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<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.2017.00210</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>Cerebrospinal Fluid A&#x03B2;43 Is Reduced in Early-Onset Compared to Late-Onset Alzheimer&#x2019;s Disease, But Has Similar Diagnostic Accuracy to A&#x03B2;42</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Lauridsen</surname> <given-names>Camilla</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/300450/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Sando</surname> <given-names>Sigrid B.</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/301143/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>M&#x00F8;ller</surname> <given-names>Ina</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/301159/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Berge</surname> <given-names>Guro</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/301112/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Pomary</surname> <given-names>Precious K.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/420574/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Gr&#x00F8;ntvedt</surname> <given-names>G&#x00F8;ril R.</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/301646/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Salvesen</surname> <given-names>&#x00D8;yvind</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/301137/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Br&#x00E5;then</surname> <given-names>Geir</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/301298/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>White</surname> <given-names>Linda R.</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="author-notes" rid="fn001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/300862/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology</institution> <country>Trondheim, Norway</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Neurology, Trondheim University Hospital</institution> <country>Trondheim, Norway</country></aff>
<aff id="aff3"><sup>3</sup><institution>Unit for Applied Clinical Research, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology</institution> <country>Trondheim, Norway</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: <italic>Catarina Oliveira, University of Coimbra, Portugal</italic></p></fn>
<fn fn-type="edited-by"><p>Reviewed by: <italic>Gianluigi Zanusso, University of Verona, Italy; Charlotte Elisabeth Teunissen, VU University Amsterdam, Netherlands</italic></p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x002A;Correspondence: <italic>Linda R. White, <email>linda.white@ntnu.no</email></italic></p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>06</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>9</volume>
<elocation-id>210</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>03</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>06</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2017 Lauridsen, Sando, M&#x00F8;ller, Berge, Pomary, Gr&#x00F8;ntvedt, Salvesen, Br&#x00E5;then and White.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Lauridsen, Sando, M&#x00F8;ller, Berge, Pomary, Gr&#x00F8;ntvedt, Salvesen, Br&#x00E5;then and White</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) or licensor 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><bold>Background:</bold> Amyloid beta 1&#x2013;43 (A&#x03B2;43) may be a useful additional biomarker for diagnosing Alzheimer&#x2019;s disease (AD). We have investigated cerebrospinal fluid (CSF) levels of A&#x03B2;43 in patients with early-onset AD in contrast to levels in late-onset AD. For comparison, in addition to the &#x2018;core&#x2019; biomarkers, several other analytes were also determined [YKL-40, neurofilament light (NF-L), glial fibrillary acidic protein (GFAP), and progranulin].</p>
<p><bold>Material and Methods:</bold> Cerebrospinal fluid samples were obtained from patients with early-onset AD (age &#x2264; 62, <italic>n</italic> = 66), late-onset AD (age &#x2265; 68, <italic>n</italic> = 25), and groups of cognitively intact individuals (age &#x2264; 62, <italic>n</italic> = 41, age &#x2265; 68, <italic>n</italic> = 39). Core CSF AD biomarkers [amyloid beta 1&#x2013;42 (A&#x03B2;42), total tau, phosphorylated tau] were analyzed, as well as levels of A&#x03B2;43 and other analytes, using commercially available enzyme-linked immunosorbent assays.</p>
<p><bold>Results:</bold> Cerebrospinal fluid A&#x03B2;43 was significantly reduced in early-onset AD compared to late-onset AD (14.8 &#x00B1; 7.3 vs. 21.8 &#x00B1; 9.4 pg/ml, respectively), whereas the levels of A&#x03B2;42 in the two AD groups were not significantly different (474.9 &#x00B1; 142.0 vs. 539.6 &#x00B1; 159.9 pg/ml, respectively). A&#x03B2;43 and all core biomarkers were significantly altered in patients with AD compared to corresponding controls. NF-L was significantly increased in early-onset AD compared to younger controls, an effect not found between the older groups. Relationships between the A&#x03B2; peptides and tau proteins, YKL-40, NF-L, GFAP and progranulin were also investigated without finding marked associations. However, age-associated increases in levels of tau proteins, YKL-40, NF-L and GFAP were found with respect to age in healthy controls. Results for these other analytes were similar to previously published data. A&#x03B2;43 did not improve diagnostic accuracy in either AD group compared to A&#x03B2;42. Discussion: Cerebrospinal fluid A&#x03B2;43, but not A&#x03B2;42 levels, varied significantly with age in patients with AD. If CSF levels of A&#x03B2; peptides reflect amyloid deposition in brain, the possibility arises that there is a difference between A&#x03B2;43 and A&#x03B2;42 deposition in younger compared to older brain. However, the level of A&#x03B2;43 in CSF shows no improvement over A&#x03B2;42 regarding diagnostic accuracy.</p>
</abstract>
<kwd-group>
<kwd>early-onset Alzheimer&#x2019;s disease</kwd>
<kwd>biomarkers</kwd>
<kwd>tau</kwd>
<kwd>YKL-40</kwd>
<kwd>neurofilament light</kwd>
<kwd>glial fibrillary acidic protein</kwd>
<kwd>progranulin</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="42"/>
<page-count count="8"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec><title>Introduction</title>
<p>Alzheimer&#x2019;s disease (AD) is often separated according to age, whereby onset prior to age 65 years is considered to be early-onset AD, while onset from an age of 65 years (which is much more common) is termed late-onset AD. Although the pathological burden of amyloid plaques and neurofibrillary tangles has been shown to be greater in early-onset AD than in patients with late-onset AD (<xref ref-type="bibr" rid="B17">Ho et al., 2002</xref>; <xref ref-type="bibr" rid="B25">Marshall et al., 2007</xref>), imaging studies have indicated the global burden to be similar between the two groups (<xref ref-type="bibr" rid="B33">Rabinovici et al., 2010</xref>), though sometimes with variation in regional anatomical distribution of amyloid (<xref ref-type="bibr" rid="B30">Ossenkoppele et al., 2012</xref>; <xref ref-type="bibr" rid="B8">Cho et al., 2013</xref>). Such putative differences in the distribution of amyloid pathology have not been found to alter levels of the core cerebrospinal fluid (CSF) biomarkers for AD; amyloid beta 1&#x2013;42 (A&#x03B2;42), total tau (t-tau) and phosphorylated tau (p-tau) protein, in early- compared to late-onset AD (<xref ref-type="bibr" rid="B4">Bouwman et al., 2009</xref>; <xref ref-type="bibr" rid="B7">Chiaravalloti et al., 2016</xref>). Additionally, several studies have shown no correlation between the core biomarkers and age in AD patients (<xref ref-type="bibr" rid="B4">Bouwman et al., 2009</xref>; <xref ref-type="bibr" rid="B26">Mattsson et al., 2009</xref>; <xref ref-type="bibr" rid="B32">Popp et al., 2010</xref>).</p>
<p>However, healthy individuals display increased AD pathology with increasing age (<xref ref-type="bibr" rid="B36">Savva et al., 2009</xref>). Older control individuals have been found to have decreased CSF A&#x03B2;42 levels compared to younger controls (<xref ref-type="bibr" rid="B4">Bouwman et al., 2009</xref>), and the level was negatively correlated with age (<xref ref-type="bibr" rid="B32">Popp et al., 2010</xref>). Conversely, CSF t-tau and p-tau correlate positively with age in healthy elderly individuals (<xref ref-type="bibr" rid="B3">Blomberg et al., 2001</xref>; <xref ref-type="bibr" rid="B14">Glodzik-Sobanska et al., 2009</xref>; <xref ref-type="bibr" rid="B19">Jaworski et al., 2009</xref>; <xref ref-type="bibr" rid="B1">Alcolea et al., 2015</xref>).</p>
<p>Amyloid beta 1&#x2013;43 (A&#x03B2;43), compared to A&#x03B2;42, has an additional threonine at the C-terminal through an alternative &#x03B3;-secretase cleavage of amyloid precursor protein (APP), and is generally considered likely to be even more aggregation-prone than A&#x03B2;42 (<xref ref-type="bibr" rid="B18">Jarrett et al., 1993</xref>; <xref ref-type="bibr" rid="B34">Saito et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Conicella and Fawzi, 2014</xref>), though recent kinetic experiments <italic>in vitro</italic> dispute this (<xref ref-type="bibr" rid="B6">Chemuru et al., 2016</xref>). A&#x03B2;43 has been hypothesized to play a role in AD pathogenesis despite its low concentration in human brain tissue, and found to be frequent in both neuritic and diffuse extracellular plaques in both familial and sporadic AD (<xref ref-type="bibr" rid="B39">Welander et al., 2009</xref>; <xref ref-type="bibr" rid="B22">Keller et al., 2010</xref>; <xref ref-type="bibr" rid="B35">Sandebring et al., 2013</xref>). In an APP-expressing transgenic mouse model, A&#x03B2;43 has been found to be the first amyloid peptide to deposit in brain (<xref ref-type="bibr" rid="B42">Zou et al., 2013</xref>), perhaps seeding subsequent A&#x03B2;42 deposition (<xref ref-type="bibr" rid="B9">Conicella and Fawzi, 2014</xref>). Moreover, knock-in mice bearing the pathogenic presenilin-1 R278I mutation demonstrated overproduction of A&#x03B2;43, impaired short-term memory and acceleration of amyloid-&#x03B2; pathology (<xref ref-type="bibr" rid="B34">Saito et al., 2011</xref>). A&#x03B2;43 correlates positively with age in patients with AD (<xref ref-type="bibr" rid="B5">Bruggink et al., 2013</xref>), and correlates closely with CSF A&#x03B2;42 both in patients and control individuals (<xref ref-type="bibr" rid="B5">Bruggink et al., 2013</xref>; <xref ref-type="bibr" rid="B23">Lauridsen et al., 2016</xref>). As far as we know, no study as yet has compared CSF levels of A&#x03B2;43 in early-onset AD with late-onset AD.</p>
<p>We have therefore investigated A&#x03B2;43 and A&#x03B2;42 in CSF from well-characterized cohorts of patients with early- and late-onset AD. The cut-off between these subtypes of AD has been accepted as 65 years of age, but in the present study we excluded patients with age at onset in the 5-year period 63&#x2013;67 years to highlight potential age differences. Thus only patients with early-onset AD &#x2264; 62 years of age, or patients with late-onset AD who were aged &#x2265;68 years were included.</p>
<p>In addition to the A&#x03B2; species in CSF from these two subgroups of patients with AD and corresponding control groups, levels of t-tau and p-tau were also determined. For further comparison, levels of several other analytes that have been investigated with respect to AD, and to age, were also assessed. These included two other cytoskeletal intermediate filaments; neurofilament light (NF-L) (<xref ref-type="bibr" rid="B31">Petzold et al., 2007</xref>; <xref ref-type="bibr" rid="B38">Vagberg et al., 2015</xref>; <xref ref-type="bibr" rid="B29">Olsson et al., 2016</xref>) and glial fibrillary acidic protein (GFAP) (<xref ref-type="bibr" rid="B38">Vagberg et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Wennstrom et al., 2015</xref>), found, respectively, in neurons and glia, YKL-40 (also known as chitinase 3-like protein 1), a protease secreted mainly by astrocytes and considered a marker for gliosis and neuroinflammation (<xref ref-type="bibr" rid="B10">Craig-Schapiro et al., 2010</xref>), and progranulin, a growth factor believed to have anti-inflammatory and neuroprotective abilities (<xref ref-type="bibr" rid="B21">Jing et al., 2016</xref>).</p>
</sec>
<sec id="s1" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec><title>Subjects</title>
<p>Study patients were ethnic Norwegians referred to the Department of Neurology, St. Olav&#x2019;s Hospital (Trondheim University Hospital) by general practitioners, and diagnosed by a neurologist. Some patients were initially diagnosed with amnestic mild cognitive impairment (aMCI, <italic>n</italic> = 14) according to the International Working Group on Mild Cognitive Impairment criteria (<xref ref-type="bibr" rid="B41">Winblad et al., 2004</xref>), but all later developed AD within the next 2 years. Patients with AD were diagnosed according to the NINCDS-ADRDA criteria (<xref ref-type="bibr" rid="B27">McKhann et al., 1984</xref>), final total <italic>n</italic> = 91, whereof 66 were aged &#x2264;62 years at onset (early-onset AD) and 25 were aged &#x2265;68 years at onset of symptoms (late-onset AD).</p>
<p>As controls, CSF samples were obtained either from non-demented elderly volunteers (<italic>n</italic> = 35) recruited from societies for retired people or caregivers not genetically related to the patient, or from samples stored in the Neurological Research Biobank at the hospital (<italic>n</italic> = 45). These latter individuals had been referred to the clinic for suspected neurological conditions, but none was subsequently found. Of the total 80 control individuals, 41 were aged &#x2264;62 years, and 39 were aged &#x2265;68 years. For the control groups, CSF cell count, glucose and protein were within standard physiological limits.</p>
<p>The neurological examination performed on most study participants included the Mini Mental State Examination (MMSE) (<xref ref-type="bibr" rid="B13">Folstein et al., 1975</xref>). MMSE was performed on all patients, but for many control individuals there had been no reason to carry out an MMSE during the clinical work-up, and where MMSE was available, the minimum score was 28. For the same reason, <italic>APOE</italic> genotype was not available for most younger controls. The demographic data are shown in <bold>Table <xref ref-type="table" rid="T1">1</xref></bold>.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Demographic and CSF biochemical data.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<th valign="top" align="left">Controls age &#x2264; 62</th>
<th valign="top" align="left">Early-onset AD age &#x2264; 62</th>
<th valign="top" align="left">Controls age &#x2265; 68</th>
<th valign="top" align="left">Late-onset AD age &#x2265; 68</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Total n</td>
<td valign="top" align="left">41</td>
<td valign="top" align="left">66</td>
<td valign="top" align="left">39</td>
<td valign="top" align="left">25</td>
</tr>
<tr>
<td valign="top" align="left">Gender (female/male)</td>
<td valign="top" align="left">21/20</td>
<td valign="top" align="left">37/29</td>
<td valign="top" align="left">23/16</td>
<td valign="top" align="left">15/10</td>
</tr>
<tr>
<td valign="top" align="left">Age at inclusion (y)</td>
<td valign="top" align="left">57 (47&#x2013;62)</td>
<td valign="top" align="left">61 (51&#x2013;67)<sup>A<sup>&#x2217;&#x2217;</sup></sup></td>
<td valign="top" align="left">71 (68&#x2013;84)</td>
<td valign="top" align="left">76 (71&#x2013;84)<sup>B<sup>&#x2217;</sup></sup></td>
</tr>
<tr>
<td valign="top" align="left">Age at onset (y)</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">58 (47&#x2013;62)</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">73 (68&#x2013;82)</td>
</tr>
<tr>
<td valign="top" align="left">Duration (y)</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">3 (1&#x2013;11)</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">2 (1&#x2013;5)</td>
</tr>
<tr>
<td valign="top" align="left">MMSE score</td>
<td valign="top" align="left">29 (28&#x2013;30)</td>
<td valign="top" align="left">24 (10&#x2013;30)<sup>A<sup>&#x2217;&#x2217;</sup></sup></td>
<td valign="top" align="left">29 (28&#x2013;30)</td>
<td valign="top" align="left">23 (12&#x2013;29)<sup>B<sup>&#x2217;&#x2217;</sup></sup></td>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left">12</td>
<td valign="top" align="left">63</td>
<td valign="top" align="left">33</td>
<td valign="top" align="left">25</td>
</tr>
<tr>
<td valign="top" align="left"><italic>APOE</italic> genotype (% with an &#x1D700;4 allele, total n genotyped)</td>
<td valign="top" align="left">37.5</td>
<td valign="top" align="left">74.2<sup>#</sup></td>
<td valign="top" align="left">45.2</td>
<td valign="top" align="left">72.2<sup>#</sup></td>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left">8</td>
<td valign="top" align="left">62</td>
<td valign="top" align="left">31</td>
<td valign="top" align="left">18</td>
</tr>
<tr>
<td valign="top" align="left">A&#x03B2;43 (pg/ml)</td>
<td valign="top" align="left">38.0 &#x00B1; 14.6</td>
<td valign="top" align="left">14.8 &#x00B1; 7.3<sup>A<sup>&#x2217;&#x2217;</sup>C<sup>&#x2217;&#x2217;</sup></sup></td>
<td valign="top" align="left">45.8 &#x00B1; 13.7</td>
<td valign="top" align="left">21.8 &#x00B1; 9.4<sup>B<sup>&#x2217;&#x2217;</sup></sup></td>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left">37</td>
<td valign="top" align="left">50</td>
<td valign="top" align="left">23</td>
<td valign="top" align="left">24</td>
</tr>
<tr>
<td valign="top" align="left">A&#x03B2;42 (pg/ml)</td>
<td valign="top" align="left">844.9 &#x00B1; 220.9</td>
<td valign="top" align="left">474.9 &#x00B1; 142.0<sup>A<sup>&#x2217;&#x2217;</sup></sup></td>
<td valign="top" align="left">967.5 &#x00B1; 247.2</td>
<td valign="top" align="left">539.6 &#x00B1; 159.9<sup>B<sup>&#x2217;&#x2217;</sup></sup></td>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left">31</td>
<td valign="top" align="left">64</td>
<td valign="top" align="left">36</td>
<td valign="top" align="left">25</td>
</tr>
<tr>
<td valign="top" align="left">t-tau (pg/ml)</td>
<td valign="top" align="left">246.5 &#x00B1; 99.5<sup>B<sup>&#x2217;</sup></sup></td>
<td valign="top" align="left">767.8 &#x00B1; 485.5<sup>A<sup>&#x2217;&#x2217;</sup></sup></td>
<td valign="top" align="left">348.0 &#x00B1; 166.8</td>
<td valign="top" align="left">646.9 &#x00B1; 418.6<sup>B<sup>&#x2217;</sup></sup></td>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left">32</td>
<td valign="top" align="left">64</td>
<td valign="top" align="left">37</td>
<td valign="top" align="left">25</td>
</tr>
<tr>
<td valign="top" align="left">p-tau (pg/ml)</td>
<td valign="top" align="left">42.6 &#x00B1; 18.1<sup>B<sup>&#x2217;&#x2217;</sup></sup></td>
<td valign="top" align="left">98.1 &#x00B1; 39.5<sup>A<sup>&#x2217;&#x2217;</sup></sup></td>
<td valign="top" align="left">60.8 &#x00B1; 20.8</td>
<td valign="top" align="left">98.8 &#x00B1; 51.4<sup>B<sup>&#x2217;</sup></sup></td>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left">32</td>
<td valign="top" align="left">64</td>
<td valign="top" align="left">37</td>
<td valign="top" align="left">25</td>
</tr>
<tr>
<td valign="top" align="left">YKL-40 (ng/ml)</td>
<td valign="top" align="left">139.1 &#x00B1; 55.6<sup>B<sup>&#x2217;&#x2217;</sup></sup></td>
<td valign="top" align="left">206.0 &#x00B1; 97.4<sup>C<sup>&#x2217;</sup></sup></td>
<td valign="top" align="left">237.3 &#x00B1; 73.2</td>
<td valign="top" align="left">287.3 &#x00B1; 109.8</td>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left">38</td>
<td valign="top" align="left">45</td>
<td valign="top" align="left">34</td>
<td valign="top" align="left">23</td>
</tr>
<tr>
<td valign="top" align="left">NF-L (pg/ml)</td>
<td valign="top" align="left">567.2 &#x00B1; 190.0<sup>B<sup>&#x2217;&#x2217;</sup></sup></td>
<td valign="top" align="left">1497.8 &#x00B1; 814.5<sup>A<sup>&#x2217;&#x2217;</sup></sup></td>
<td valign="top" align="left">1381.4 &#x00B1; 1419.3</td>
<td valign="top" align="left">1882.0 &#x00B1; 2122.2</td>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left">41</td>
<td valign="top" align="left">51</td>
<td valign="top" align="left">39</td>
<td valign="top" align="left">24</td>
</tr>
<tr>
<td valign="top" align="left">GFAP (pg/ml)</td>
<td valign="top" align="left">1227.5 &#x00B1; 475.3<sup>B<sup>&#x2217;</sup></sup></td>
<td valign="top" align="left">1889.8 &#x00B1; 1072.1<sup>A<sup>&#x2217;</sup></sup></td>
<td valign="top" align="left">1786.8 &#x00B1; 608.3</td>
<td valign="top" align="left">2210.8 &#x00B1; 903.1</td>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left">13</td>
<td valign="top" align="left">14</td>
<td valign="top" align="left">25</td>
<td valign="top" align="left">21</td>
</tr>
<tr>
<td valign="top" align="left">Progranulin (pg/ml)</td>
<td valign="top" align="left">4844.2 &#x00B1; 1349.8</td>
<td valign="top" align="left">4855.3 &#x00B1; 1395.5</td>
<td valign="top" align="left">5358.8 &#x00B1; 977.1</td>
<td valign="top" align="left">5403.6 &#x00B1; 1064.9</td>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left">37</td>
<td valign="top" align="left">38</td>
<td valign="top" align="left">8</td>
<td valign="top" align="left">21</td></tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>Demographic data are given as the median (range) for continuous variables, CSF biochemical data are given as the mean &#x00B1; SD, with the number of analyses. Statistical analysis was performed with pairwise group comparisons of log-transformed analyte levels between controls and AD patients aged &#x2264;62 years (age-adjusted), and between controls and AD patients aged &#x2265;68 years (age-adjusted), as well as between younger and older groups of controls, and younger and older groups of patients with AD. <sup>A</sup>Significantly different to younger controls, <sup>B</sup>significantly different to older controls, <sup>C</sup>significantly different to late-onset AD patients. <sup>&#x2217;</sup><italic>p</italic> &#x003C; 0.01, <sup>&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.001. <sup>#</sup>Increased frequency of the <italic>APOE</italic> &#x1D700;4 allele in patient compared to control groups (<italic>p</italic> = 0.001). AD, Alzheimer&#x2019;s disease; N/A, not applicable; MMSE, Mini Mental State Examination; APOE, apolipoprotein E; y, years; A&#x03B2;, amyloid beta; t-tau, total tau; p-tau, phosphorylated tau; NF-L, neurofilament light; GFAP, glial fibrillary acidic protein.</italic></attrib>
</table-wrap-foot>
</table-wrap>
</sec>
<sec><title>Sampling of CSF</title>
<p>Cerebrospinal fluid was collected with patients lying on their side, and lumbar puncture carried out at the level L4/L5 or L5/S1. The first 2.5 mL CSF was used for routine clinical investigation. Aliquots of CSF were collected directly into polypropylene cryovials (Corning) immersed in ice-water. No samples used in this study were contaminated by blood, and so were not centrifuged. All samples were frozen within 30 min of lumbar puncture and stored at -80&#x00B0;C until analysis. Ten samples were thawed and then frozen again before core biomarkers were analyzed. One freeze-thaw cycle has previously been shown to not significantly affect core biomarker results (<xref ref-type="bibr" rid="B24">Le Bastard et al., 2015</xref>).</p>
</sec>
<sec><title>ELISA Assays</title>
<p>Cerebrospinal fluid samples were analyzed using ELISA monoplex kits according to the manufacturers&#x2019; instructions [A&#x03B2;43 (IBL), A&#x03B2;42 (Innogenetics), t-tau (Innogenetics), p-tau (Innogenetics), NF-L (UmanDiagnostics), YKL-40 (Bio-Techne, CSF diluted 1:400), GFAP (BioVendor) and progranulin (Adipogen Life Sciences, CSF diluted 1:15)]. Samples were thawed in ice-water prior to analysis, and all samples were analyzed in duplicate. Cross-reactivity for A&#x03B2;42 in the A&#x03B2;43 ELISA was given as &#x003C;1%. Although this would contribute slightly to measurements for A&#x03B2;43, it would be a constant for both control and patient groups. A&#x03B2;43 was reported to have 50&#x00D7; less affinity than A&#x03B2;42 for the antibodies in the A&#x03B2;42 kit.</p>
</sec>
<sec><title>Statistical Analysis</title>
<p>Statistical analyses were carried out using SPSS version 24 (IBM) and Stata version 13.1. Due to multiple testing, <italic>p</italic>-values &#x003C; 0.01 were considered statistically significant. Distribution of gender between groups and the distribution of the <italic>APOE</italic> &#x1D700;4 allele between groups were assessed with Pearson&#x2019;s &#x03C7;<sup>2</sup> (chi-square) test. Differences in age at inclusion between patients with early- or late-onset of AD and respective control groups, as well as for MMSE scores and duration of disease, were assessed with the independent samples Mann&#x2013;Whitney U-test for pairwise comparisons of groups. CSF analyte levels were log-transformed to approximate a normal distribution. Analyte levels were compared for younger and older participants within control and AD patient groups using <italic>t</italic>-tests for independent samples. However, when comparing analyte levels between controls and AD patients it was necessary to adjust for age because patients were significantly older than controls in both age groups. Analyte levels for the group of younger controls were therefore compared with those of early-onset AD patients, and older controls with those of late-onset AD patients using linear regression and adjusting for age at inclusion. Correlations between analytes, or between analytes and age at inclusion, were calculated with Pearson&#x2019;s r. Associations are only tentative as both type 1 and type 2 errors can occur even employing a significance level of <italic>p</italic> &#x003C; 0.01 as in the present study. Patterns as a whole have been considered more informative than individual correlations. To investigate potential differences in diagnostic accuracy, receiver operating characteristic (ROC) curves were made for A&#x03B2;43 and A&#x03B2;42, and the area under each ROC curve (AUC) was calculated. Youden&#x2019;s index was found to determine where the sum of sensitivity and specificity was maximized. AUC was compared between A&#x03B2;43 and A&#x03B2;42 for controls and AD patients in corresponding groups [DeLong method (<xref ref-type="bibr" rid="B11">DeLong et al., 1988</xref>)]. Levels of analyte ratios were compared between groups, but overall did not separate groups more clearly than single analytes, and are therefore not considered further. Ratio data are given in Supplementary Table <xref ref-type="supplementary-material" rid="SM1">S1</xref>.</p>
</sec>
<sec><title>Ethics Statement</title>
<p>The study was conducted according to the Helsinki Declaration. Written, informed consent was obtained from all patients or suitable proxies, and from all control individuals. The Neurological Research Biobank has been licensed by the Norwegian Directorate for Health Affairs, and the research was approved by the Regional Committee for Medical Research Ethics (approval 2010/226 REK Midt, 2013/467 REK Midt, 2013/150 REK S&#x00F8;r-&#x00D8;st).</p>
</sec>
</sec>
<sec><title>Results</title>
<p>When comparing participant groups, there were no significant differences in the distribution of gender. The median age at inclusion in both younger and older control groups was significantly lower than for corresponding patient age groups. There was no significant difference in the duration of disease between the two patient groups. No significant differences were found in MMSE scores between individuals in the respective control or patient groups. Both patient groups had significantly lower median MMSE scores than their respective control group. There was increased frequency of the <italic>APOE</italic> &#x1D700;4 allele in combined patient compared to combined control groups (<italic>p</italic> = 0.001) (<bold>Table <xref ref-type="table" rid="T1">1</xref></bold>).</p>
<p>Cerebrospinal fluid levels of the various analytes are shown in <bold>Table <xref ref-type="table" rid="T1">1</xref></bold>, and scatter plots for amyloid peptides are shown in <bold>Figure <xref ref-type="fig" rid="F1">1</xref></bold> and in Supplementary Figures <xref ref-type="supplementary-material" rid="SM2">S1A&#x2013;F</xref> for the other analytes. Additionally, correlations between CSF levels of A&#x03B2; peptides and other analytes, and between A&#x03B2; peptide levels and age were calculated. CSF A&#x03B2;43 was significantly decreased in patients with early-onset AD compared to late-onset AD, but no significant difference was found between the two patient groups for A&#x03B2;42. There were highly significant reductions in the levels of both A&#x03B2;43 and A&#x03B2;42 in CSF of patients with AD compared to controls. No significant differences in levels of A&#x03B2;43 or A&#x03B2;42 were found between the two control groups. Both CSF A&#x03B2;43 and A&#x03B2;42 were excellent at separating corresponding controls from patients in the AD groups, with AUCs of 0.93 or better and no significant difference in AUCs between A&#x03B2;43 and A&#x03B2;42 (<bold>Table <xref ref-type="table" rid="T2">2</xref></bold>). A&#x03B2;43 and A&#x03B2;42 correlated significantly with each other in all four participant groups (<italic>r</italic> = 0.58&#x2013;0.85, <italic>p</italic> &#x2264; 0.006).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p><bold>(A,B)</bold> Amyloid levels in cerebrospinal fluid. Scatter plots for all four participant groups with median lines added for each group. Values for the mean &#x00B1; 1 SD are given in <bold>Table <xref ref-type="table" rid="T1">1</xref></bold>. Statistical analysis was performed with pairwise group comparisons of log-transformed analyte levels between controls and AD patients aged &#x2264;62 years (age-adjusted), and between controls and AD patients aged &#x2265;68 years (age-adjusted), as well as between younger and older groups of controls, and younger and older groups of patients with AD. <bold>(A)</bold> A&#x03B2;43, <bold>(B)</bold> A&#x03B2;42. <sup>&#x2217;&#x2217;</sup>Significantly different at the <italic>p</italic> &#x003C; 0.001 level. AD, Alzheimer&#x2019;s disease; A&#x03B2;, amyloid beta; EOAD, early-onset AD; LOAD, late-onset AD.</p></caption>
<graphic xlink:href="fnagi-09-00210-g001.tif"/>
</fig>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Diagnostic accuracy of &#x03B2;-amyloids for the separation of controls and patients.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<th valign="top" align="left">Age &#x2264; 62 years</th>
<th valign="top" align="left">Age &#x2265; 68 years</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">CSF A&#x03B2;43</td>
<td valign="top" align="left">AUC: 0.96 Sensitivity: 96%<break/>Specificity: 89%</td>
<td valign="top" align="left">AUC: 0.94 Sensitivity: 79%<break/>Specificity: 100%</td>
</tr>
<tr>
<td valign="top" align="left">CSF A&#x03B2;42</td>
<td valign="top" align="left">AUC: 0.93 Sensitivity: 92%<break/>Specificity: 84%</td>
<td valign="top" align="left">AUC: 0.93 Sensitivity: 84%<break/>Specificity: 94%</td></tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>A&#x03B2;, amyloid beta; AUC, area under the receiver operating characteristic curve.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<p>A significant positive association between A&#x03B2;42 and age at inclusion was found in younger controls (<italic>r</italic> = 0.55, <italic>p</italic> = 0.001) and in early-onset AD (<italic>r</italic> = 0.38, <italic>p</italic> = 0.002). For older controls a trend was found for a negative correlation (<italic>r</italic> = -0.42, <italic>p</italic> = 0.012), but this was lost in late-onset AD. For A&#x03B2;43, a positive correlation with age at inclusion was found in the early-onset AD group (<italic>r</italic> = 0.43, <italic>p</italic> = 0.002), but the association was not significant in the other three participant groups.</p>
<p>Results for t-tau and p-tau were similar in nature, and both correlated with each other in all groups (<italic>r</italic> = 0.76&#x2013;0.93, all <italic>p</italic> &#x003C; 0.001). Their levels were significantly increased in patients compared to the corresponding control group, but there was no difference between patients with early- or late-onset AD. However, the older control group had significantly higher levels of the tau species compared to younger controls (<bold>Table <xref ref-type="table" rid="T1">1</xref></bold>). Associations between tau proteins and A&#x03B2; peptides were found only in younger controls (<italic>r</italic> = 0.43, <italic>p</italic> = 0.016 to <italic>r</italic> = 0.52, <italic>p</italic> = 0.003), not older controls or either AD group.</p>
<p>YKL-40 was not significantly increased in patients compared to the respective control group. However, a significant increase was found between early- and late-onset AD, as well as between younger and older controls. There was a pattern for a relationship between the A&#x03B2; peptides and YKL-40 in younger controls and early-onset AD, but correlation coefficients were low (all <italic>r</italic> = 0.33&#x2013;0.44, <italic>p</italic> &#x003C; 0.05 except for A&#x03B2;43 and YKL-40 in early-onset AD, <italic>p</italic> = 0.003).</p>
<p>A highly significant increase in the level of NF-L was found in early-onset AD compared to younger controls, but this difference was lost between late-onset AD and older controls. There was no difference between the two groups of patients, but older controls had significantly higher levels of NF-L compared to younger controls. Levels of GFAP in patients with early-onset AD were significantly higher than in younger controls. Older controls also had significantly increased levels compared to the younger controls, but no significant differences between the patient groups were found. No significant group differences in progranulin levels were found in this material.</p>
</sec>
<sec><title>Discussion</title>
<p>The most interesting result in this study is that the reduction in CSF levels of A&#x03B2;43 was more marked in early-onset compared to late-onset AD, and therefore seems to be age-related. This difference was not found for A&#x03B2;42. As expected, there was a clear and highly significant reduction in the concentration of both A&#x03B2;43 and A&#x03B2;42 in the CSF of the patient groups compared to corresponding controls. However, the data do not suggest that A&#x03B2;43 has better diagnostic accuracy for AD than A&#x03B2;42.</p>
<p>The increased deposition of parenchymal A&#x03B2; species in the AD brain has been suggested as the reason for the reduced amounts of A&#x03B2; peptides measured in CSF (usually A&#x03B2;42), based on the idea that less may be available for passage over the brain-CSF barrier (<xref ref-type="bibr" rid="B12">Fagan et al., 2006</xref>). Recent results from imaging studies showed that although CSF A&#x03B2;43 is strongly associated with cerebral amyloid deposits, even at early stages of clinical cognitive impairment (subjective cognitive decline and MCI), there were no relative differences in deposition between A&#x03B2;42 and A&#x03B2;43. A&#x03B2;43 therefore provided no diagnostic improvement over the established marker A&#x03B2;42 (<xref ref-type="bibr" rid="B2">Almdahl et al., 2017</xref>). Also in the present study comparing early- and late-onset AD versus the corresponding control group, no improvement to diagnostic accuracy was found for A&#x03B2;43 compared to A&#x03B2;42.</p>
<p>It is not immediately obvious why A&#x03B2;43 would be reduced more in early-onset than late-onset AD, other than that there is an age difference between the patient groups. However, two studies comparing amyloid imaging in early- and late-onset AD report regional (though not identical) differences in fibrillar amyloid deposition (<xref ref-type="bibr" rid="B30">Ossenkoppele et al., 2012</xref>; <xref ref-type="bibr" rid="B8">Cho et al., 2013</xref>). It is therefore possible there are age-related differences in the topographical deposition of A&#x03B2; peptides, but whether this would produce differences in CSF concentrations of the peptides in early-onset compared to late-onset AD remains unclear. We did not find a similar reduction for CSF A&#x03B2;42 in early-onset AD, and this result is very similar to previously published data (<xref ref-type="bibr" rid="B15">Gronning et al., 2012</xref>).</p>
<p>In healthy individuals, several studies have found little or no correlation between age and A&#x03B2;42 levels in CSF (<xref ref-type="bibr" rid="B16">Hansson et al., 2006</xref>; <xref ref-type="bibr" rid="B4">Bouwman et al., 2009</xref>; <xref ref-type="bibr" rid="B26">Mattsson et al., 2009</xref>; <xref ref-type="bibr" rid="B32">Popp et al., 2010</xref>). Similarly in patients with AD, a number of articles report no correlation between age and A&#x03B2;42 levels (<xref ref-type="bibr" rid="B4">Bouwman et al., 2009</xref>; <xref ref-type="bibr" rid="B26">Mattsson et al., 2009</xref>; <xref ref-type="bibr" rid="B32">Popp et al., 2010</xref>). Our data were similar in this respect. Even though significant correlations between age and A&#x03B2;42 in controls and patients were found, none were strong, and there was no pattern. The significance of weak correlations is dependent on the number of samples included and the significance level applied. Given that even strong correlations do not guarantee biological relevance, it can be questioned whether these fairly weak correlations are sufficiently reliable to warrant speculation of underlying physiological changes.</p>
<p>Generally speaking, our results for the core biomarkers in controls and in AD, as well as the association with age, agree broadly with previous studies (<xref ref-type="bibr" rid="B3">Blomberg et al., 2001</xref>; <xref ref-type="bibr" rid="B4">Bouwman et al., 2009</xref>; <xref ref-type="bibr" rid="B14">Glodzik-Sobanska et al., 2009</xref>; <xref ref-type="bibr" rid="B32">Popp et al., 2010</xref>; <xref ref-type="bibr" rid="B1">Alcolea et al., 2015</xref>; <xref ref-type="bibr" rid="B7">Chiaravalloti et al., 2016</xref>; <xref ref-type="bibr" rid="B29">Olsson et al., 2016</xref>). Age is also important for other substances analyzed in the present study. In recent years several reports have shown that YKL-40 increases throughout middle-age in cognitively healthy individuals, suggesting that a certain level of neuroinflammation is physiological in normal aging (<xref ref-type="bibr" rid="B1">Alcolea et al., 2015</xref>; <xref ref-type="bibr" rid="B37">Sutphen et al., 2015</xref>), as well as being an aspect of AD (<xref ref-type="bibr" rid="B40">Wennstrom et al., 2015</xref>). The present study agrees with the finding of increased YKL-40 levels with increased age. There was a pattern of positive correlations between A&#x03B2; species and YKL-40 in the younger groups. Most of the correlations were rather weak so it is uncertain whether this represents a physiological relationship, but tentatively agrees with previous data indicating that markers of inflammation, including YKL-40, and A&#x03B2;42 in normal aging and the early AD pathological process, are related (<xref ref-type="bibr" rid="B1">Alcolea et al., 2015</xref>). NF-L is well known to be increased in the CSF of patients with AD (<xref ref-type="bibr" rid="B31">Petzold et al., 2007</xref>; <xref ref-type="bibr" rid="B29">Olsson et al., 2016</xref>), and the present results are in accordance with this, but only in connection with early-onset AD. No significant difference was found for CSF NF-L between late-onset AD and older controls, which probably reflects the increase of CSF NF-L in normal aging (<xref ref-type="bibr" rid="B38">Vagberg et al., 2015</xref>). Similarly, we found an increase in CSF GFAP in patients with early-onset AD compared to younger controls, but again perhaps due to the increase in CSF levels of GFAP with age (<xref ref-type="bibr" rid="B38">Vagberg et al., 2015</xref>), this difference was lost between late-onset AD and older controls. The results for the older groups agree with one study (<xref ref-type="bibr" rid="B40">Wennstrom et al., 2015</xref>), but not with another study that found increased GFAP levels in AD patients compared to controls (<xref ref-type="bibr" rid="B20">Jesse et al., 2009</xref>). No changes in the concentration of progranulin in CSF from patients with AD were found compared to controls, as previously demonstrated (<xref ref-type="bibr" rid="B28">Morenas-Rodriguez et al., 2016</xref>).</p>
<p>Taken together, few differences were detected between early- and late-onset AD when analyzing CSF for potential markers of disease, even though the two groups had been clearly defined with respect to a difference in age. When comparing patients and controls, more differences were associated with early-onset rather than late-onset AD, perhaps because both patients and controls tend to suffer more comorbidities with increasing age which can cloud differences between patients with AD and controls. The main strength of the present study was to employ clinically well-defined patient and control cohorts that were large enough to distinguish differences and similarities in A&#x03B2;43 and A&#x03B2;42. In light of an earlier report (<xref ref-type="bibr" rid="B23">Lauridsen et al., 2016</xref>), future studies should probably concentrate on examining CSF A&#x03B2;43 and A&#x03B2;42 in relation to early stages of the AD process, including amnestic MCI, subjective cognitive decline, and cognitively intact individuals who have a pathological pattern of core biomarkers in CSF, or increased amyloid deposition in brain.</p>
</sec>
<sec><title>Author Contributions</title>
<p>CL planned and performed the laboratory work together with IM, PP, and GBe. SS was responsible for clinical aspects together with GG and GBr. CL analyzed the data and &#x00D8;S advised on statistical analysis. LW was responsible for study design and data collation together with CL and SS. LW, SS and GBr supervised the project. CL and LW wrote the manuscript. All authors contributed to critical revision and finalization of the manuscript.</p>
</sec>
<sec><title>Conflict of Interest Statement</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>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> CL holds a Ph.D. scholarship from the Dementia Disease Initiation (DDI) Consortium, through the Research Council of Norway (NASATS-NevroNor grant 217780/H10).</p>
</fn>
</fn-group>
<ack>
<p>The authors are sincerely grateful to all study participants.</p>
</ack>
<sec 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="http://journal.frontiersin.org/article/10.3389/fnagi.2017.00210/full#supplementary-material">http://journal.frontiersin.org/article/10.3389/fnagi.2017.00210/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Data_Sheet_2.docx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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