <pub-id pub-id-type="pmid">10075334</pub-id></citation>
</ref>
<ref id="ref25">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kark</surname> <given-names>J. D.</given-names></name> <name><surname>Selhub</surname> <given-names>J.</given-names></name> <name><surname>Adler</surname> <given-names>B.</given-names></name> <name><surname>Gofin</surname> <given-names>J.</given-names></name> <name><surname>Abramson</surname> <given-names>J. H.</given-names></name> <name><surname>Friedman</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>1999</year>). <article-title>Nonfasting plasma total homocysteine level and mortality in middle-aged and elderly men and women in Jerusalem</article-title>. <source>Ann. Intern. Med.</source> <volume>131</volume>, <fpage>321</fpage>&#x2013;<lpage>330</lpage>. doi: <pub-id pub-id-type="doi">10.7326/0003-4819-131-5-199909070-00002</pub-id>, PMID: <pub-id pub-id-type="pmid">10475884</pub-id></citation>
</ref>
<ref id="ref26">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ma</surname> <given-names>T.</given-names></name> <name><surname>Sun</surname> <given-names>X. H.</given-names></name> <name><surname>Yao</surname> <given-names>S.</given-names></name> <name><surname>Chen</surname> <given-names>Z. K.</given-names></name> <name><surname>Zhang</surname> <given-names>J. F.</given-names></name> <name><surname>Xu</surname> <given-names>W. D.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Genetic variants of Homocysteine metabolism, Homocysteine, and frailty - Rugao longevity and ageing study</article-title>. <source>J. Nutr. Heal. Aging</source> <volume>24</volume>, <fpage>198</fpage>&#x2013;<lpage>204</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12603-019-1304-9</pub-id>, PMID: <pub-id pub-id-type="pmid">32003411</pub-id></citation>
</ref>
<ref id="ref27">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Matteini</surname> <given-names>A. M.</given-names></name> <name><surname>Walston</surname> <given-names>J. D.</given-names></name> <name><surname>Fallin</surname> <given-names>M. D.</given-names></name> <name><surname>Bandeen-Roche</surname> <given-names>K.</given-names></name> <name><surname>Kao</surname> <given-names>W. H. L.</given-names></name> <name><surname>Semba</surname> <given-names>R. D.</given-names></name> <etal/></person-group>. (<year>2008</year>). <article-title>Markers of B-vitamin deficiency and frailty in older women</article-title>. <source>J. Nutr. Heal. Aging</source> <volume>12</volume>, <fpage>303</fpage>&#x2013;<lpage>308</lpage>. doi: <pub-id pub-id-type="doi">10.1007/BF02982659</pub-id>, PMID: <pub-id pub-id-type="pmid">18443711</pub-id></citation>
</ref>
<ref id="ref28">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>McMahon</surname> <given-names>J. A.</given-names></name> <name><surname>Green</surname> <given-names>T. J.</given-names></name> <name><surname>Skeaff</surname> <given-names>C. M.</given-names></name> <name><surname>Knight</surname> <given-names>R. G.</given-names></name> <name><surname>Mann</surname> <given-names>J. I.</given-names></name> <name><surname>Williams</surname> <given-names>S. M.</given-names></name></person-group> (<year>2006</year>). <article-title>A controlled trial of Homocysteine lowering and cognitive performance</article-title>. <source>N. Engl. J. Med.</source> <volume>354</volume>, <fpage>2764</fpage>&#x2013;<lpage>2772</lpage>. doi: <pub-id pub-id-type="doi">10.1056/nejmoa054025</pub-id>, PMID: <pub-id pub-id-type="pmid">16807413</pub-id></citation>
</ref>
<ref id="ref29">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mendon&#x00E7;a</surname> <given-names>N. R. D.</given-names></name> <name><surname>Jagger</surname> <given-names>C.</given-names></name> <name><surname>Granic</surname> <given-names>A.</given-names></name> <name><surname>Martin-Ruiz</surname> <given-names>C.</given-names></name> <name><surname>Mathers</surname> <given-names>J. C.</given-names></name> <name><surname>Seal</surname> <given-names>C. J.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Elevatedtotalhomocysteineinallparticipantsandplasma vitamin B12 concentrations in women are associated with all-cause and cardiovascular mortality in the very old: The Newcastle 85+ study. Journals Gerontol. - Ser</article-title>. <source>A Biol. Sci. Med. Sci.</source> <volume>73</volume>, <fpage>1258</fpage>&#x2013;<lpage>1264</lpage>. doi: <pub-id pub-id-type="doi">10.1093/gerona/gly035</pub-id>, PMID: <pub-id pub-id-type="pmid">29529168</pub-id></citation>
</ref>
<ref id="ref30">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Michelon</surname> <given-names>E.</given-names></name> <name><surname>Blaum</surname> <given-names>C.</given-names></name> <name><surname>Semba</surname> <given-names>R. D.</given-names></name> <name><surname>Xue</surname> <given-names>Q. L.</given-names></name> <name><surname>Ricks</surname> <given-names>M. O.</given-names></name> <name><surname>Fried</surname> <given-names>L. P.</given-names></name></person-group> (<year>2006</year>). <article-title>Vitamin and carotenoid status in older women: associations with the frailty syndrome. Journals Gerontol. - Ser. A biol. Sci</article-title>. <source>Med. Sci.</source> <volume>61</volume>, <fpage>600</fpage>&#x2013;<lpage>607</lpage>. doi: <pub-id pub-id-type="doi">10.1093/gerona/61.6.600</pub-id></citation>
</ref>
<ref id="ref31">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Mitnitski</surname> <given-names>A. B.</given-names></name> <name><surname>Mogilner</surname> <given-names>A. J.</given-names></name> <name><surname>Rockwood</surname> <given-names>K.</given-names></name></person-group> (<year>2001</year>). <source>Accumulation of deficits as a proxy measure of aging</source>. <publisher-loc>Sci</publisher-loc>. <publisher-name>World J</publisher-name>. <volume>1</volume>, <fpage>323</fpage>&#x2013;<lpage>336</lpage>. doi: <pub-id pub-id-type="doi">10.1100/tsw.2001.58</pub-id>, PMID: <pub-id pub-id-type="pmid">12806071</pub-id></citation>
</ref>
<ref id="ref32">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moustapha</surname> <given-names>A.</given-names></name> <name><surname>Robinson</surname> <given-names>K.</given-names></name></person-group> (<year>1998</year>). <article-title>High plasma homocysteine: A risk factor for vascular disease in the elderly</article-title>. <source>Coron. Artery Dis.</source> <volume>9</volume>, <fpage>725</fpage>&#x2013;<lpage>730</lpage>. doi: <pub-id pub-id-type="doi">10.1097/00019501-199809110-00004</pub-id></citation>
</ref>
<ref id="ref33">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ostrakhovitch</surname> <given-names>E. A.</given-names></name> <name><surname>Tabibzadeh</surname> <given-names>S.</given-names></name></person-group> (<year>2019</year>). <article-title>Homocysteine and age-associated disorders</article-title>. <source>Ageing Res. Rev.</source> <volume>49</volume>, <fpage>144</fpage>&#x2013;<lpage>164</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.arr.2018.10.010</pub-id>, PMID: <pub-id pub-id-type="pmid">30391754</pub-id></citation>
</ref>
<ref id="ref34">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pansarasa</surname> <given-names>O.</given-names></name> <name><surname>Pistono</surname> <given-names>C.</given-names></name> <name><surname>Davin</surname> <given-names>A.</given-names></name> <name><surname>Bordoni</surname> <given-names>M.</given-names></name> <name><surname>Mimmi</surname> <given-names>M. C. M. C.</given-names></name> <name><surname>Guaita</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Altered immune system in frailty: genetics and diet may influence inflammation</article-title>. <source>Ageing Res. Rev.</source> <volume>54</volume>, <fpage>100935</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.arr.2019.100935</pub-id>, PMID: <pub-id pub-id-type="pmid">31326616</pub-id></citation>
</ref>
<ref id="ref35">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Perez</surname> <given-names>F. P.</given-names></name> <name><surname>Ilie</surname> <given-names>J. I.</given-names></name> <name><surname>Zhou</surname> <given-names>X.</given-names></name> <name><surname>Feinstein</surname> <given-names>D.</given-names></name> <name><surname>Jurivich</surname> <given-names>D. A.</given-names></name></person-group> (<year>2007</year>). <article-title>Pathomolecular effects of homocysteine on the aging process: A new theory of aging</article-title>. <source>Med. Hypotheses</source> <volume>69</volume>, <fpage>149</fpage>&#x2013;<lpage>160</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.mehy.2006.10.056</pub-id>, PMID: <pub-id pub-id-type="pmid">17208383</pub-id></citation>
</ref>
<ref id="ref36">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Polito</surname> <given-names>L.</given-names></name> <name><surname>Poloni</surname> <given-names>T. E.</given-names></name> <name><surname>Vaccaro</surname> <given-names>R.</given-names></name> <name><surname>Abbondanza</surname> <given-names>S.</given-names></name> <name><surname>Mangieri</surname> <given-names>M.</given-names></name> <name><surname>Davin</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>High homocysteine and epistasis between MTHFR and APOE: association with cognitive performance in the elderly</article-title>. <source>Exp. Gerontol.</source> <volume>76</volume>, <fpage>9</fpage>&#x2013;<lpage>16</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.exger.2016.01.005</pub-id>, PMID: <pub-id pub-id-type="pmid">26774227</pub-id></citation>
</ref>
<ref id="ref37">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rasmussen</surname> <given-names>K.</given-names></name> <name><surname>Moller</surname> <given-names>J.</given-names></name></person-group> (<year>2000</year>). <article-title>Total homocysteine measurement in clinical practice</article-title>. <source>Ann. Clin. Biochem.</source> <volume>37</volume>, <fpage>627</fpage>&#x2013;<lpage>648</lpage>. doi: <pub-id pub-id-type="doi">10.1258/0004563001899915</pub-id>, PMID: <pub-id pub-id-type="pmid">11026516</pub-id></citation>
</ref>
<ref id="ref38">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Refsum</surname> <given-names>H.</given-names></name> <name><surname>Smith</surname> <given-names>A. D.</given-names></name> <name><surname>Ueland</surname> <given-names>P. M.</given-names></name> <name><surname>Nexo</surname> <given-names>E.</given-names></name> <name><surname>Clarke</surname> <given-names>R.</given-names></name> <name><surname>McPartlin</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2004</year>). <article-title>Facts and recommendations about Total Homocysteine determinations: An expert opinion</article-title>. <source>Clin. Chem.</source> <volume>50</volume>, <fpage>3</fpage>&#x2013;<lpage>32</lpage>. doi: <pub-id pub-id-type="doi">10.1373/clinchem.2003.021634</pub-id>, PMID: <pub-id pub-id-type="pmid">14709635</pub-id></citation>
</ref>
<ref id="ref39">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rockwood</surname> <given-names>K.</given-names></name> <name><surname>Andrew</surname> <given-names>M.</given-names></name> <name><surname>Mitnitski</surname> <given-names>A.</given-names></name></person-group> (<year>2007</year>). <article-title>A comparison of two approaches to measuring frailty in elderly people</article-title>. <source>Journals Gerontol. - Ser. A Biol. Sci. Med. Sci.</source> <volume>62</volume>, <fpage>738</fpage>&#x2013;<lpage>743</lpage>. doi: <pub-id pub-id-type="doi">10.1093/gerona/62.7.738</pub-id>, PMID: <pub-id pub-id-type="pmid">17634321</pub-id></citation>
</ref>
<ref id="ref40">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roostaei</surname> <given-names>T.</given-names></name> <name><surname>Felsky</surname> <given-names>D.</given-names></name> <name><surname>Nazeri</surname> <given-names>A.</given-names></name> <name><surname>De Jager</surname> <given-names>P. L.</given-names></name> <name><surname>Schneider</surname> <given-names>J. A.</given-names></name> <name><surname>Bennett</surname> <given-names>D. A.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Genetic influence of plasma homocysteine on Alzheimer&#x2019;s disease</article-title>. <source>Neurobiol. Aging</source> <volume>62</volume>, <fpage>243.e7</fpage>&#x2013;<lpage>243.e14</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.neurobiolaging.2017.09.033</pub-id>, PMID: <pub-id pub-id-type="pmid">29102475</pub-id></citation>
</ref>
<ref id="ref41">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Searle</surname> <given-names>S. D.</given-names></name> <name><surname>Mitnitski</surname> <given-names>A.</given-names></name> <name><surname>Gahbauer</surname> <given-names>E. A.</given-names></name> <name><surname>Gill</surname> <given-names>T. M.</given-names></name> <name><surname>Rockwood</surname> <given-names>K.</given-names></name></person-group> (<year>2008</year>). <article-title>A standard procedure for creating a frailty index</article-title>. <source>BMC Geriatr.</source> <volume>8</volume>. doi: <pub-id pub-id-type="doi">10.1186/1471-2318-8-24</pub-id>, PMID: <pub-id pub-id-type="pmid">18826625</pub-id></citation>
</ref>
<ref id="ref42">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Semba</surname> <given-names>R. D.</given-names></name> <name><surname>Bartali</surname> <given-names>B.</given-names></name> <name><surname>Zhou</surname> <given-names>J.</given-names></name> <name><surname>Blaum</surname> <given-names>C.</given-names></name> <name><surname>Ko</surname> <given-names>C. W.</given-names></name> <name><surname>Fried</surname> <given-names>L. P.</given-names></name></person-group> (<year>2006</year>). <article-title>Low serum micronutrient concentrations predict frailty among older women living in the community. Journals Gerontol. - Ser. A biol. Sci</article-title>. <source>Med. Sci.</source> <volume>61</volume>, <fpage>594</fpage>&#x2013;<lpage>599</lpage>. doi: <pub-id pub-id-type="doi">10.1093/gerona/61.6.594</pub-id></citation>
</ref>
<ref id="ref43">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Song</surname> <given-names>X.</given-names></name> <name><surname>Mitnitski</surname> <given-names>A.</given-names></name> <name><surname>Rockwood</surname> <given-names>K.</given-names></name></person-group> (<year>2010</year>). <article-title>Prevalence and 10-year outcomes of frailty in older adults in relation to deficit accumulation</article-title>. <source>J. Am. Geriatr. Soc.</source> <volume>58</volume>, <fpage>681</fpage>&#x2013;<lpage>687</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1532-5415.2010.02764.x</pub-id>, PMID: <pub-id pub-id-type="pmid">20345864</pub-id></citation>
</ref>
<ref id="ref44">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Swart</surname> <given-names>K. M. A.</given-names></name> <name><surname>Van Schoor</surname> <given-names>N. M.</given-names></name> <name><surname>Heymans</surname> <given-names>M. W.</given-names></name> <name><surname>Schaap</surname> <given-names>L. A.</given-names></name> <name><surname>Den Heijer</surname> <given-names>M.</given-names></name> <name><surname>Lips</surname> <given-names>P.</given-names></name></person-group> (<year>2013</year>). <article-title>Elevated homocysteine levels are associated with low muscle strength and functional limitations in older persons</article-title>. <source>J. Nutr. Heal. Aging</source> <volume>17</volume>, <fpage>578</fpage>&#x2013;<lpage>584</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12603-013-0047-2</pub-id>, PMID: <pub-id pub-id-type="pmid">23732556</pub-id></citation>
</ref>
<ref id="ref45">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Topinkov&#x00E1;</surname> <given-names>E.</given-names></name></person-group> (<year>2008</year>). <article-title>Aging, disability and frailty</article-title>. <source>Ann. Nutr. Metab.</source> <volume>52</volume>, <fpage>6</fpage>&#x2013;<lpage>11</lpage>. doi: <pub-id pub-id-type="doi">10.1159/000115340</pub-id></citation>
</ref>
<ref id="ref46">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>van Kan</surname> <given-names>G. A.</given-names></name> <name><surname>Rolland</surname> <given-names>Y. M.</given-names></name> <name><surname>Morley</surname> <given-names>J. E.</given-names></name> <name><surname>Vellas</surname> <given-names>B.</given-names></name></person-group> (<year>2008</year>). <article-title>Frailty: Toward a clinical definition</article-title>. <source>J. Am. Med. Dir. Assoc.</source> <volume>9</volume>, <fpage>71</fpage>&#x2013;<lpage>72</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jamda.2007.11.005</pub-id></citation>
</ref>
<ref id="ref47">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vollset</surname> <given-names>S. E.</given-names></name> <name><surname>Refsum</surname> <given-names>H.</given-names></name> <name><surname>Tverdal</surname> <given-names>A.</given-names></name> <name><surname>Nyg&#x00E5;rd</surname> <given-names>O.</given-names></name> <name><surname>Nordrehaug</surname> <given-names>J. E.</given-names></name> <name><surname>Tell</surname> <given-names>G. S.</given-names></name> <etal/></person-group>. (<year>2001</year>). <article-title>Plasma total homocysteine and cardiovascular and noncardiovascular mortality: The Hordaland Homocysteine study</article-title>. <source>Am. J. Clin. Nutr.</source> <volume>74</volume>, <fpage>130</fpage>&#x2013;<lpage>136</lpage>. doi: <pub-id pub-id-type="doi">10.1093/ajcn/74.1.130</pub-id>, PMID: <pub-id pub-id-type="pmid">11451728</pub-id></citation>
</ref>
<ref id="ref48">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wong</surname> <given-names>Y. Y. E.</given-names></name> <name><surname>Almeida</surname> <given-names>O. P.</given-names></name> <name><surname>McCaul</surname> <given-names>K. A.</given-names></name> <name><surname>Yeap</surname> <given-names>B. B.</given-names></name> <name><surname>Hankey</surname> <given-names>G. J.</given-names></name> <name><surname>Flicker</surname> <given-names>L.</given-names></name></person-group> (<year>2013</year>). <article-title>Homocysteine, frailty, and all-cause mortality in older men: The health in men study. Journals Gerontol. - Ser</article-title>. <source>A Biol. Sci. Med. Sci.</source> <volume>68</volume>, <fpage>590</fpage>&#x2013;<lpage>598</lpage>. doi: <pub-id pub-id-type="doi">10.1093/gerona/gls211</pub-id></citation>
</ref>
<ref id="ref49">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xu</surname> <given-names>R.</given-names></name> <name><surname>Huang</surname> <given-names>F.</given-names></name> <name><surname>Wang</surname> <given-names>Y.</given-names></name> <name><surname>Liu</surname> <given-names>Q.</given-names></name> <name><surname>Lv</surname> <given-names>Y.</given-names></name> <name><surname>Zhang</surname> <given-names>Q.</given-names></name></person-group> (<year>2020</year>). <article-title>Gender- and age-related differences in homocysteine concentration: a cross-sectional study of the general population of China</article-title>. <source>Sci. Rep.</source> <volume>10</volume>, <fpage>17401</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-020-74596-7</pub-id>, PMID: <pub-id pub-id-type="pmid">33060744</pub-id></citation>
</ref>
<ref id="ref50">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>C.</given-names></name> <name><surname>Cai</surname> <given-names>Y.</given-names></name> <name><surname>Adachi</surname> <given-names>M. T.</given-names></name> <name><surname>Oshiro</surname> <given-names>S.</given-names></name> <name><surname>Aso</surname> <given-names>T.</given-names></name> <name><surname>Kaufman</surname> <given-names>R. J.</given-names></name> <etal/></person-group>. (<year>2001</year>). <article-title>Homocysteine induces programmed cell death in human vascular endothelial cells through activation of the unfolded protein response</article-title>. <source>J. Biol. Chem.</source> <volume>276</volume>, <fpage>35867</fpage>&#x2013;<lpage>35874</lpage>. doi: <pub-id pub-id-type="doi">10.1074/jbc.M100747200</pub-id>, PMID: <pub-id pub-id-type="pmid">11447214</pub-id></citation>
</ref>
<ref id="ref51">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhuo</surname> <given-names>J. M.</given-names></name> <name><surname>Wang</surname> <given-names>H.</given-names></name> <name><surname>Pratic&#x00F2;</surname> <given-names>D.</given-names></name></person-group> (<year>2011</year>). <article-title>Is hyperhomocysteinemia an Alzheimer&#x2019;s disease (AD) risk factor, an AD marker, or neither? Trends Pharmacol</article-title>. <source>Sci.</source> <volume>32</volume>, <fpage>562</fpage>&#x2013;<lpage>571</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tips.2011.05.003</pub-id>, PMID: <pub-id pub-id-type="pmid">21684021</pub-id></citation>
</ref>
</ref-list>
</back>
</article>