<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Aging Neurosci.</journal-id>
<journal-title>Frontiers in Aging Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Aging Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1663-4365</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnagi.2022.977515</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Plasma biomarkers and their correlation in adult children of parents with Alzheimer&#x2019;s disease</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Huang</surname> <given-names>Ling-Chun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1882325/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Ming-Hui</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Chuu</surname> <given-names>Chih-Pin</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Kuan-Ying</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1442554/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Hour</surname> <given-names>Tzyh-Chyuan</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Yang</surname> <given-names>Yuan-Han</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/942340/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Neurology, Kaohsiung Municipal Ta-Tung Hospital, Kaohsiung Medical University</institution>, <addr-line>Kaohsiung City</addr-line>, <country>Taiwan</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Neurology, Kaohsiung Medical University Hospital</institution>, <addr-line>Kaohsiung City</addr-line>, <country>Taiwan</country></aff>
<aff id="aff3"><sup>3</sup><institution>Neuroscience Research Center, Kaohsiung Medical University</institution>, <addr-line>Kaohsiung City</addr-line>, <country>Taiwan</country></aff>
<aff id="aff4"><sup>4</sup><institution>Institute of Cellular and System Medicine, National Health Research Institutes, Zhunan</institution>, <addr-line>Miaoli County</addr-line>, <country>Taiwan</country></aff>
<aff id="aff5"><sup>5</sup><institution>Department of Biochemistry, College of Medicine, Kaohsiung Medical University</institution>, <addr-line>Kaohsiung City</addr-line>, <country>Taiwan</country></aff>
<aff id="aff6"><sup>6</sup><institution>Post-baccalaureate Medicine, Kaohsiung Medical University</institution>, <addr-line>Kaohsiung City</addr-line>, <country>Taiwan</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Anja Hviid Simonsen, Copenhagen University Hospital, Denmark</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Francesco Di Lorenzo, Santa Lucia Foundation (IRCCS), Italy; Miren Altuna, Fundacion CITA Alzheimer, Spain</p></fn>
<corresp id="c001">&#x002A;Correspondence: Yuan-Han Yang, <email>endlessyhy@gmail.com</email></corresp>
<fn fn-type="equal" id="fn002"><p><sup>&#x2020;</sup>These authors have contributed equally to this work</p></fn>
<fn fn-type="other" id="fn004"><p>This article was submitted to Alzheimer&#x2019;s Disease and Related Dementias, a section of the journal Frontiers in Aging Neuroscience</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>08</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>14</volume>
<elocation-id>977515</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>06</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>08</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Huang, Chen, Chuu, Li, Hour and Yang.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Huang, Chen, Chuu, Li, Hour and Yang</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>Family history (FH) of late-onset Alzheimer&#x2019;s disease (AD) is associated with changes in several cerebrospinal fluid (CSF) biomarkers in cognitively normal individuals. However, potential changes in plasma biomarkers remain unknown. This study aimed to evaluate potential plasma biomarkers and their correlation in cognitively normal adult children (AC) and to compare this data with their AD parents and unrelated non-demented controls (NC). Participants with dementia due to AD, their AC and NC were recruited. Plasma samples were assessed for amyloid beta (A&#x03B2;)<sub>1&#x2013;42</sub>, A&#x03B2;<sub>1&#x2013;40</sub>, total tau (T-tau) and phosphorylated tau (P-tau). Kruskal&#x2013;Wallis test was used for the comparison of this data between the three groups. Spearman rank correlation was used for evaluation of the correlations between A&#x03B2;<sub>1&#x2013;40</sub> and A&#x03B2;<sub>1&#x2013;42</sub>, and T-tau and P-tau in the AD and AC groups. A total of 99 subjects completed the assessment (30 had AD; 38 were AC group; and 31 were NC). Compared with the NC group, there were significantly higher levels of A&#x03B2;<sub>1&#x2013;40</sub>, P-tau, and P-tau/T-tau ratio, and lower levels of A&#x03B2;<sub>1&#x2013;42</sub> and A&#x03B2;<sub>1&#x2013;42</sub>/A&#x03B2;<sub>1&#x2013;40</sub> ratio in the AD and AC groups. The correlation between the level of A&#x03B2;<sub>1&#x2013;42</sub> and A&#x03B2;<sub>1&#x2013;40</sub> and level of T-tau and P-tau was only observed in the AC but not in the AD group. AC of AD parents demonstrate some indicators of AD like their parents. Disruption to the correlation between A&#x03B2; and tau in AD may be a biomarker for the development of AD in AC, which should be examined in a longitudinal cohort.</p>
</abstract>
<kwd-group>
<kwd>Alzheimer&#x2019;s disease</kwd>
<kwd>amyloid&#x2013;beta</kwd>
<kwd>tau</kwd>
<kwd>plasma biomarker</kwd>
<kwd>family history</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="37"/>
<page-count count="10"/>
<word-count count="5996"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Recent advances suggest that Alzheimer&#x2019;s disease (AD) has a lengthy period in which cerebral lesions gradually accumulate in the absence of clinical symptoms, eventually causing sufficient synaptic and neuronal damage that results in symptomatic AD (<xref ref-type="bibr" rid="B29">Price and Morris, 1999</xref>; <xref ref-type="bibr" rid="B30">Price et al., 2009</xref>; <xref ref-type="bibr" rid="B17">Jack et al., 2010</xref>). Potential disease-modifying therapies for AD may be most beneficial when initiated in the preclinical stage, before the occurrence of irreversible brain damage (<xref ref-type="bibr" rid="B8">Dubois et al., 2016</xref>). Therefore, it is crucial to increase the capacity to identify individuals at high risk for developing symptomatic AD not only for research purpose but in clinical practice. &#x201C;Antecedent Biomarkers of AD: The Adult Children Study (ACS)&#x201D; is a longitudinal study which has been conducted by Washington University since 2005; it aims to validate biological markers, imaging features, and other indicators of preclinical AD (<xref ref-type="bibr" rid="B5">Coats and Morris, 2005</xref>). This study revealed that family history (FH) for AD is associated with age-related changes in several cerebrospinal fluid (CSF) biomarkers in cognitively normal individuals, independent of the &#x03B5;4 allele of apolipoprotein E (APOE &#x03B5;4) (<xref ref-type="bibr" rid="B37">Xiong et al., 2011</xref>).</p>
<p>However, given the invasiveness of the CSF collection method, these biomarkers are not used extensively in clinical settings. Plasma is a more convenient and applicable biomarker, and increasing evidence has demonstrated the applicability of plasma biomarkers. Studies regarding the genetic risk of AD in Down syndrome showed higher concentrations of plasma amyloid beta (A&#x03B2;)<sub>1&#x2013;42</sub> in individuals with Down syndrome compared with the controls (<xref ref-type="bibr" rid="B24">Mengel et al., 2020</xref>; <xref ref-type="bibr" rid="B15">Hendrix et al., 2021</xref>). Higher levels of A&#x03B2;<sub>1&#x2013;42</sub> and a higher A&#x03B2;<sub>1&#x2013;42</sub>/A&#x03B2;<sub>1&#x2013;40</sub> ratio were noted in mutation carriers in the preclinical and clinical stages of autosomal-dominant AD (<xref ref-type="bibr" rid="B31">Quiroz et al., 2015</xref>). Plasma measurements of A&#x03B2; and tau are increasingly showing a positive predictive value for AD-related neuropathology in patients with mild cognitive impairment and AD (<xref ref-type="bibr" rid="B33">Risacher et al., 2019</xref>; <xref ref-type="bibr" rid="B22">Li et al., 2022</xref>). Meanwhile, plasma amyloid and tau levels may predict cognitive decline and subsequent AD dementia (<xref ref-type="bibr" rid="B35">van Oijen et al., 2006</xref>; <xref ref-type="bibr" rid="B14">Graff-Radford et al., 2007</xref>; <xref ref-type="bibr" rid="B1">Abdullah et al., 2009</xref>; <xref ref-type="bibr" rid="B4">Chouraki et al., 2015</xref>; <xref ref-type="bibr" rid="B19">Janelidze et al., 2020</xref>; <xref ref-type="bibr" rid="B27">Nam et al., 2020</xref>; <xref ref-type="bibr" rid="B6">Cullen et al., 2021</xref>).</p>
<p>Family history for AD as a risk factor for developing AD and cognitive decline has been well documented (<xref ref-type="bibr" rid="B16">Huang et al., 2004</xref>; <xref ref-type="bibr" rid="B20">Jayadev et al., 2008</xref>), and changes in CSF biomarkers in the adult children (AC) of parents with AD has been previously reported (<xref ref-type="bibr" rid="B37">Xiong et al., 2011</xref>). However, studies regarding the potential of plasma biomarkers in these AC are limited and most of them only focus on the level of A&#x03B2; compared with normal controls (<xref ref-type="bibr" rid="B10">Ertekin-Taner et al., 2001</xref>, <xref ref-type="bibr" rid="B11">2008</xref>). To the best of our knowledge, the plasma A&#x03B2;<sub>1&#x2013;42</sub>/A&#x03B2;<sub>1&#x2013;40</sub> ratio, total tau (T-tau) and tau phosphorylated at threonine 181 (P-tau 181) in this population and a comparison of these potential biomarkers between AC and their AD parents has not been previously addressed.</p>
<p>The A&#x03B2;<sub>1&#x2013;42</sub>/A&#x03B2;<sub>1&#x2013;40</sub> ratio is more strongly associated with tau and clinical progression than A&#x03B2;<sub>1&#x2013;42</sub> or A&#x03B2;<sub>1&#x2013;40</sub> alone (<xref ref-type="bibr" rid="B33">Risacher et al., 2019</xref>; <xref ref-type="bibr" rid="B7">Delaby et al., 2022</xref>). Therefore, we conducted the current study to evaluate the plasma biomarkers (A&#x03B2;<sub>1&#x2013;42</sub>, A&#x03B2;<sub>1&#x2013;40</sub>, A&#x03B2;<sub>1&#x2013;42</sub>/A&#x03B2;<sub>1&#x2013;40</sub> ratio, T-tau and P-tau 181) and their correlations in cognitively normal individuals with AD parents and compared this data with their parents and non-demented controls (NC) (unrelated controls). The hypothesis is that the AC of AD parents who potentially have AD, will demonstrate indicators of AD at a greater frequency than the normal controls and this will demonstrate that these plasma indicators are antecedent biomarkers of AD.</p>
</sec>
<sec id="S2">
<title>Materials and methods</title>
<sec id="S2.SS1">
<title>Recruitment of participants</title>
<p>From March 2020 patients with dementia due to AD, their AC and unrelated normal controls were recruited from the neurological outpatient department of Kaohsiung Municipal Ta-Tung Hospital, Southern Taiwan. We modified the Washington University ACS study (<xref ref-type="bibr" rid="B5">Coats and Morris, 2005</xref>) for use in Taiwan. The average age of dementia diagnosis in Taiwan is 79, while their children&#x2019;s age is around 55 (<xref ref-type="bibr" rid="B36">Wang et al., 2014</xref>). Participants aged 50&#x2013;74 years old who had at least one biological parent with probable AD followed up regularly at our outpatient department were recruited as the AC group. Participants with depression or those who already had dementia were excluded. Stable AD patients who had been receiving acetylcholinesterase inhibitors for at least 12 months were recruited as the AD group. The diagnosis of AD was based on the National Institute of Neurological and Communicative Disorders and Stroke-Alzheimer&#x2019;s Disease and Related Disorders Association (NINCDS-ADRDA) criteria (<xref ref-type="bibr" rid="B23">McKhann et al., 1984</xref>). Cognitively normal individuals without dementia, as determined by a Clinical Dementia Rating<sup>&#x00AE;</sup> (CDR<sup>&#x00AE;</sup>) (<xref ref-type="bibr" rid="B26">Morris, 1993</xref>) score of zero and an instrument of ascertainment of dementia 8 (AD8) (<xref ref-type="bibr" rid="B13">Galvin et al., 2005</xref>) score of &#x003C;2 conducted by an experienced physician and who did not have a FH of AD, were recruited as the NC group. The NC individuals recruited in our study were volunteers selected from outpatients at the neurology clinic. All the subjects enrolled were not carrying any pathological mutation responsible for AD or familial AD. The participants and their relatives were informed of the details of the study. The Kaohsiung Medical University Hospital Institutional Review Board [KMUHIRB-SV(I)-20190025 and KMUHIRB-G(I)-20210026] approved the study protocol and the participants provided written informed consent prior to their inclusion.</p>
</sec>
<sec id="S2.SS2">
<title>Cardiovascular risk factors</title>
<p>At baseline visits, a self-administered structured questionnaire was provided to collect sociodemographic information, medical history, and medication exposure. Total cholesterol and glucose levels were measured from venous blood after fasting for at least 8 h. A calibrated standard aneroid sphygmomanometer was used to measure blood pressure after resting for 5 min. Two measurements of blood pressure were taken, and the average of these two measurements was used for analysis. Hypertension was defined as systolic or diastolic blood pressure of &#x2265;140/90 mmHg or the use of antihypertensive medications. Diabetes was defined as a fasting blood glucose level of &#x2265;126 mg/dl or current treatment for diabetes. Hypercholesterolemia was defined as a serum total cholesterol level of &#x2265;200 mg/dl or the use of lipid-lowering medications. The Cardiovascular risk factors, aging, and incidence of dementia (CAIDE) dementia risk score was used to estimate the risk of dementia 20 years later, based on age, sex, education, systolic blood pressure, body mass index, total cholesterol, and physical activity (<xref ref-type="bibr" rid="B21">Kivipelto et al., 2006</xref>). No collected data were available for physical activity, and this variable was not included in the risk score. We used the version of CAIDE score calculated adding points for the presence of the APOE &#x03B5;4 allele (<xref ref-type="bibr" rid="B9">Enache et al., 2016</xref>). The maximum number of points for the version of CAIDE score was 17. The score was calculated for the participants in the AC and NC groups.</p>
</sec>
<sec id="S2.SS3">
<title>Clinical and cognitive assessments</title>
<p>A series of neuropsychological assessments were conducted for each recruited participant, including the AD8, Mini-Mental State Examination (MMSE) (<xref ref-type="bibr" rid="B12">Folstein et al., 1975</xref>), CDR and Center for Epidemiological Studies Depression Scale (CESD) (<xref ref-type="bibr" rid="B32">Radloff, 1977</xref>). These were used to evaluate the participant&#x2019;s clinical status, depression status, and cognitive function. The neuropsychological assessments were conducted by a senior neuropsychologist and an experienced physician based on information from a knowledgeable collateral source (usually a spouse or adult child).</p>
</sec>
<sec id="S2.SS4">
<title>DNA preparation</title>
<p>DNA was extracted from 5 ml whole blood which was collected in ethylenediaminetetraacetic acid (EDTA)-anticoagulated blood tubes. Genomic DNA was extracted using the PureLink&#x2122; Genomic DNA Mini kit (Invitrogen, Waltham, MS, United State, K1820-02), according to the manufacturer&#x2019;s guidelines. The isolated genomic DNA samples were stored at &#x2212;20&#x00B0;C prior to further analysis.</p>
</sec>
<sec id="S2.SS5">
<title>Apolipoprotein E genotyping</title>
<p>Apolipoprotein E genotyping was conducted for all participants. Genotyping was performed using a TaqMan-based real-time PCR assay (Applied Biosystems<sup>&#x00AE;</sup> by Life Technologies, N8010560). The APOE gene copy number was determined using Applied Biosystems&#x2019; commercially available TaqMan Copy Number Assays, Apolipoprotein C-I (Assay ID: C__3084793_20 and C__904973_10). For the TaqMan Single Nucleotide Polymorphism (SNP) Genotyping Assay, 3 &#x03BC;l of TaqMan Genotyping Master Mix (Applied Biosystems<sup>TM</sup>, Waltham, MS, United States, P/N: 4371355) and 1 &#x03BC;l of genomic DNA (10 ng/&#x03BC;l) were used. After a pre-PCR hold at 50&#x00B0;C for 2 min, 40 reaction cycles were performed using the Applied Biosystems 7,500 Real-Time PCR System (Applied Biosystems<sup>TM</sup>, Waltham, MS, United States) with the following thermal cycling conditions: hold at 95&#x00B0;C for 10 min for initial denaturation and enzyme activation, followed by 40 cycles of 95&#x00B0;C for 15 s and 60&#x00B0;C for 1 min.</p>
</sec>
<sec id="S2.SS6">
<title>Plasma sample for ELISA</title>
<p>Plasma samples were collected in EDTA vacutainers, which were centrifuged for 15 min at 4,000 rpm. After centrifugation, each sample was stored at &#x2212;80&#x00B0;C. All samples were incubated at room temperature before being measured. Quantification of A&#x03B2;<sub>1&#x2013;42</sub>, A&#x03B2;<sub>1&#x2013;40</sub>, T-tau, and P-tau 181 in the plasma was performed using specific ELISA kits (Human Amyloid &#x03B2; (1&#x2013;40) Assay Kit&#x2013;Invitrogen, code number KHB3481; Human Amyloid &#x03B2; (1&#x2013;42) Assay Kit&#x2013;Invitrogen, code number KHB3441; Human Tau (Total) Assay Kit&#x2013;Invitrogen, code number KHB0041) and Human Tau (pT181) Assay Kit&#x2013;Invitrogen, code number KHO0631). All assays were performed according to the manufacturer&#x2019;s instructions. All reagents were prepared at room temperature (20&#x2013;25&#x00B0;C) approximately 30 min before use.</p>
</sec>
<sec id="S2.SS7">
<title>Statistical analysis</title>
<p>Data was presented as the mean &#x00B1; standard deviation (SD), median (interquartile range) or proportion. For comparison between the AD, AC, and NC groups, the chi-squared test was used for categorical data, and the Kruskal&#x2013;Wallis test were used for continuous data. The Spearman&#x2019;s rank correlation test was used to evaluate the correlation of plasma A&#x03B2;<sub>1&#x2013;40</sub>, A&#x03B2;<sub>1&#x2013;42</sub>, T-tau, and P-tau in AD, AC and between these two groups. All analyses were performed using SPSS 26.0 (SPSS Inc., Chicago, IL, United States). A two-tailed <italic>P</italic>-value of &#x003C;0.05 was considered to indicate a statistically significant difference. Data were visualized using Prism 7 (Graphpad).</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Results</title>
<sec id="S3.SS1">
<title>Demographic characteristics of the participants</title>
<p><xref ref-type="table" rid="T1">Table 1</xref> presents the demographic characteristics, cognitive function, and cardiovascular risk factors of the participants. A total of 99 participants completed the assessments and 30 had AD; 38 were classified as being in the AC group; and 31 were in the NC group. Most of the participants were female (80% in the AD group; 92.1% in the AC group; and 64.5% in the NC group). As expected, the APOE &#x03B5;4 allele was significantly more frequent in the AD and AC groups (46.7% in the AD group; 39.5% in the AC group; and 16.1% in the NC group, <italic>p</italic> &#x003C; 0.001). The mean age in years was 82.6 &#x00B1; 6.2, 57.5 &#x00B1; 6.7, and 74.2 &#x00B1; 6.0 in the AD, AC, and NC groups, respectively. The mean educational level in years was 5.3 &#x00B1; 5.3, 13.7 &#x00B1; 3.7, and 10.5 &#x00B1; 3.8, respectively. The mean MMSE score was 13.6 &#x00B1; 7.2, 28.4 &#x00B1; 1.7, and 24.5 &#x00B1; 3.7, respectively. More participants in the AD group had hypertension than the other two groups. The CAIDE score was higher in NC group compared to AC group (7.9 &#x00B1; 2.3 vs. 6.2 &#x00B1; 2.0, <italic>p</italic> = 0.005).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Demographic and clinical characteristics of the study participants.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Characteristics</td>
<td valign="top" align="center">AD (<italic>n</italic> = 30)</td>
<td valign="top" align="center">AC (<italic>n</italic> = 38)</td>
<td valign="top" align="center">NC (<italic>n</italic> = 31)</td>
<td valign="top" align="center"><italic>P</italic>-value</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Gender, female (%)</td>
<td valign="top" align="center">24 (80.0)</td>
<td valign="top" align="center">35 (92.1)</td>
<td valign="top" align="center">20 (64.5)</td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left">APOE &#x03B5;4 positive (%)</td>
<td valign="top" align="center">14 (46.7)</td>
<td valign="top" align="center">15 (39.5)</td>
<td valign="top" align="center">5 (16.1)</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Age (years)</td>
<td valign="top" align="center">82.6 &#x00B1; 6.2</td>
<td valign="top" align="center">57.5 &#x00B1; 6.7</td>
<td valign="top" align="center">74.2 &#x00B1; 6.0</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Education (years)<xref ref-type="table-fn" rid="t1fn1"><sup>&#x2020;</sup></xref></td>
<td valign="top" align="center">5.3 &#x00B1; 5.3</td>
<td valign="top" align="center">13.7 &#x00B1; 3.7</td>
<td valign="top" align="center">10.5 &#x00B1; 3.8</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">MMSE<xref ref-type="table-fn" rid="t1fn1"><sup>&#x2021;</sup></xref></td>
<td valign="top" align="center">13.6 &#x00B1; 7.2</td>
<td valign="top" align="center">28.4 &#x00B1; 1.7</td>
<td valign="top" align="center">24.5 &#x00B1; 3.7</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Hypertension (%)</td>
<td valign="top" align="center">17 (56.7)</td>
<td valign="top" align="center">7 (18.4)</td>
<td valign="top" align="center">7 (22.6)</td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left">Diabetes (%)</td>
<td valign="top" align="center">10 (33.3)</td>
<td valign="top" align="center">5 (13.2)</td>
<td valign="top" align="center">4 (12.9)</td>
<td valign="top" align="center">0.062</td>
</tr>
<tr>
<td valign="top" align="left">Hypercholesterolemia (%)</td>
<td valign="top" align="center">14 (46.7)</td>
<td valign="top" align="center">8 (21.1)</td>
<td valign="top" align="center">13 (41.9)</td>
<td valign="top" align="center">0.059</td>
</tr>
<tr>
<td valign="top" align="left">CAIDE score</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">6.2 &#x00B1; 2.0</td>
<td valign="top" align="center">7.9 &#x00B1; 2.3</td>
<td valign="top" align="center">0.005</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t1fn1"><p>Data are shown as the mean &#x00B1; SD for quantitative variables and <italic>n</italic> (%) for qualitative variables. <italic>P</italic>-value for AD, AC, and NC group using analysis of chi-square (gender, APOE &#x03B5;4 positive, hypertension, diabetes and hypercholesterolemia) or Kruskal-Wallis tests. <sup>&#x2020;</sup>One participant missing data (1 AD). <sup>&#x2021;</sup>One participant missing data (1 AC). AD, Alzheimer&#x2019;s disease; AC, adult children; NC, non-demented control; APOE, apolipoprotein E; MMSE, Mini-Mental State Examination; CAIDE score, cardiovascular risk factors, aging, and incidence of dementia score.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS2">
<title>The level of plasma biomarkers in the Alzheimer&#x2019;s disease, adult children, and non-demented control groups</title>
<p>As shown in <xref ref-type="table" rid="T2">Table 2</xref>, <xref ref-type="fig" rid="F1">Figures 1</xref>, <xref ref-type="fig" rid="F2">2</xref>, and <xref ref-type="supplementary-material" rid="FS1">Supplementary Figures 1</xref>, <xref ref-type="supplementary-material" rid="FS1">2</xref>, there were significantly higher levels of A&#x03B2;<sub>1&#x2013;40</sub>, P-tau, and P-tau/T-tau ratio, and lower levels of A&#x03B2;<sub>1&#x2013;42</sub> and A&#x03B2;<sub>1&#x2013;42</sub>/A&#x03B2;<sub>1&#x2013;40</sub> ratio in the AD and AC groups, compared with the NC group. No significant differences in the levels of these biomarkers were noted between the AD and AC groups, except for a higher A&#x03B2;<sub>1&#x2013;40/</sub>T-tau ratio in the AD group (<italic>p</italic> = 0.019).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Plasma biomarker levels in the studied participants.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Biomarker</td>
<td valign="top" align="center">AD (<italic>n</italic> = 30)</td>
<td valign="top" align="center">AC (<italic>n</italic> = 38)</td>
<td valign="top" align="center">NC (<italic>n</italic> = 31)</td>
<td valign="top" align="center"><italic>P</italic>-value</td>
<td valign="top" align="center">Pairwise comparisons</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">A&#x03B2;<sub>1&#x2013;40</sub> (pg/mL)</td>
<td valign="top" align="center">69.6 (45.0-109.7)</td>
<td valign="top" align="center">38.9 (34.5-72.5)</td>
<td valign="top" align="center">22.7 (20.8-26.1)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">AD = AC &#x003E; NC</td>
</tr>
<tr>
<td valign="top" align="left">A&#x03B2;<sub>1&#x2013;42</sub> (pg/mL)</td>
<td valign="top" align="center">5.0 (3.5-6.7)</td>
<td valign="top" align="center">4.2 (3.2-5.0)</td>
<td valign="top" align="center">12.3 (8.8-18.1)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">AD = AC &#x003C; NC</td>
</tr>
<tr>
<td valign="top" align="left">T-tau (pg/mL)</td>
<td valign="top" align="center">608.1 (295.8&#x2013;868.2)</td>
<td valign="top" align="center">826.8 (547.2&#x2013;1,283.7)</td>
<td valign="top" align="center">582.6 (423.8&#x2013;805.6)</td>
<td valign="top" align="center">0.024</td>
<td valign="top" align="center">AD = AC = NC</td>
</tr>
<tr>
<td valign="top" align="left">P-tau 181 (pg/mL)</td>
<td valign="top" align="center">30.8 (28.7-34.9)</td>
<td valign="top" align="center">32.1 (29.2-45.6)</td>
<td valign="top" align="center">3.3 (3.1-3.6)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">AD = AC &#x003E; NC</td>
</tr>
<tr>
<td valign="top" align="left">A&#x03B2;<sub>1&#x2013;42</sub>/A&#x03B2;<sub>1&#x2013;40</sub></td>
<td valign="top" align="center">0.07 (0.04&#x2013;0.1)</td>
<td valign="top" align="center">0.08 (0.05&#x2013;0.12)</td>
<td valign="top" align="center">0.5 (0.4&#x2013;0.7)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">AD = AC &#x003C; NC</td>
</tr>
<tr>
<td valign="top" align="left">A&#x03B2;<sub>1&#x2013;42</sub>/T-tau</td>
<td valign="top" align="center">0.008 (0.004&#x2013;0.02)</td>
<td valign="top" align="center">0.005 (0.003&#x2013;0.007)</td>
<td valign="top" align="center">0.02 (0.01&#x2013;0.04)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">AD = AC &#x003C; NC</td>
</tr>
<tr>
<td valign="top" align="left">A&#x03B2;<sub>1&#x2013;42</sub>/P-tau 181</td>
<td valign="top" align="center">0.15 (0.1-0.2)</td>
<td valign="top" align="center">0.1 (0.08-0.15)</td>
<td valign="top" align="center">3.9 (2.7-5.4)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">AD = AC &#x003C; NC</td>
</tr>
<tr>
<td valign="top" align="left">A&#x03B2;<sub>1&#x2013;40</sub>/T-tau</td>
<td valign="top" align="center">0.1 (0.07&#x2013;0.3)</td>
<td valign="top" align="center">0.06 (0.04&#x2013;0.1)</td>
<td valign="top" align="center">0.04 (0.03&#x2013;0.06)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">AD &#x003E; AC &#x003E; NC</td>
</tr>
<tr>
<td valign="top" align="left">A&#x03B2;<sub>1&#x2013;40</sub>/P-tau 181</td>
<td valign="top" align="center">2.0 (1.5&#x2013;3.5)</td>
<td valign="top" align="center">1.3 (1.1&#x2013;1.7)</td>
<td valign="top" align="center">6.7 (5.9&#x2013;7.9)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">AD = AC &#x003C; NC</td>
</tr>
<tr>
<td valign="top" align="left">P-tau 181/T-tau</td>
<td valign="top" align="center">0.05 (0.03&#x2013;0.09)</td>
<td valign="top" align="center">0.04 (0.03&#x2013;0.06)</td>
<td valign="top" align="center">0.006 (0.004-0.008)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">AD = AC &#x003E; NC</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>Data are shown as median (interquartile range). <italic>P</italic>-value for AD, AC, and NC groups using analysis of Kruskal&#x2013;Wallis tests. <italic>P</italic> &#x003C; 0.05, statistically significant, presented with higher than (&#x003E;) or lower than (&#x003C;).</p></fn>
<fn><p>AD, Alzheimer&#x2019;s disease; AC, adult children; NC, non-demented control; A&#x03B2;, amyloid beta; T-Tau, total Tau; P-Tau181, Tau phosphorylated at threonine 181.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Plasma level of A&#x03B2;<sub>1&#x2013;40</sub>, A&#x03B2;<sub>1&#x2013;42</sub>, T-tau and P-tau 181 in different groups. The plasma concentrations of <bold>(A)</bold> A&#x03B2;<sub>1&#x2013;40</sub>, <bold>(B)</bold> A&#x03B2;<sub>1&#x2013;42</sub>, <bold>(C)</bold> T-tau and <bold>(D)</bold> P-tau 181 in Alzheimer&#x2019;s disease (AD), adult children (AC) and non-demented control (NC) groups were compared using the Kruskal&#x2013;Wallis tests. Plasma A&#x03B2;<sub>1&#x2013;42</sub> levels were lower in the AD and AC groups compared with the NC group, while P-tau 181 levels were higher. The boxes show interquartile range, the horizontal lines are medians and the whiskers were plotted using the Tukey method. &#x002A;<italic>p</italic> &#x003C; 0.05, &#x002A;&#x002A;<italic>p</italic> &#x003C; 0.01.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-14-977515-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>The plasma protein ratios in Alzheimer&#x2019;s disease (AD), Adult Children (AC), and Non-demented Control (NC) groups. Ratio <bold>(A)</bold> A&#x03B2;<sub>1&#x2013;42</sub>/A&#x03B2;<sub>1&#x2013;40</sub>, <bold>(B)</bold> A&#x03B2;<sub>1&#x2013;42/</sub>T-tau, <bold>(C)</bold> A&#x03B2;<sub>1&#x2013;42</sub>/P-tau 181, <bold>(D)</bold> A&#x03B2;<sub>1&#x2013;40</sub>/T-tau, <bold>(E)</bold> A&#x03B2;<sub>1&#x2013;40</sub>/P-tau 181 and <bold>(F)</bold> P-tau 181/T-tau in these three groups were compared using the Kruskal&#x2013;Wallis tests. The boxes show interquartile range, the horizontal lines are medians and the whiskers were plotted using the Tukey method. &#x002A;<italic>p</italic> &#x003C; 0.05, &#x002A;&#x002A;<italic>p</italic> &#x003C; 0.01.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-14-977515-g002.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>The correlation of plasma A&#x03B2;<sub>1&#x2013;42</sub> and A&#x03B2;<sub>1&#x2013;40</sub> in AD and AC and between these two groups</title>
<p>The level of A&#x03B2;<sub>1&#x2013;40</sub> and A&#x03B2;<sub>1&#x2013;42</sub> was significantly correlated in the AC group with a moderate correlation (<italic>r</italic> = 0.44, <italic>p</italic> = 0.006); there was no correlation between the level of A&#x03B2;<sub>1&#x2013;40</sub> and A&#x03B2;<sub>1&#x2013;42</sub> in the AD group (<xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>The correlation of plasma A&#x03B2;<sub>1&#x2013;42</sub> and A&#x03B2;<sub>1&#x2013;40</sub> protein levels in Alzheimer&#x2019;s disease (AD) and Adult Children (AC) groups. Correlations of plasma <bold>(A)</bold> A&#x03B2;<sub>1&#x2013;40</sub>, and <bold>(B)</bold> A&#x03B2;<sub>1&#x2013;42</sub> in AD and AC groups. <bold>(C)</bold> A&#x03B2;<sub>1&#x2013;40</sub> and A&#x03B2;<sub>1&#x2013;42</sub> in AD group and <bold>(D)</bold> A&#x03B2;<sub>1&#x2013;40</sub> and A&#x03B2;<sub>1&#x2013;42</sub> in AC group were assessed using the non-parametric Spearman&#x2019;s rank correlation test. Graphs show regression lines with 95% confidence intervals.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-14-977515-g003.tif"/>
</fig>
</sec>
<sec id="S3.SS4">
<title>The correlation of plasma T-tau and P-tau in Alzheimer&#x2019; s disease and adult children and between these two groups</title>
<p>The level of T-tau and P-tau were significantly correlated in the AC group with a moderate to strong correlation (<italic>r</italic> = 0.70, <italic>p</italic> = 0.001; <xref ref-type="fig" rid="F4">Figure 4</xref>). No significant correlation between the level of T-tau and P-tau was observed in the AD group.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>The correlation of T-tau and P-tau 181 protein levels in Alzheimer&#x2019;s disease (AD), and Adult Children (AC) groups. Correlations of plasma <bold>(A)</bold> T-tau and <bold>(B)</bold> P-tau 181 in AD and AC groups. <bold>(C)</bold> T-tau and P-tau 181 in the AD group and <bold>(D)</bold> T-tau and P-tau 181 in the AC groups were assessed using the non-parametric Spearman&#x2019;s rank correlation test. Graphs show regression lines with 95% confidence intervals.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnagi-14-977515-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<p>We have demonstrated that compared to the NC group, there was a decreased level of A&#x03B2;<sub>1&#x2013;42</sub> and a lower A&#x03B2;<sub>1&#x2013;42</sub>/A&#x03B2;<sub>1&#x2013;40</sub> ratio, as well as an elevated level of A&#x03B2;<sub>1&#x2013;40</sub>, and P-tau and a higher P-tau/T-tau ratio in the AD and AC groups. There was no statistical difference in these protein levels in the AD and AC groups except for a significantly higher A&#x03B2;<sub>1&#x2013;40</sub>/T-tau ratio in the AD group compared with the AC group. The significant correlations between the levels of A&#x03B2;<sub>1&#x2013;42</sub> and A&#x03B2;<sub>1&#x2013;40</sub> and the levels of T-tau and P-tau were only in the AC group, not the AD group.</p>
<p>To the best of our knowledge, this is the first study to explore the plasma levels of A&#x03B2; and tau, and their concurrent correlations in AD, their AC and NC group, especially in individuals of Chinese ethnicity. Our study speculated that AC, in part, is potentially to develop AD in the view of our reports to these changes of plasma biomarkers. Our study also showed that a FH for AD was associated with a change in plasma biomarkers in cognitively normal AC, indicating their potential role as antecedent biomarkers of AD. The loss of a correlation between the level of A&#x03B2;<sub>1&#x2013;42</sub> and A&#x03B2;<sub>1&#x2013;40</sub> and the level of T-tau and P-tau could be indicative of AD clinical stage. Early diagnosis of AD even before the onset of symptoms by using these biomarkers could allow future treatments with disease-modifying effects and vigorously control modifiable cardiovascular risk factors to stop disease progression.</p>
<p>Unlike previous studies (<xref ref-type="bibr" rid="B10">Ertekin-Taner et al., 2001</xref>, <xref ref-type="bibr" rid="B11">2008</xref>), a decreased plasma level of A&#x03B2;<sub>1&#x2013;42</sub> was noted in AC with AD parents in the current study. <xref ref-type="bibr" rid="B11">Ertekin-Taner et al. (2008)</xref> found that plasma A&#x03B2;<sub>1&#x2013;42</sub> was significantly elevated in late-onset AD first-degree relatives in comparison to unrelated controls. This discrepancy may not be related to the difference in the frequency of the APOE &#x03B5;4 allele due to its similar frequency in both studies (40% in their study and 39.5% in our study), but it may be related to the age of the recruited participants. Subjects between the ages of 20 and 65 were recruited in their study, while we recruited AC aged 50&#x2013;74 years old. The older age of our participants could increase the risk of amyloid deposition having started, which could present as a decline in the plasma A&#x03B2;<sub>1&#x2013;42</sub> and A&#x03B2;<sub>1&#x2013;42</sub>/A&#x03B2;<sub>1&#x2013;40</sub> ratio (<xref ref-type="bibr" rid="B34">Song et al., 2011</xref>; <xref ref-type="bibr" rid="B15">Hendrix et al., 2021</xref>). Our results were compatible with the CSF finding in the ACS (aged 43&#x2013;76 years old) conducted at Washington University, where a positive FH for AD was associated with a decrease in A&#x03B2;<sub>1&#x2013;42</sub> (<xref ref-type="bibr" rid="B37">Xiong et al., 2011</xref>). Further longitudinal studies are required to follow the trajectory of A&#x03B2; and the clinical cognitive function of cognitively intact AC.</p>
<p>In our study, elevated levels of A&#x03B2;<sub>1&#x2013;40</sub>, P-tau, and P-tau/T-tau ratio were noted in the AD and AC groups compared with the NC group. These results were in line with previous studies (<xref ref-type="bibr" rid="B11">Ertekin-Taner et al., 2008</xref>; <xref ref-type="bibr" rid="B19">Janelidze et al., 2020</xref>). Increased P-tau is thought to reflect A&#x03B2; and tau pathologies in AD, while increased T-tau is a more non-specific marker of neuronal injury (<xref ref-type="bibr" rid="B2">Blennow et al., 2010</xref>). Therefore, P-tau and the P-tau/T-tau ratio, but not T-tau alone, may be more suitable as antecedent biomarkers of AD. Meanwhile, the fact that the AD and AC groups had similar findings, compared with the NC group, indicates the potential for AC to develop AD.</p>
<p>The correlation between the level of A&#x03B2;<sub>1&#x2013;42</sub> and A&#x03B2;<sub>1&#x2013;40</sub> and the level of T-tau and P-tau, only existed in AC but was lost in the AD group. Amyloid peptides are formed via amyloid precursor protein (APP) cleavage at several enzyme sites. Physiologically, the non-amyloidogenic and amyloidogenic pathways characterize the amyloid peptide formation process by APP at a dynamically steady state. The amyloidogenic pathway leads to AD. After APP cleavage by &#x03B2;-secretase to release &#x03B2;-APP, the remaining membrane-bound APP C-terminal is subsequently cleaved by &#x03B3;-secretase, to release A&#x03B2;<sub>1&#x2013;40</sub> (90%) and A&#x03B2;<sub>1&#x2013;42</sub> (10%) peptide into the extracellular space (<xref ref-type="bibr" rid="B25">Mokhtar et al., 2013</xref>). Disruption of this steady state could lead to subsequent pathological changes in dementia. The loss of correlation between the plasma level of A&#x03B2;<sub>1&#x2013;42</sub> and A&#x03B2;<sub>1&#x2013;40</sub> in AD patients may be related to progressive A&#x03B2;<sub>1&#x2013;42</sub> deposition, while the correlation still exists in the preclinical stage or high potential AC. Tau protein is an integral component of the neuronal cytoskeleton and is responsible for the promotion of microtubule assembly in the normal brain. In the AD brain, tau exists in a hyperphosphorylated state, which leads to aberrant secondary structures and loss of function, resulting in a reduced ability to bind to microtubules and to promote their assembly (<xref ref-type="bibr" rid="B25">Mokhtar et al., 2013</xref>). Over- and hyper-phosphorylated tau may disrupt the correlation between the level of T-tau and P-tau in the AD group.</p>
<p>There were some limitations to the current study. First, although we have demonstrated innovative findings, they are based on a limited sample size with different demographic characteristics in each group; future studies utilizing larger samples are recommended. Most of the participants in our study were female. However, sex differences in AD plasma biomarkers during the preclinical stage is still unknown (<xref ref-type="bibr" rid="B18">Jack et al., 2017</xref>; <xref ref-type="bibr" rid="B28">Nebel et al., 2018</xref>). In addition, we did not perform a brain amyloid and Fluorodeoxyglucose (FDG) positron emission tomography (PET) scan for the AC participants to detect brain amyloid deposition and assess the presence of brain hypometabolism for confirming the role of possible pre-clinical AD; we will have to track their clinical course to determine if they are given a diagnosis of AD in the future. Besides, FDG PET may be useful to differential early onset (aged &#x2264;65 years) and late-onset AD (aged &#x003E;65 years). As compared to late-onset AD, early onset AD patients showed a significant decrease in glucose consumption in a wide portion of the left parietal lobe (<xref ref-type="bibr" rid="B3">Chiaravalloti et al., 2016</xref>). We should especially pay attention to those with this hypometabolism pattern for the possibility of developing AD symptoms earlier. Moreover, we did not survey all of the cardiovascular risk factors which inconclusively but might alter the result of biomarkers for AD. However, the prevalence of hypertension and diabetes are similar between AC and NC group and even higher prevalence of hypercholesterolemia and higher CAIDE dementia risk score in NC group. The possible influence of these vascular risk factors on plasma biomarkers may be minored. Family history of AD still be the major factor to influence them in our study. Finally, this was a cross-sectional examination of these biomarkers, especially focusing on whether there was a loss of correlation between the level of A&#x03B2;<sub>1&#x2013;42</sub> and A&#x03B2;<sub>1&#x2013;40</sub> and the level of T-tau and P-tau in AD. Longitudinal studies to track how these biomarkers relate to clinical presentation are encouraged.</p>
</sec>
<sec id="S5" sec-type="conclusion">
<title>Conclusion</title>
<p>In conclusion, we reported the influence of FH for AD on a wide array of plasma biomarkers in the AC cohort of cognitively normal middle to older age individuals. Changes in the correlation between the levels of A&#x03B2;<sub>1&#x2013;42</sub> and A&#x03B2;<sub>1&#x2013;40</sub>, and that of T-tau and P-tau in AC may be a biomarker for the development of AD. Further longitudinal studies following the trajectory of clinical information, plasma and CSF biomarkers, structural and functional neuroimaging, such as A&#x03B2;, tau and FDG PET scans, are required to better understand the pathogenesis of AD.</p>
</sec>
<sec id="S6" 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="S7">
<title>Ethics statement</title>
<p>The studies involving human participants were reviewed and approved by Kaohsiung Medical University Hospital Institutional Review Board [KMUHIRB-SV(I)-20190025 and KMUHIRB-G(I)-20210026]. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="S8">
<title>Author contributions</title>
<p>T-CH and Y-HY contributed to the study conception and design. L-CH, K-YL, and Y-HY contributed to the acquisition of data. M-HC, L-CH, C-PC, and Y-HY analyzed and interpreted the data. M-HC and L-CH conducted the statistical analyses and involved in writing the initial draft of the manuscript. All authors reviewed and revised the manuscript and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="S9" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by Dr. John C. Morris&#x2013;Department of Neurology, Washington University in St. Louis, St. Louis, MO, United States, by grants from the National Health Research Institutes (NHRI-11A1-CG-CO-06-2225-1), Kaohsiung Medical University Research Center (KMU-TC111B02), and the Department of Neurology, Kaohsiung Municipal Ta-Tung Hospital, Kaohsiung, Taiwan [KMTTH-DK(C)111005].</p>
</sec>
<sec id="S10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="S11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="S12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fnagi.2022.977515/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fnagi.2022.977515/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="FS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Abdullah</surname> <given-names>L.</given-names></name> <name><surname>Luis</surname> <given-names>C.</given-names></name> <name><surname>Paris</surname> <given-names>D.</given-names></name> <name><surname>Mouzon</surname> <given-names>B.</given-names></name> <name><surname>Ait-Ghezala</surname> <given-names>G.</given-names></name> <name><surname>Keegan</surname> <given-names>A. P.</given-names></name><etal/></person-group> (<year>2009</year>). <article-title>Serum Abeta levels as predictors of conversion to mild cognitive impairment/Alzheimer disease in an ADAPT subcohort.</article-title> <source><italic>Mol. Med.</italic></source> <volume>15</volume> <fpage>432</fpage>&#x2013;<lpage>437</lpage>. <pub-id pub-id-type="doi">10.2119/molmed.2009.00083</pub-id> <pub-id pub-id-type="pmid">19707525</pub-id></citation></ref>
<ref id="B2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Blennow</surname> <given-names>K.</given-names></name> <name><surname>Hampel</surname> <given-names>H.</given-names></name> <name><surname>Weiner</surname> <given-names>M.</given-names></name> <name><surname>Zetterberg</surname> <given-names>H.</given-names></name></person-group> (<year>2010</year>). <article-title>Cerebrospinal fluid and plasma biomarkers in Alzheimer disease.</article-title> <source><italic>Nat. Rev. Neurol.</italic></source> <volume>6</volume> <fpage>131</fpage>&#x2013;<lpage>144</lpage>. <pub-id pub-id-type="doi">10.1038/nrneurol.2010.4</pub-id> <pub-id pub-id-type="pmid">20157306</pub-id></citation></ref>
<ref id="B3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chiaravalloti</surname> <given-names>A.</given-names></name> <name><surname>Koch</surname> <given-names>G.</given-names></name> <name><surname>Toniolo</surname> <given-names>S.</given-names></name> <name><surname>Belli</surname> <given-names>L.</given-names></name> <name><surname>Lorenzo</surname> <given-names>F. D.</given-names></name> <name><surname>Gaudenzi</surname> <given-names>S.</given-names></name><etal/></person-group> (<year>2016</year>). <article-title>Comparison between early-onset and late-onset Alzheimer&#x2019;s disease patients with amnestic presentation: CSF and (18)F-FDG PET Study.</article-title> <source><italic>Dement. Geriatr. Cogn. Dis. Extra</italic></source> <volume>6</volume> <fpage>108</fpage>&#x2013;<lpage>119</lpage>. <pub-id pub-id-type="doi">10.1159/000441776</pub-id> <pub-id pub-id-type="pmid">27195000</pub-id></citation></ref>
<ref id="B4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chouraki</surname> <given-names>V.</given-names></name> <name><surname>Beiser</surname> <given-names>A.</given-names></name> <name><surname>Younkin</surname> <given-names>L.</given-names></name> <name><surname>Preis</surname> <given-names>S. R.</given-names></name> <name><surname>Weinstein</surname> <given-names>G.</given-names></name> <name><surname>Hansson</surname> <given-names>O.</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>Plasma amyloid-beta and risk of Alzheimer&#x2019;s disease in the Framingham Heart Study.</article-title> <source><italic>Alzheimers Dement.</italic></source> <volume>11</volume> <fpage>249</fpage>&#x2013;<lpage>257.e1</lpage>. <pub-id pub-id-type="doi">10.1016/j.jalz.2014.07.001</pub-id> <pub-id pub-id-type="pmid">25217292</pub-id></citation></ref>
<ref id="B5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Coats</surname> <given-names>M.</given-names></name> <name><surname>Morris</surname> <given-names>J. C.</given-names></name></person-group> (<year>2005</year>). <article-title>Antecedent biomarkers of Alzheimer&#x2019;s disease: The adult children study.</article-title> <source><italic>J. Geriatr. Psychiatry Neurol.</italic></source> <volume>18</volume> <fpage>242</fpage>&#x2013;<lpage>244</lpage>. <pub-id pub-id-type="doi">10.1177/0891988705281881</pub-id> <pub-id pub-id-type="pmid">16306247</pub-id></citation></ref>
<ref id="B6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cullen</surname> <given-names>N. C.</given-names></name> <name><surname>Leuzy</surname> <given-names>A.</given-names></name> <name><surname>Janelidze</surname> <given-names>S.</given-names></name> <name><surname>Palmqvist</surname> <given-names>S.</given-names></name> <name><surname>Svenningsson</surname> <given-names>A. L.</given-names></name> <name><surname>Stomrud</surname> <given-names>E.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Plasma biomarkers of Alzheimer&#x2019;s disease improve prediction of cognitive decline in cognitively unimpaired elderly populations.</article-title> <source><italic>Nat. Commun.</italic></source> <volume>12</volume>:<issue>3555</issue>. <pub-id pub-id-type="doi">10.1038/s41467-021-23746-0</pub-id> <pub-id pub-id-type="pmid">34117234</pub-id></citation></ref>
<ref id="B7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Delaby</surname> <given-names>C.</given-names></name> <name><surname>Estelles</surname> <given-names>T.</given-names></name> <name><surname>Zhu</surname> <given-names>N.</given-names></name> <name><surname>Arranz</surname> <given-names>J.</given-names></name> <name><surname>Barroeta</surname> <given-names>I.</given-names></name> <name><surname>Carmona-Iragui</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2022</year>). <article-title>The Abeta1-42/Abeta1-40 ratio in CSF is more strongly associated to tau markers and clinical progression than Abeta1-42 alone.</article-title> <source><italic>Alzheimers Res. Ther.</italic></source> <volume>14</volume>:<issue>20</issue>. <pub-id pub-id-type="doi">10.1186/s13195-022-00967-z</pub-id> <pub-id pub-id-type="pmid">35105351</pub-id></citation></ref>
<ref id="B8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dubois</surname> <given-names>B.</given-names></name> <name><surname>Hampel</surname> <given-names>H.</given-names></name> <name><surname>Feldman</surname> <given-names>H. H.</given-names></name> <name><surname>Scheltens</surname> <given-names>P.</given-names></name> <name><surname>Aisen</surname> <given-names>P.</given-names></name> <name><surname>Andrieu</surname> <given-names>S.</given-names></name><etal/></person-group> (<year>2016</year>). <article-title>Preclinical Alzheimer&#x2019;s disease: Definition, natural history, and diagnostic criteria.</article-title> <source><italic>Alzheimers Dement.</italic></source> <volume>12</volume> <fpage>292</fpage>&#x2013;<lpage>323</lpage>. <pub-id pub-id-type="doi">10.1016/j.jalz.2016.02.002</pub-id> <pub-id pub-id-type="pmid">27012484</pub-id></citation></ref>
<ref id="B9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Enache</surname> <given-names>D.</given-names></name> <name><surname>Solomon</surname> <given-names>A.</given-names></name> <name><surname>Cavallin</surname> <given-names>L.</given-names></name> <name><surname>Kareholt</surname> <given-names>I.</given-names></name> <name><surname>Kramberger</surname> <given-names>M. G.</given-names></name> <name><surname>Aarsland</surname> <given-names>D.</given-names></name><etal/></person-group> (<year>2016</year>). <article-title>CAIDE Dementia Risk Score and biomarkers of neurodegeneration in memory clinic patients without dementia.</article-title> <source><italic>Neurobiol. Aging</italic></source> <volume>42</volume> <fpage>124</fpage>&#x2013;<lpage>131</lpage>. <pub-id pub-id-type="doi">10.1016/j.neurobiolaging.2016.03.007</pub-id> <pub-id pub-id-type="pmid">27143429</pub-id></citation></ref>
<ref id="B10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ertekin-Taner</surname> <given-names>N.</given-names></name> <name><surname>Graff-Radford</surname> <given-names>N.</given-names></name> <name><surname>Younkin</surname> <given-names>L. H.</given-names></name> <name><surname>Eckman</surname> <given-names>C.</given-names></name> <name><surname>Adamson</surname> <given-names>J.</given-names></name> <name><surname>Schaid</surname> <given-names>D. J.</given-names></name><etal/></person-group> (<year>2001</year>). <article-title>Heritability of plasma amyloid beta in typical late-onset Alzheimer&#x2019;s disease pedigrees.</article-title> <source><italic>Genet. Epidemiol.</italic></source> <volume>21</volume> <fpage>19</fpage>&#x2013;<lpage>30</lpage>. <pub-id pub-id-type="doi">10.1002/gepi.1015</pub-id> <pub-id pub-id-type="pmid">11443731</pub-id></citation></ref>
<ref id="B11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ertekin-Taner</surname> <given-names>N.</given-names></name> <name><surname>Younkin</surname> <given-names>L. H.</given-names></name> <name><surname>Yager</surname> <given-names>D. M.</given-names></name> <name><surname>Parfitt</surname> <given-names>F.</given-names></name> <name><surname>Baker</surname> <given-names>M. C.</given-names></name> <name><surname>Asthana</surname> <given-names>S.</given-names></name><etal/></person-group> (<year>2008</year>). <article-title>Plasma amyloid beta protein is elevated in late-onset Alzheimer disease families.</article-title> <source><italic>Neurology</italic></source> <volume>70</volume> <fpage>596</fpage>&#x2013;<lpage>606</lpage>. <pub-id pub-id-type="doi">10.1212/01.wnl.0000278386.00035.21</pub-id> <pub-id pub-id-type="pmid">29363050</pub-id></citation></ref>
<ref id="B12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Folstein</surname> <given-names>M. F.</given-names></name> <name><surname>Folstein</surname> <given-names>S. E.</given-names></name> <name><surname>McHugh</surname> <given-names>P. R.</given-names></name></person-group> (<year>1975</year>). <article-title>&#x201C;Mini-mental state&#x201D;. A practical method for grading the cognitive state of patients for the clinician.</article-title> <source><italic>J. Psychiatr. Res.</italic></source> <volume>12</volume> <fpage>189</fpage>&#x2013;<lpage>198</lpage>. <pub-id pub-id-type="doi">10.1016/0022-3956(75)90026-6</pub-id> <pub-id pub-id-type="pmid">1202204</pub-id></citation></ref>
<ref id="B13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Galvin</surname> <given-names>J. E.</given-names></name> <name><surname>Roe</surname> <given-names>C. M.</given-names></name> <name><surname>Powlishta</surname> <given-names>K. K.</given-names></name> <name><surname>Coats</surname> <given-names>M. A.</given-names></name> <name><surname>Muich</surname> <given-names>S. J.</given-names></name> <name><surname>Grant</surname> <given-names>E.</given-names></name><etal/></person-group> (<year>2005</year>). <article-title>The AD8: A brief informant interview to detect dementia.</article-title> <source><italic>Neurology</italic></source> <volume>65</volume> <fpage>559</fpage>&#x2013;<lpage>564</lpage>. <pub-id pub-id-type="doi">10.1212/01.wnl.0000172958.95282.2a</pub-id> <pub-id pub-id-type="pmid">29363050</pub-id></citation></ref>
<ref id="B14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Graff-Radford</surname> <given-names>N. R.</given-names></name> <name><surname>Crook</surname> <given-names>J. E.</given-names></name> <name><surname>Lucas</surname> <given-names>J.</given-names></name> <name><surname>Boeve</surname> <given-names>B. F.</given-names></name> <name><surname>Knopman</surname> <given-names>D. S.</given-names></name> <name><surname>Ivnik</surname> <given-names>R. J.</given-names></name><etal/></person-group> (<year>2007</year>). <article-title>Association of low plasma Abeta42/Abeta40 ratios with increased imminent risk for mild cognitive impairment and Alzheimer disease.</article-title> <source><italic>Arch. Neurol.</italic></source> <volume>64</volume> <fpage>354</fpage>&#x2013;<lpage>362</lpage>. <pub-id pub-id-type="doi">10.1001/archneur.64.3.354</pub-id> <pub-id pub-id-type="pmid">17353377</pub-id></citation></ref>
<ref id="B15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hendrix</surname> <given-names>J. A.</given-names></name> <name><surname>Airey</surname> <given-names>D. C.</given-names></name> <name><surname>Britton</surname> <given-names>A.</given-names></name> <name><surname>Burke</surname> <given-names>A. D.</given-names></name> <name><surname>Capone</surname> <given-names>G. T.</given-names></name> <name><surname>Chavez</surname> <given-names>R.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Cross-Sectional exploration of plasma biomarkers of Alzheimer&#x2019;s disease in down syndrome: Early data from the longitudinal investigation for enhancing down syndrome research (LIFE-DSR) study.</article-title> <source><italic>J. Clin. Med.</italic></source> <volume>10</volume>:<issue>1907</issue>. <pub-id pub-id-type="doi">10.3390/jcm10091907</pub-id> <pub-id pub-id-type="pmid">33924960</pub-id></citation></ref>
<ref id="B16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>W.</given-names></name> <name><surname>Qiu</surname> <given-names>C.</given-names></name> <name><surname>von Strauss</surname> <given-names>E.</given-names></name> <name><surname>Winblad</surname> <given-names>B.</given-names></name> <name><surname>Fratiglioni</surname> <given-names>L.</given-names></name></person-group> (<year>2004</year>). <article-title>APOE genotype, family history of dementia, and Alzheimer disease risk: A 6-year follow-up study.</article-title> <source><italic>Arch. Neurol.</italic></source> <volume>61</volume> <fpage>1930</fpage>&#x2013;<lpage>1934</lpage>. <pub-id pub-id-type="doi">10.1001/archneur.61.12.1930</pub-id> <pub-id pub-id-type="pmid">15596614</pub-id></citation></ref>
<ref id="B17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jack</surname> <given-names>C. R.</given-names> <suffix>Jr.</suffix></name> <name><surname>Knopman</surname> <given-names>D. S.</given-names></name> <name><surname>Jagust</surname> <given-names>W. J.</given-names></name> <name><surname>Shaw</surname> <given-names>L. M.</given-names></name> <name><surname>Aisen</surname> <given-names>P. S.</given-names></name> <name><surname>Weiner</surname> <given-names>M. W.</given-names></name><etal/></person-group> (<year>2010</year>). <article-title>Hypothetical model of dynamic biomarkers of the Alzheimer&#x2019;s pathological cascade.</article-title> <source><italic>Lancet Neurol.</italic></source> <volume>9</volume> <fpage>119</fpage>&#x2013;<lpage>128</lpage>. <pub-id pub-id-type="doi">10.1016/S1474-4422(09)70299-6</pub-id></citation></ref>
<ref id="B18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jack</surname> <given-names>C. R.</given-names> <suffix>Jr.</suffix></name> <name><surname>Wiste</surname> <given-names>H. J.</given-names></name> <name><surname>Weigand</surname> <given-names>S. D.</given-names></name> <name><surname>Therneau</surname> <given-names>T. M.</given-names></name> <name><surname>Knopman</surname> <given-names>D. S.</given-names></name> <name><surname>Lowe</surname> <given-names>V.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>Age-specific and sex-specific prevalence of cerebral beta-amyloidosis, tauopathy, and neurodegeneration in cognitively unimpaired individuals aged 50-95 years: A cross-sectional study.</article-title> <source><italic>Lancet Neurol.</italic></source> <volume>16</volume> <fpage>435</fpage>&#x2013;<lpage>444</lpage>. <pub-id pub-id-type="doi">10.1016/S1474-4422(17)30077-7</pub-id> <pub-id pub-id-type="pmid">28456479</pub-id></citation></ref>
<ref id="B19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Janelidze</surname> <given-names>S.</given-names></name> <name><surname>Mattsson</surname> <given-names>N.</given-names></name> <name><surname>Palmqvist</surname> <given-names>S.</given-names></name> <name><surname>Smith</surname> <given-names>R.</given-names></name> <name><surname>Beach</surname> <given-names>T. G.</given-names></name> <name><surname>Serrano</surname> <given-names>G. E.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Plasma P-tau181 in Alzheimer&#x2019;s disease: Relationship to other biomarkers, differential diagnosis, neuropathology and longitudinal progression to Alzheimer&#x2019;s dementia.</article-title> <source><italic>Nat. Med.</italic></source> <volume>26</volume> <fpage>379</fpage>&#x2013;<lpage>386</lpage>. <pub-id pub-id-type="doi">10.1038/s41591-020-0755-1</pub-id> <pub-id pub-id-type="pmid">32123385</pub-id></citation></ref>
<ref id="B20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jayadev</surname> <given-names>S.</given-names></name> <name><surname>Steinbart</surname> <given-names>E. J.</given-names></name> <name><surname>Chi</surname> <given-names>Y. Y.</given-names></name> <name><surname>Kukull</surname> <given-names>W. A.</given-names></name> <name><surname>Schellenberg</surname> <given-names>G. D.</given-names></name> <name><surname>Bird</surname> <given-names>T. D.</given-names></name></person-group> (<year>2008</year>). <article-title>Conjugal Alzheimer disease: Risk in children when both parents have Alzheimer disease.</article-title> <source><italic>Arch. Neurol.</italic></source> <volume>65</volume> <fpage>373</fpage>&#x2013;<lpage>378</lpage>. <pub-id pub-id-type="doi">10.1001/archneurol.2007.61</pub-id> <pub-id pub-id-type="pmid">18332250</pub-id></citation></ref>
<ref id="B21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kivipelto</surname> <given-names>M.</given-names></name> <name><surname>Ngandu</surname> <given-names>T.</given-names></name> <name><surname>Laatikainen</surname> <given-names>T.</given-names></name> <name><surname>Winblad</surname> <given-names>B.</given-names></name> <name><surname>Soininen</surname> <given-names>H.</given-names></name> <name><surname>Tuomilehto</surname> <given-names>J.</given-names></name></person-group> (<year>2006</year>). <article-title>Risk score for the prediction of dementia risk in 20 years among middle aged people: A longitudinal, population-based study.</article-title> <source><italic>Lancet Neurol.</italic></source> <volume>5</volume> <fpage>735</fpage>&#x2013;<lpage>741</lpage>. <pub-id pub-id-type="doi">10.1016/S1474-4422(06)70537-3</pub-id></citation></ref>
<ref id="B22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>Y.</given-names></name> <name><surname>Schindler</surname> <given-names>S. E.</given-names></name> <name><surname>Bollinger</surname> <given-names>J. G.</given-names></name> <name><surname>Ovod</surname> <given-names>V.</given-names></name> <name><surname>Mawuenyega</surname> <given-names>K. G.</given-names></name> <name><surname>Weiner</surname> <given-names>M. W.</given-names></name><etal/></person-group> (<year>2022</year>). <article-title>Validation of plasma amyloid-beta 42/40 for detecting Alzheimer disease amyloid plaques.</article-title> <source><italic>Neurology</italic></source> <volume>98</volume> <fpage>e688</fpage>&#x2013;<lpage>e699</lpage>. <pub-id pub-id-type="doi">10.1212/WNL.0000000000013211</pub-id> <pub-id pub-id-type="pmid">34906975</pub-id></citation></ref>
<ref id="B23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McKhann</surname> <given-names>G.</given-names></name> <name><surname>Drachman</surname> <given-names>D.</given-names></name> <name><surname>Folstein</surname> <given-names>M.</given-names></name> <name><surname>Katzman</surname> <given-names>R.</given-names></name> <name><surname>Price</surname> <given-names>D.</given-names></name> <name><surname>Stadlan</surname> <given-names>E. M.</given-names></name></person-group> (<year>1984</year>). <article-title>Clinical diagnosis of Alzheimer&#x2019;s disease: Report of the NINCDS-ADRDA work group under the auspices of department of health and human services task force on Alzheimer&#x2019;s disease.</article-title> <source><italic>Neurology</italic></source> <volume>34</volume> <fpage>939</fpage>&#x2013;<lpage>944</lpage>. <pub-id pub-id-type="doi">10.1212/wnl.34.7.939</pub-id> <pub-id pub-id-type="pmid">6610841</pub-id></citation></ref>
<ref id="B24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mengel</surname> <given-names>D.</given-names></name> <name><surname>Liu</surname> <given-names>W.</given-names></name> <name><surname>Glynn</surname> <given-names>R. J.</given-names></name> <name><surname>Selkoe</surname> <given-names>D. J.</given-names></name> <name><surname>Strydom</surname> <given-names>A.</given-names></name> <name><surname>Lai</surname> <given-names>F.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Dynamics of plasma biomarkers in Down syndrome: The relative levels of Abeta42 decrease with age, whereas NT1 tau and NfL increase.</article-title> <source><italic>Alzheimers Res. Ther.</italic></source> <volume>12</volume>:<issue>27</issue>. <pub-id pub-id-type="doi">10.1186/s13195-020-00593-7</pub-id> <pub-id pub-id-type="pmid">32192521</pub-id></citation></ref>
<ref id="B25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mokhtar</surname> <given-names>S. H.</given-names></name> <name><surname>Bakhuraysah</surname> <given-names>M. M.</given-names></name> <name><surname>Cram</surname> <given-names>D. S.</given-names></name> <name><surname>Petratos</surname> <given-names>S.</given-names></name></person-group> (<year>2013</year>). <article-title>The Beta-amyloid protein of Alzheimer&#x2019;s disease: Communication breakdown by modifying the neuronal cytoskeleton.</article-title> <source><italic>Int. J. Alzheimers Dis.</italic></source> <volume>2013</volume>:<issue>910502</issue>. <pub-id pub-id-type="doi">10.1155/2013/910502</pub-id> <pub-id pub-id-type="pmid">24416616</pub-id></citation></ref>
<ref id="B26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Morris</surname> <given-names>J. C.</given-names></name></person-group> (<year>1993</year>). <article-title>The clinical dementia rating (CDR): Current version and scoring rules.</article-title> <source><italic>Neurology</italic></source> <volume>43</volume> <fpage>2412</fpage>&#x2013;<lpage>2414</lpage>. <pub-id pub-id-type="doi">10.1212/wnl.43.11.2412-a</pub-id> <pub-id pub-id-type="pmid">8232972</pub-id></citation></ref>
<ref id="B27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nam</surname> <given-names>E.</given-names></name> <name><surname>Lee</surname> <given-names>Y. B.</given-names></name> <name><surname>Moon</surname> <given-names>C.</given-names></name> <name><surname>Chang</surname> <given-names>K. A.</given-names></name></person-group> (<year>2020</year>). <article-title>Serum tau proteins as potential biomarkers for the assessment of Alzheimer&#x2019;s disease progression.</article-title> <source><italic>Int. J. Mol. Sci.</italic></source> <volume>21</volume>:<issue>5007</issue>. <pub-id pub-id-type="doi">10.3390/ijms21145007</pub-id> <pub-id pub-id-type="pmid">32679907</pub-id></citation></ref>
<ref id="B28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nebel</surname> <given-names>R. A.</given-names></name> <name><surname>Aggarwal</surname> <given-names>N. T.</given-names></name> <name><surname>Barnes</surname> <given-names>L. L.</given-names></name> <name><surname>Gallagher</surname> <given-names>A.</given-names></name> <name><surname>Goldstein</surname> <given-names>J. M.</given-names></name> <name><surname>Kantarci</surname> <given-names>K.</given-names></name><etal/></person-group> (<year>2018</year>). <article-title>Understanding the impact of sex and gender in Alzheimer&#x2019;s disease: A call to action.</article-title> <source><italic>Alzheimers Dement.</italic></source> <volume>14</volume> <fpage>1171</fpage>&#x2013;<lpage>1183</lpage>. <pub-id pub-id-type="doi">10.1016/j.jalz.2018.04.008</pub-id> <pub-id pub-id-type="pmid">29907423</pub-id></citation></ref>
<ref id="B29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Price</surname> <given-names>J. L.</given-names></name> <name><surname>Morris</surname> <given-names>J. C.</given-names></name></person-group> (<year>1999</year>). <article-title>Tangles and plaques in nondemented aging and &#x201C;preclinical&#x201D; Alzheimer&#x2019;s disease.</article-title> <source><italic>Ann. Neurol.</italic></source> <volume>45</volume> <fpage>358</fpage>&#x2013;<lpage>368</lpage>. <pub-id pub-id-type="doi">10.1002/1531-8249(199903)45:3&#x003C;358::AID-ANA12&#x003E;3.0.CO;2-X</pub-id></citation></ref>
<ref id="B30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Price</surname> <given-names>J. L.</given-names></name> <name><surname>McKeel</surname> <given-names>D. W.</given-names> <suffix>Jr.</suffix></name> <name><surname>Buckles</surname> <given-names>V. D.</given-names></name> <name><surname>Roe</surname> <given-names>C. M.</given-names></name> <name><surname>Xiong</surname> <given-names>C.</given-names></name> <name><surname>Grundman</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2009</year>). <article-title>Neuropathology of nondemented aging: Presumptive evidence for preclinical Alzheimer disease.</article-title> <source><italic>Neurobiol. Aging</italic></source> <volume>30</volume> <fpage>1026</fpage>&#x2013;<lpage>1036</lpage>. <pub-id pub-id-type="doi">10.1016/j.neurobiolaging.2009.04.002</pub-id> <pub-id pub-id-type="pmid">19376612</pub-id></citation></ref>
<ref id="B31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Quiroz</surname> <given-names>Y. T.</given-names></name> <name><surname>Schultz</surname> <given-names>A. P.</given-names></name> <name><surname>Chen</surname> <given-names>K.</given-names></name> <name><surname>Protas</surname> <given-names>H. D.</given-names></name> <name><surname>Brickhouse</surname> <given-names>M.</given-names></name> <name><surname>Fleisher</surname> <given-names>A. S.</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>Brain imaging and blood biomarker abnormalities in children with autosomal dominant Alzheimer disease: A cross-sectional study.</article-title> <source><italic>JAMA Neurol.</italic></source> <volume>72</volume> <fpage>912</fpage>&#x2013;<lpage>919</lpage>. <pub-id pub-id-type="doi">10.1001/jamaneurol.2015.1099</pub-id> <pub-id pub-id-type="pmid">26121081</pub-id></citation></ref>
<ref id="B32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Radloff</surname> <given-names>L. S.</given-names></name></person-group> (<year>1977</year>). <article-title>The CES-D scale: A self-report depression scale for research in the general population.</article-title> <source><italic>Appl. Psychol. Meas.</italic></source> <volume>1</volume> <fpage>385</fpage>&#x2013;<lpage>401</lpage>. <pub-id pub-id-type="doi">10.1177/014662167700100306</pub-id> <pub-id pub-id-type="pmid">26918431</pub-id></citation></ref>
<ref id="B33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Risacher</surname> <given-names>S. L.</given-names></name> <name><surname>Fandos</surname> <given-names>N.</given-names></name> <name><surname>Romero</surname> <given-names>J.</given-names></name> <name><surname>Sherriff</surname> <given-names>I.</given-names></name> <name><surname>Pesini</surname> <given-names>P.</given-names></name> <name><surname>Saykin</surname> <given-names>A. J.</given-names></name><etal/></person-group> (<year>2019</year>). <article-title>Plasma amyloid beta levels are associated with cerebral amyloid and tau deposition.</article-title> <source><italic>Alzheimers Dement. (Amst.)</italic></source> <volume>11</volume> <fpage>510</fpage>&#x2013;<lpage>519</lpage>. <pub-id pub-id-type="doi">10.1016/j.dadm.2019.05.007</pub-id> <pub-id pub-id-type="pmid">31384662</pub-id></citation></ref>
<ref id="B34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Song</surname> <given-names>F.</given-names></name> <name><surname>Poljak</surname> <given-names>A.</given-names></name> <name><surname>Valenzuela</surname> <given-names>M.</given-names></name> <name><surname>Mayeux</surname> <given-names>R.</given-names></name> <name><surname>Smythe</surname> <given-names>G. A.</given-names></name> <name><surname>Sachdev</surname> <given-names>P. S.</given-names></name></person-group> (<year>2011</year>). <article-title>Meta-analysis of plasma amyloid-beta levels in Alzheimer&#x2019;s disease.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>26</volume> <fpage>365</fpage>&#x2013;<lpage>375</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-2011-101977</pub-id> <pub-id pub-id-type="pmid">21709378</pub-id></citation></ref>
<ref id="B35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>van Oijen</surname> <given-names>M.</given-names></name> <name><surname>Hofman</surname> <given-names>A.</given-names></name> <name><surname>Soares</surname> <given-names>H. D.</given-names></name> <name><surname>Koudstaal</surname> <given-names>P. J.</given-names></name> <name><surname>Breteler</surname> <given-names>M. M.</given-names></name></person-group> (<year>2006</year>). <article-title>Plasma Abeta(1-40) and Abeta(1-42) and the risk of dementia: A prospective case-cohort study.</article-title> <source><italic>Lancet Neurol.</italic></source> <volume>5</volume> <fpage>655</fpage>&#x2013;<lpage>660</lpage>. <pub-id pub-id-type="doi">10.1016/S1474-4422(06)70501-4</pub-id> <pub-id pub-id-type="pmid">16857570</pub-id></citation></ref>
<ref id="B36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>W. F.</given-names></name> <name><surname>Chiu</surname> <given-names>P. Y.</given-names></name> <name><surname>Lin</surname> <given-names>Y. T.</given-names></name> <name><surname>Hu</surname> <given-names>C. J.</given-names></name> <name><surname>Fuh</surname> <given-names>J. L.</given-names></name> <name><surname>Yang</surname> <given-names>Y. H.</given-names></name></person-group> (<year>2014</year>). <article-title>Registration of Alzheimer&#x2019;s disease in Taiwan: Patient and informant.</article-title> <source><italic>Am. J. Alzheimers Dis. Other Demen.</italic></source> <volume>29</volume> <fpage>18</fpage>&#x2013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.1177/1533317513504818</pub-id> <pub-id pub-id-type="pmid">24085249</pub-id></citation></ref>
<ref id="B37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xiong</surname> <given-names>C.</given-names></name> <name><surname>Roe</surname> <given-names>C. M.</given-names></name> <name><surname>Buckles</surname> <given-names>V.</given-names></name> <name><surname>Fagan</surname> <given-names>A.</given-names></name> <name><surname>Holtzman</surname> <given-names>D.</given-names></name> <name><surname>Balota</surname> <given-names>D.</given-names></name><etal/></person-group> (<year>2011</year>). <article-title>Role of family history for Alzheimer biomarker abnormalities in the adult children study.</article-title> <source><italic>Arch. Neurol.</italic></source> <volume>68</volume> <fpage>1313</fpage>&#x2013;<lpage>1319</lpage>. <pub-id pub-id-type="doi">10.1001/archneurol.2011.208</pub-id> <pub-id pub-id-type="pmid">21987546</pub-id></citation></ref>
</ref-list>
</back>
</article>
