﻿<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.1 20151215//EN" "JATS-journalpublishing1.dtd">
<article 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="nlm-ta">Explor Neurosci</journal-id>
<journal-id journal-id-type="publisher-id">EN</journal-id>
<journal-title-group>
<journal-title>Exploration of Neuroscience</journal-title>
</journal-title-group>
<issn pub-type="epub">2834-5347</issn>
<publisher>
<publisher-name>Open Exploration Publishing</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.37349/en.2023.00024</article-id>
<article-id pub-id-type="manuscript">100624</article-id>
<article-categories>
<subj-group>
<subject>Original Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Estimation of the allelic status of apolipoprotein E4 isoforms with fully automated LUMIPULSE<sup>®</sup> assays</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yuri</surname>
<given-names>Tatsushi</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/resources/">Resources</role>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role content-type="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="I2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="afn1">
<sup>†</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Degrieck</surname>
<given-names>Rosina</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/resources/">Resources</role>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role content-type="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="afn1">
<sup>†</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0009-0005-2996-6698</contrib-id>
<name>
<surname>Minczakiewicz</surname>
<given-names>Dagmara</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/resources/">Resources</role>
<role content-type="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sato</surname>
<given-names>Hideo</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/resources/">Resources</role>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role content-type="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kamada</surname>
<given-names>Jo</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/resources/">Resources</role>
<role content-type="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<xref ref-type="aff" rid="I1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nakazawa</surname>
<given-names>Takuya</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/resources/">Resources</role>
<role content-type="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<xref ref-type="aff" rid="I1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Vandenbroucke</surname>
<given-names>Ina</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3818-7985</contrib-id>
<name>
<surname>Aoyagi</surname>
<given-names>Katsumi</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-8907-5767</contrib-id>
<name>
<surname>Nojima</surname>
<given-names>Hisashi</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role content-type="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role content-type="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="https://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing—original draft</role>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="afn1">
<sup>†</sup>
</xref>
<xref ref-type="corresp" rid="cor1">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="editor">
<name>
<surname>Hermann</surname>
<given-names>Dirk M.</given-names>
</name>
<role>Academic Editor</role>
<aff>University of Duisburg-Essen, Germany</aff>
</contrib>
</contrib-group>
<aff id="I1">
<sup>1</sup>Product Development Department, Product Designing 1st section, Fujirebio Inc., Tokyo 107-0052, Japan</aff>
<aff id="I2">
<sup>2</sup>Product Development Department, Fujirebio Europe N.V., 9052 Gent, Belgium</aff>
<aff id="I3">
<sup>3</sup>Fundamental Research Department, Assay Technology Research Section, Fujirebio Inc., Tokyo 107-0052, Japan</aff>
<aff id="I4">
<sup>4</sup>Research and Development Division, Fujirebio Inc., Tokyo 107-0052, Japan</aff>
<author-notes>
<fn id="afn1" fn-type="equal">
<label>†</label>
<p>These authors contributed equally to this work.</p>
</fn>
<corresp id="cor1">
<bold>
<sup>*</sup>Correspondence:</bold> Hisashi Nojima, Product Development Department, Product Designing 1st section, Fujirebio Inc., Akasaka Intercity AIR, 1-8-1, Akasaka Minato-ku, Tokyo 107-0052, Japan. <email>hisashi.nojima@hugp.com</email></corresp>
</author-notes>
<pub-date pub-type="ppub">
<year>2023</year>
</pub-date>
<pub-date pub-type="epub">
<day>16</day>
<month>10</month>
<year>2023</year>
</pub-date>
<volume>2</volume>
<issue>5</issue>
<fpage>238</fpage>
<lpage>244</lpage>
<history>
<date date-type="received">
<day>12</day>
<month>06</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>08</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>© The Author(s) 2023.</copyright-statement>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This is an Open Access article licensed under a Creative Commons Attribution 4.0 International License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Aim:</title>
<p>Apolipoprotein E (ApoE) isoforms, especially the ApoE4 isoform, are genetic risk factors for Alzheimer’s disease (AD). Moreover, the <italic>APOE ε4</italic> haplotype has a dose-dependent association with an increased risk of amyloid-related imaging abnormalities (ARIA) in individuals receiving disease-modifying therapy for AD. Therefore, the importance of <italic>APOE</italic> genotyping or proteotyping has been highlighted. Here, the authors developed fully automated chemiluminescence enzyme-immunoassay kit for ApoE4 and Pan-ApoE, and evaluated their diagnostic concordance with the <italic>APOE</italic> genotyping.</p>
</sec>
<sec>
<title>Methods:</title>
<p>One hundred seventy-eight specimens were analyzed using the Lumipulse<sup>® </sup>G ApoE4 and Pan-ApoE for the ApoE proteotype and evaluated its diagnostic concordance with the <italic>APOE </italic>genotype.</p>
</sec>
<sec>
<title>Results:</title>
<p>The ApoE4 kit specifically detected the ApoE4 concentration in plasma samples, and the polymorphism could be classified clearly by the ratio of ApoE4 and Pan-ApoE amount in plasma.</p>
</sec>
<sec>
<title>Conclusions:</title>
<p>The combination of Pan-ApoE and ApoE4-specific chemiluminescent enzyme immunoassay (CLEIA) assay is useful for predicting <italic>APOE ε4</italic> allele status.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Apolipoprotein E4</kwd>
<kwd>Alzheimer’s disease</kwd>
<kwd>disease modifying therapy</kwd>
<kwd>chemiluminescent enzyme immunoassay</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p id="p-1">Apolipoprotein E (ApoE) is associated with lipid homeostasis by mediating the transport and clearance of lipids between organs via the plasma and interstitial fluids [<xref ref-type="bibr" rid="B1">1</xref>]. <italic>APOE</italic> mainly exists in 3 allelic variants, <italic>APOE ε2</italic>, <italic>ε3</italic>, and <italic>ε4</italic>, which differ in a single amino acid change at position 112 or 158; ApoE2 (Cys112, Cys158), ApoE3 (Cys112, Arg158), and ApoE4 (Arg112, Arg158) [<xref ref-type="bibr" rid="B1">1</xref>]. Among them, the <italic>APOE ε4</italic> allele has been identified as the leading genetic risk factor for the sporadic form of Alzheimer’s disease (AD) [<xref ref-type="bibr" rid="B1">1</xref>–<xref ref-type="bibr" rid="B3">3</xref>]. Moreover, the presence of one or two copies of the <italic>APOE ε4</italic> allele accelerates AD onset by approximately 10–20 years [<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B4">4</xref>]. Furthermore, the <italic>APOE ε4</italic> haplotype is a major risk factor for amyloid-related imaging abnormalities (ARIA) in individuals treated with anti-amyloid therapies for AD [<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>]. Indeed, the combined data from the EMERGE and ENGAGE clinical trials showed that 20.3% of <italic>APOE ε4</italic> non-carriers and 43% of <italic>APOE ε4</italic> carriers developed amyloid-related imaging abnormalities-edema (ARIA-E) in the high-dose group [<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B7">7</xref>]. In the Clarity AD clinical trial, 5.4% of <italic>APOE ε4</italic> non-carriers and 15.8% of <italic>APOE ε4</italic> carriers developed ARIA-E [<xref ref-type="bibr" rid="B6">6</xref>]. These data indicate that individuals who are <italic>APOE ε4</italic> carriers are at greater risk of ARIA occurrence and severe ARIA-related adverse events [<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>]. Therefore, there is a growing demand to identify the <italic>APOE ε4</italic> haplotype.</p>
<p id="p-2">In the study of <italic>APOE</italic> polymorphism, both genotyping and proteotyping methods have been used [<xref ref-type="bibr" rid="B10">10</xref>]. Among the numerous available genotyping techniques, including gene-based analyses such as polymerase chain reaction (PCR) plus sequencing, and real-time PCR [<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>], HhaI restriction fragment length polymorphism (RFLP) analysis of a PCR-amplified domain of the <italic>APOE</italic> gene appears to be the conventionally adapted assay [<xref ref-type="bibr" rid="B13">13</xref>]. On the other hand, the characterization of the different ApoE proteotypes is carried out by isoelectric focusing and immunoblotting (IEF-IB), enzyme-linked immunosorbent assay (ELISA), mass spectrometric immunoassays (MSIAs), or biochip arrays [<xref ref-type="bibr" rid="B14">14</xref>–<xref ref-type="bibr" rid="B17">17</xref>]. Among them, IEF-IB is a commonly used assay method based on charge differences and separation of common isoforms [<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B18">18</xref>], but the main drawback of IEF-IB is that posttranslational modifications such as physiological sialylation/desialylation, diabetes-induced glycation or oxidative modification such as imine adduct formation can alter the charge, leading to the disagreement between genotype and proteotype [<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B19">19</xref>]. In addition to the above, these genotyping and proteotyping assays pose several limitations; they can be time-consuming, technically complex, require additional sample processing, lack high-throughput capacity, or lack of fully automation. These technical disadvantages might be one of the reasons to hamper the implementation of <italic>APOE ε4</italic> analysis in routine clinical practice.</p>
<p id="p-3">In this study, we have developed fully automated chemiluminescent enzyme immunoassay (CLEIA) kit for ApoE4 and Pan-ApoE on the LUMIPULSE<sup>®</sup> platform using monoclonal antibodies recognizing ApoE proteins, including the ApoE4-specific antibody [<xref ref-type="bibr" rid="B15">15</xref>]. Here, we evaluated its diagnostic concordance with <italic>APOE</italic> genotyping and showed that the CLEIA ApoE4 and Pan-ApoE assays robustly distinguish between <italic>APOE ε4</italic> carrier status in plasma.</p>
</sec>
<sec id="s2">
<title>Materials and methods</title>
<sec id="t2-1">
<title>Participants</title>
<p id="p-4">The study included 178 Japanese volunteers, who were from our company and provided informed consent prior to enrollment. After the blood samples were collected into BD Vacutainer<sup>®</sup> K<sub>2</sub>EDTA tubes (Catalog number: 365900; BD Biosciences, NJ, USA), all tubes were gently inverted 8–10 times to avoid micro-clotting, and centrifuged at room temperature within 30 min (1,500× <italic>g</italic> for 10 min). The plasma layer was aliquoted into 2.0 mL polypropylene tubes (Catalog number: 72.694.600; Sarstedt, Numbrecht, Germany), followed by freezing in liquid nitrogen. Samples were kept at –80°C until use. Since the <italic>APOE</italic> gene is hereditary, collected samples were completely anonymized so that biographic and medical information about these participants was not collected. Study procedures were compliant with the principles of the Declaration of Helsinki. The ethics committee approved the study at H.U. Group Holdings, Inc. in the 2022 fiscal year (22-012-01).</p>
</sec>
<sec id="t2-2">
<title>ApoE proteotyping</title>
<p id="p-5">ApoE4 and Pan-ApoE were sequentially analyzed using the Lumipulse<sup>®</sup> G ApoE4 and Pan-ApoE test (Fujirebio Europe N.V., Gent, Belgium). The LUMIPULSE<sup>®</sup> systems, e.g., LUMIPULSE<sup>®</sup> G1200 or G600II, are instruments using chemiluminescence quantitative sandwich immunoassay principle, with an assay time of 30 min per test. Samples were tested according to the instructions for use. The measurements were carried out on the LUMIPULSE<sup>®</sup> G1200 automated immunoassay analyzer with a single calibration run. Each assay required the following sample volume: 20 µL for ApoE4, and 20 µL for Pan-ApoE. For each analyte, one assay lot was used to measure all the samples.</p>
</sec>
<sec id="t2-3">
<title>
<italic>APOE</italic> genotyping with PCR-RFLP or sequence</title>
<p id="p-6">The <italic>APOE</italic> genotyping with PCR-RFLP method was previously reported [<xref ref-type="bibr" rid="B20">20</xref>]. Briefly, the DNA was purified from peripheral whole blood, and the extracted DNA was used as the template for PCR. The PCR products were purified using QIAquick PCR Purification Kit (QIAGEN Inc., CA, USA) and the purified PCR products were digested with 10 units HhaI (New England BioLabs Inc., MA, USA) at 37°C for 2 h. For the restricted patterns, 20 µL of the digested fragments was separated by electrophoresis on a 15% polyacrylamide gel using SuperSepTMDNA (FUJIFILM Wako Pure Chemical Corporation, Japan) at 30 mA for 1 h. After electrophoresis, the gel was stained with ethidium bromide, and the polymorphic patterns were analyzed. Furthermore, the PCR fragments were sequenced by ABI PRISM<sup>®</sup> 310 Genetic Analyzer (PE Applied Biosystems, CT, USA) following the manufacturer’s instructions.</p>
</sec>
<sec id="t2-4">
<title>Statistical analyses</title>
<p id="p-7">All statistical analyses were performed in version 4.2.2 of R (R Foundation for Statistical Computing, Vienna, Austria). Group comparisons for continuous variables were performed using the Wilcoxon rank-sum test with Bonferroni correction. Cross-table analyses were performed by <italic>χ</italic><sup>2</sup> test. The significance level of the statistical analyses was set at <italic>P</italic> &lt; 0.05.</p>
</sec>
</sec>
<sec id="s3">
<title>Results</title>
<p id="p-8">We conducted both PCR-RFLP and PCR plus sequencing, and confirmed that the genotype results from both methods are consistent. The distribution of <italic>APOE</italic> genotypes among the subjects in this study was summarized in <xref ref-type="table" rid="t1">Table 1</xref>; 78.7% (140/178) of subjects were <italic>APOE ε4</italic> non-carriers (<italic>ε2/ε3</italic> or <italic>ε3/ε3</italic>), and 21.3% (38/178) had at least one <italic>APOE ε4</italic> allele (<italic>ε2/ε4</italic>, <italic>ε3/ε4</italic>, and <italic>ε4/ε4</italic>).</p>
<table-wrap id="t1">
<label>Table 1</label>
<caption>
<p>
<italic>APOE</italic> genotype distributions in this study</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>
<bold>Genotype</bold>
</th>
<th>
<bold>
<italic>n</italic>
</bold>
</th>
<th>
<bold>Frequency</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<italic>ε2/ε2</italic>
</td>
<td>0</td>
<td>0.00%</td>
</tr>
<tr>
<td>
<italic>ε2/ε3</italic>
</td>
<td>24</td>
<td>13.48%</td>
</tr>
<tr>
<td>
<italic>ε3/ε3</italic>
</td>
<td>116</td>
<td>65.17%</td>
</tr>
<tr>
<td>
<italic>ε2/ε4</italic>
</td>
<td>9</td>
<td>5.06%</td>
</tr>
<tr>
<td>
<italic>ε3/ε4</italic>
</td>
<td>19</td>
<td>10.67%</td>
</tr>
<tr>
<td>
<italic>ε4/ε4</italic>
</td>
<td>10</td>
<td>5.62%</td>
</tr>
<tr>
<td>Total</td>
<td>178</td>
<td>-</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>-: not applicable</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p id="p-9">All 178 samples were analyzed using the Lumipulse<sup>®</sup> G ApoE4 and Pan-ApoE. The concentration levels ranged from 0.0 µg/mL to 21.9 µg/mL for ApoE4 (<xref ref-type="fig" rid="fig1">Figure 1A</xref>), and from 7.5 µg/mL to 86.2 µg/mL for Pan-ApoE (<xref ref-type="fig" rid="fig1">Figure 1B</xref>). There was the trend that the ApoE4 concentration mostly dose-dependently increased with the copy number of <italic>APOE ε4</italic> allele, allowing for the statistically significant (<italic>P</italic> &lt; 0.001) distinction among these groups (<xref ref-type="fig" rid="fig1">Figure 1A</xref>). Although some samples in the <italic>APOE ε4</italic> heterozygous group had higher ApoE4 concentrations which are comparable to the concentrations of the <italic>APOE ε4</italic> homozygotes, the two groups were significantly different (<italic>P</italic> &lt; 0.001) (<xref ref-type="fig" rid="fig1">Figure 1A</xref>). On the other hand, Pan-ApoE concentrations in <italic>APOE ε4</italic> homozygous group was significantly lower than those in heterozygous and null group (<italic>P</italic> &lt; 0.01 and <italic>P</italic> &lt; 0.001, respectively) (<xref ref-type="fig" rid="fig1">Figure 1B</xref>), but there was no statistical difference in Pan-ApoE concentrations between heterozygous and null group. Furthermore, the ApoE4/Pan-ApoE ratio could clearly classify the <italic>APOE ε4</italic> carrier status (<xref ref-type="fig" rid="fig1">Figure 1C</xref> and <xref ref-type="table" rid="t2">Table 2</xref>). The range of the ApoE4/Pan-ApoE ratio in this study was between 0.0% and 140% (<xref ref-type="fig" rid="fig1">Figure 1C</xref>). Then, we preliminary set the cutoff values at 5% and 75% in the ApoE4/Pan-ApoE ratio (<xref ref-type="fig" rid="fig1">Figure 1C</xref>), and cross-table analyses were performed by <italic>χ</italic><sup>2</sup> test, resulting in a significant difference (<xref ref-type="table" rid="t2">Table 2</xref>).</p>
<fig id="fig1" position="float">
<label>Figure 1</label>
<caption>
<p>Distribution of biomarkers. Beeswarm boxplots of the assays ApoE4 (A), Pan-ApoE (B), and ApoE4/Pan-ApoE (C) by <italic>APOE ε4</italic> carrier status. Boxplots display the median values with the interquartile range (lower and upper hinge) and ± 1.5-fold the interquartile range from the first and third quartile (lower and upper whiskers). Data were analyzed using Wilcoxon signed-rank tests with Bonferroni correction. <sup>**</sup> <italic>P</italic> &lt; 0.01; <sup>***</sup> <italic>P</italic> &lt; 0.001. <italic>ε2</italic>: <italic>APOE ε2</italic>; <italic>ε3</italic>: <italic>APOE ε3</italic>; <italic>ε4</italic>: <italic>APOE ε4</italic>; ns: not significant</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="en-02-100624-g001.tif" />
</fig>
<table-wrap id="t2">
<label>Table 2</label>
<caption>
<p>Cross tabulation analysis of <italic>APOE ε4</italic> genotype <italic>versus</italic> proteotype</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>
<bold>Category</bold>
</th>
<th>
<bold>
<italic>-/-</italic>
</bold>
</th>
<th>
<bold>
<italic>ε4/-</italic>
</bold>
</th>
<th>
<bold>
<italic>ε4/ε4</italic>
</bold>
</th>
<th>
<bold>Total</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<italic>-/-</italic>
</td>
<td>140</td>
<td>0</td>
<td>0</td>
<td>140</td>
</tr>
<tr>
<td>
<italic>ε4/-</italic>
</td>
<td>0</td>
<td>28</td>
<td>0</td>
<td>28</td>
</tr>
<tr>
<td>
<italic>ε4/ε4</italic>
</td>
<td>0</td>
<td>0</td>
<td>10</td>
<td>10</td>
</tr>
<tr>
<td>Total</td>
<td>140</td>
<td>28</td>
<td>10</td>
<td>178</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The horizontal cells are genotype, and the vertical cells are proteotype. <italic>χ</italic><sup>2</sup> = 356; df = 4; <italic>P</italic> &lt; 0.0001</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4">
<title>Discussion</title>
<p id="p-10">In our study, we established ApoE4 and Pan-ApoE assays on the LUMIPULSE<sup>®</sup> platform, and demonstrated their performances by setting cutoff values for the ApoE4/Pan-ApoE ratio to optimize its concordance with the <italic>APOE</italic> genotype. Consistent with previous reports [<xref ref-type="bibr" rid="B15">15</xref>], we found that the ratio could completely match the <italic>APOE ε4</italic> allele status.</p>
<p id="p-11">It has been reported that the levels of plasma ApoE decrease in a perfect parametric fashion across the six <italic>APOE</italic> genotypes (<italic>ε2/ε2</italic> &gt; <italic>ε2/ε3</italic> &gt; <italic>ε2/ε4</italic> &gt; <italic>ε3/ε3</italic> &gt; <italic>ε3/ε4</italic> &gt; <italic>ε4/ε4</italic>) [<xref ref-type="bibr" rid="B21">21</xref>]. In this regard, our results showed a similar trend (<xref ref-type="fig" rid="fig1">Figure 1B</xref>), although the <italic>APOE ε2</italic> homozygotes were not obtained in this study because it is a rare variant [<xref ref-type="bibr" rid="B22">22</xref>]. On the other hand, the frequency of the <italic>APOE ε4</italic> homozygotes or heterozygotes in this study was comparable to the previous reports [<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B23">23</xref>]. Further study with a lager sample size could address these points.</p>
<p id="p-12">Both genotyping and proteotyping methods have been used for <italic>APOE</italic> polymorphism analysis [<xref ref-type="bibr" rid="B10">10</xref>]. However, it has been reported that the ApoE proteotype by the IEF-IB method can be susceptible to protein modification and degradation, resulting in discordant results of the proteotype-genotype correlation [<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B19">19</xref>]. In this point, while the immunoassay examined in this study, ELISA [<xref ref-type="bibr" rid="B15">15</xref>], MSIAs [<xref ref-type="bibr" rid="B16">16</xref>], or biochip arrays [<xref ref-type="bibr" rid="B17">17</xref>] might show robustness toward both post-translational modification and protein degradation, the Lumipulse<sup>®</sup> G ApoE4 and Pan-ApoE assays could be better than the other proteotyping assays in terms of improved accuracy and reproducibility, elimination of technical skill influence, and reduced labor and costs.</p>
<p id="p-13">Recently, it has been reported that the <italic>APOE ε4</italic> carrier or non-carrier could be classified with automated immunoassay for ApoE4 [<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>]. However, it might be difficult to separate homozygotes and heterozygotes completely by ApoE4 assay alone because peripheral blood ApoE levels might be affected by individual differences or even diets [<xref ref-type="bibr" rid="B26">26</xref>]. Indeed, some ApoE4 concentrations in the <italic>APOE ε4</italic> heterozygous group were similar to those of the <italic>APOE ε4</italic> homozygotes (<xref ref-type="fig" rid="fig1">Figure 1A</xref>). By contrast, the Lumipulse<sup>®</sup> G ApoE4/Pan-ApoE ratio could distinctly separate <italic>APOE ε4</italic> status among null, heterozygote, and homozygote because Pan-ApoE could serve as an internal control to minimize potential variability of plasma ApoE4 concentrations. Furthermore, LUMIPULSE<sup>®</sup> G1200 can perform 120 tests/h, suggesting that this system is suitable for high-throughput screening. Additionally, the LUMIPULSE<sup>®</sup> platform has a product portfolio for AD-related biomarkers, allowing sequential measurement of several biomarkers [<xref ref-type="bibr" rid="B27">27</xref>–<xref ref-type="bibr" rid="B29">29</xref>].</p>
<p id="p-14">The limitations of this study are the lack of various analyses using specimen information, the limited study population, and the lack of a validation cohort. Since the samples were collected from our internal volunteers, the genetic information related to AD needs to be protected from leakage, which affected the availability of the biomedical information about the study participants. In addition, the samples are collected from our internal volunteers aged between 20s and 50s, consequently suggesting no serious illnesses that might affect the modification of the ApoE protein. Therefore, further investigations using patient specimens with underlying diseases such as diabetes mellitus, would be necessary in future. Besides, the samples in this study were composed of Japanese volunteers, and it would be necessary to compare the results with other racial groups. Furthermore, the cutoff values which were used in this study, could not be validated in an independent secondary cohort, suggesting that further studies are required to address these points.</p>
<p id="p-15">In conclusion, this study successfully demonstrated that the combination of ApoE4 and Pan-ApoE CLEIA assays was useful for predicting <italic>APOE ε4</italic> allele status. It has been reported that <italic>APOE ε4</italic> genotype is strongly associated with ARIA and exhibits its allele copy-number dependent effects [<xref ref-type="bibr" rid="B5">5</xref>–<xref ref-type="bibr" rid="B8">8</xref>]. Indeed, it is recommended to perform a test for <italic>APOE ε4</italic> before initiating anti-amyloid treatments [<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>]. Therefore, the Lumipulse<sup>®</sup> G ApoE4 and Pan-ApoE assays could contribute to risk discussions and safety considerations of disease-modifying therapies for AD.</p>
</sec>
</body>
<back>
<glossary>
<title>Abbreviations</title>
<def-list>
<def-item>
<term>AD</term>
<def>
<p>Alzheimer’s disease</p>
</def>
</def-item>
<def-item>
<term>ApoE</term>
<def>
<p>apolipoprotein E</p>
</def>
</def-item>
<def-item>
<term>ARIA</term>
<def>
<p>amyloid-related imaging abnormalities</p>
</def>
</def-item>
<def-item>
<term>CLEIA</term>
<def>
<p>chemiluminescent enzyme immunoassay</p>
</def>
</def-item>
<def-item>
<term>IEF-IB</term>
<def>
<p>isoelectric focusing and immunoblotting</p>
</def>
</def-item>
<def-item>
<term>PCR</term>
<def>
<p>polymerase chain reaction</p>
</def>
</def-item>
<def-item>
<term>RFLP</term>
<def>
<p>restriction fragment length polymorphism</p>
</def>
</def-item>
</def-list>
</glossary>
<sec id="s5">
<title>Declarations</title>
<sec>
<title>Acknowledgments</title>
<p>We thank the participants of the studies who made this study possible. We are thankful to all the employees of Fujirebio HD group for their generous help, especially we thank Kazuyuki Umeda, Mario Denoyette, Jarne Delanote, and Maarten De Jonge for their efforts to develop the ApoE kits.</p>
</sec>
<sec>
<title>Author contributions</title>
<p>TY: Resources, Data curation, Investigation, Methodology, Writing—review &amp; editing. RD: Resources, Data curation, Methodology, Writing—review &amp; editing. DM: Resources, Methodology, Writing—review &amp; editing. HS: Resources, Data curation, Investigation, Writing—review &amp; editing. JK and TN: Resources, Investigation, Methodology. IV and KA: Supervision, Writing—review &amp; editing. HN: Data curation, Formal analysis, Supervision, Investigation, Visualization, Writing—original draft, Project administration, Writing—review &amp; editing.</p>
</sec>
<sec sec-type="COI-statement">
<title>Conflicts of interest</title>
<p>TY, HS, JK, TN, and HN are employees of Fujirebio Inc. TY, RD, DM, and IV are employees of Fujirebio Europe N.V. KA is a board member of Fujirebio Inc.</p>
</sec>
<sec>
<title>Ethical approval</title>
<p>Study procedures were compliant with the principles of the Declaration of Helsinki. The ethics committee approved the study at H.U. Group Holdings, Inc. in the 2022 fiscal year (22-012-01).</p>
</sec>
<sec>
<title>Consent to participate</title>
<p>Informed consent to participate in the study was obtained from participants.</p>
</sec>
<sec>
<title>Consent to publication</title>
<p>Not applicable.</p>
</sec>
<sec sec-type="data-availability">
<title>Availability of data and materials</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Funding</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Copyright</title>
<p>© The Author(s) 2023.</p>
</sec>
</sec>
<ref-list>
<ref id="B1">
<label>1</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>CC</given-names>
</name>
<name>
<surname>Kanekiyo</surname>
<given-names>T</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>H</given-names>
</name>
<name>
<surname>Bu</surname>
<given-names>G</given-names>
</name>
</person-group>
<article-title>Apolipoprotein E and Alzheimer disease: risk, mechanisms and therapy</article-title>
<source>Nat Rev Neurol</source>
<year iso-8601-date="2013">2013</year>
<volume>9</volume>
<fpage>106</fpage>
<lpage>18</lpage>
<pub-id pub-id-type="doi">10.1038/nrneurol.2012.263</pub-id><pub-id pub-id-type="pmid">23296339</pub-id><pub-id pub-id-type="pmcid">PMC3726719</pub-id></element-citation>
</ref>
<ref id="B2">
<label>2</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Corder</surname>
<given-names>EH</given-names>
</name>
<name>
<surname>Saunders</surname>
<given-names>AM</given-names>
</name>
<name>
<surname>Strittmatter</surname>
<given-names>WJ</given-names>
</name>
<name>
<surname>Schmechel</surname>
<given-names>DE</given-names>
</name>
<name>
<surname>Gaskell</surname>
<given-names>PC</given-names>
</name>
<name>
<surname>Small</surname>
<given-names>GW</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Gene dose of apolipoprotein E type 4 allele and the risk of Alzheimer’s disease in late onset families</article-title>
<source>Science</source>
<year iso-8601-date="1993">1993</year>
<volume>261</volume>
<fpage>921</fpage>
<lpage>3</lpage>
<pub-id pub-id-type="doi">10.1126/science.8346443</pub-id><pub-id pub-id-type="pmid">8346443</pub-id></element-citation>
</ref>
<ref id="B3">
<label>3</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Farrer</surname>
<given-names>LA</given-names>
</name>
<name>
<surname>Cupples</surname>
<given-names>LA</given-names>
</name>
<name>
<surname>Haines</surname>
<given-names>JL</given-names>
</name>
<name>
<surname>Hyman</surname>
<given-names>B</given-names>
</name>
<name>
<surname>Kukull</surname>
<given-names>WA</given-names>
</name>
<name>
<surname>Mayeux</surname>
<given-names>R</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Effects of age, sex, and ethnicity on the association between apolipoprotein E genotype and Alzheimer disease. A meta-analysis. APOE and Alzheimer Disease Meta Analysis Consortium</article-title>
<source>JAMA</source>
<year iso-8601-date="1997">1997</year>
<volume>278</volume>
<fpage>1349</fpage>
<lpage>56</lpage>
<pub-id pub-id-type="doi">10.1001/jama.278.16.1349</pub-id><pub-id pub-id-type="pmid">9343467</pub-id></element-citation>
</ref>
<ref id="B4">
<label>4</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Verghese</surname>
<given-names>PB</given-names>
</name>
<name>
<surname>Castellano</surname>
<given-names>JM</given-names>
</name>
<name>
<surname>Holtzman</surname>
<given-names>DM</given-names>
</name>
</person-group>
<article-title>Apolipoprotein E in Alzheimer’s disease and other neurological disorders</article-title>
<source>Lancet Neurol</source>
<year iso-8601-date="2011">2011</year>
<volume>10</volume>
<fpage>241</fpage>
<lpage>52</lpage>
<pub-id pub-id-type="doi">10.1016/S1474-4422(10)70325-2</pub-id><pub-id pub-id-type="pmid">21349439</pub-id><pub-id pub-id-type="pmcid">PMC3132088</pub-id></element-citation>
</ref>
<ref id="B5">
<label>5</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Budd</surname>
<given-names>Haeberlein S</given-names>
</name>
<name>
<surname>Aisen</surname>
<given-names>PS</given-names>
</name>
<name>
<surname>Barkhof</surname>
<given-names>F</given-names>
</name>
<name>
<surname>Chalkias</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>T</given-names>
</name>
<name>
<surname>Cohen</surname>
<given-names>S</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Two randomized phase 3 studies of aducanumab in early Alzheimer’s disease</article-title>
<source>J Prev Alzheimers Dis</source>
<year iso-8601-date="2022">2022</year>
<volume>9</volume>
<fpage>197</fpage>
<lpage>210</lpage>
<pub-id pub-id-type="doi">10.14283/jpad.2022.30</pub-id><pub-id pub-id-type="pmid">35542991</pub-id></element-citation>
</ref>
<ref id="B6">
<label>6</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>van Dyck</surname>
<given-names>CH</given-names>
</name>
<name>
<surname>Swanson</surname>
<given-names>CJ</given-names>
</name>
<name>
<surname>Aisen</surname>
<given-names>P</given-names>
</name>
<name>
<surname>Bateman</surname>
<given-names>RJ</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>C</given-names>
</name>
<name>
<surname>Gee</surname>
<given-names>M</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Lecanemab in early Alzheimer’s disease</article-title>
<source>N Engl J Med</source>
<year iso-8601-date="2023">2023</year>
<volume>388</volume>
<fpage>9</fpage>
<lpage>21</lpage>
<pub-id pub-id-type="doi">10.1056/NEJMoa2212948</pub-id><pub-id pub-id-type="pmid">36449413</pub-id></element-citation>
</ref>
<ref id="B7">
<label>7</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cummings</surname>
<given-names>J</given-names>
</name>
<name>
<surname>Rabinovici</surname>
<given-names>GD</given-names>
</name>
<name>
<surname>Atri</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Aisen</surname>
<given-names>P</given-names>
</name>
<name>
<surname>Apostolova</surname>
<given-names>LG</given-names>
</name>
<name>
<surname>Hendrix</surname>
<given-names>S</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Aducanumab: appropriate use recommendations update</article-title>
<source>J Prev Alzheimers Dis</source>
<year iso-8601-date="2022">2022</year>
<volume>9</volume>
<fpage>221</fpage>
<lpage>30</lpage>
<pub-id pub-id-type="doi">10.14283/jpad.2022.34</pub-id><pub-id pub-id-type="pmid">35542993</pub-id><pub-id pub-id-type="pmcid">PMC9169517</pub-id></element-citation>
</ref>
<ref id="B8">
<label>8</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cummings</surname>
<given-names>J</given-names>
</name>
<name>
<surname>Apostolova</surname>
<given-names>L</given-names>
</name>
<name>
<surname>Rabinovici</surname>
<given-names>GD</given-names>
</name>
<name>
<surname>Atri</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Aisen</surname>
<given-names>P</given-names>
</name>
<name>
<surname>Greenberg</surname>
<given-names>S</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Lecanemab: appropriate use recommendations</article-title>
<source>J Prev Alzheimers Dis</source>
<year iso-8601-date="2023">2023</year>
<volume>10</volume>
<fpage>362</fpage>
<lpage>77</lpage>
<pub-id pub-id-type="doi">10.14283/jpad.2023.30</pub-id><pub-id pub-id-type="pmid">37357276</pub-id><pub-id pub-id-type="pmcid">PMC10313141</pub-id></element-citation>
</ref>
<ref id="B9">
<label>9</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Filippi</surname>
<given-names>M</given-names>
</name>
<name>
<surname>Cecchetti</surname>
<given-names>G</given-names>
</name>
<name>
<surname>Spinelli</surname>
<given-names>EG</given-names>
</name>
<name>
<surname>Vezzulli</surname>
<given-names>P</given-names>
</name>
<name>
<surname>Falini</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Agosta</surname>
<given-names>F</given-names>
</name>
</person-group>
<article-title>Amyloid-related imaging abnormalities and β-amyloid-targeting antibodies: a systematic review</article-title>
<source>JAMA Neurol</source>
<year iso-8601-date="2022">2022</year>
<volume>79</volume>
<fpage>291</fpage>
<lpage>304</lpage>
<pub-id pub-id-type="doi">10.1001/jamaneurol.2021.5205</pub-id><pub-id pub-id-type="pmid">35099507</pub-id></element-citation>
</ref>
<ref id="B10">
<label>10</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Siest</surname>
<given-names>G</given-names>
</name>
<name>
<surname>Pillot</surname>
<given-names>T</given-names>
</name>
<name>
<surname>Régis-Bailly</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Leininger-Muller</surname>
<given-names>B</given-names>
</name>
<name>
<surname>Steinmetz</surname>
<given-names>J</given-names>
</name>
<name>
<surname>Galteau</surname>
<given-names>MM</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Apolipoprotein E: an important gene and protein to follow in laboratory medicine</article-title>
<source>Clin Chem</source>
<year iso-8601-date="1995">1995</year>
<volume>41</volume>
<fpage>1068</fpage>
<lpage>86</lpage>
<pub-id pub-id-type="doi">10.1093/clinchem/41.8.1068</pub-id><pub-id pub-id-type="pmid">7628082</pub-id></element-citation>
</ref>
<ref id="B11">
<label>11</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Calero</surname>
<given-names>O</given-names>
</name>
<name>
<surname>Hortigüela</surname>
<given-names>R</given-names>
</name>
<name>
<surname>Bullido</surname>
<given-names>MJ</given-names>
</name>
<name>
<surname>Calero</surname>
<given-names>M</given-names>
</name>
</person-group>
<article-title>Apolipoprotein E genotyping method by real time PCR, a fast and cost-effective alternative to the TaqMan<sup>®</sup> and FRET assays</article-title>
<source>J Neurosci Methods</source>
<year iso-8601-date="2009">2009</year>
<volume>183</volume>
<fpage>238</fpage>
<lpage>40</lpage>
<pub-id pub-id-type="doi">10.1016/j.jneumeth.2009.06.033</pub-id><pub-id pub-id-type="pmid">19583979</pub-id></element-citation>
</ref>
<ref id="B12">
<label>12</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhong</surname>
<given-names>L</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>YZ</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>TT</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>T</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>A rapid and cost-effective method for genotyping apolipoprotein E gene polymorphism</article-title>
<source>Mol Neurodegener</source>
<year iso-8601-date="2016">2016</year>
<volume>11</volume>
<elocation-id>2</elocation-id>
<pub-id pub-id-type="doi">10.1186/s13024-016-0069-4</pub-id><pub-id pub-id-type="pmid">26754117</pub-id><pub-id pub-id-type="pmcid">PMC4710020</pub-id></element-citation>
</ref>
<ref id="B13">
<label>13</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dupuy</surname>
<given-names>AM</given-names>
</name>
<name>
<surname>Badiou</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Ritchie</surname>
<given-names>K</given-names>
</name>
<name>
<surname>Mas</surname>
<given-names>E</given-names>
</name>
<name>
<surname>Descomps</surname>
<given-names>B</given-names>
</name>
<name>
<surname>Cristol</surname>
<given-names>JP</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Discrepancies between apolipoprotein E phenotyping and genotyping in the elderly</article-title>
<source>Clin Chem Lab Med</source>
<year iso-8601-date="2001">2001</year>
<volume>39</volume>
<fpage>405</fpage>
<lpage>13</lpage>
<pub-id pub-id-type="doi">10.1515/CCLM.2001.065</pub-id><pub-id pub-id-type="pmid">11434390</pub-id></element-citation>
</ref>
<ref id="B14">
<label>14</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kataoka</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Paidi</surname>
<given-names>M</given-names>
</name>
<name>
<surname>Howard</surname>
<given-names>BV</given-names>
</name>
</person-group>
<article-title>Simplified isoelectric focusing/immunoblotting determination of apoprotein E phenotype</article-title>
<source>Clin Chem</source>
<year iso-8601-date="1994">1994</year>
<volume>40</volume>
<fpage>11</fpage>
<lpage>3</lpage>
<pub-id pub-id-type="doi">10.1093/clinchem/40.1.11</pub-id><pub-id pub-id-type="pmid">8287516</pub-id></element-citation>
</ref>
<ref id="B15">
<label>15</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Uchida</surname>
<given-names>Y</given-names>
</name>
<name>
<surname>Ito</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Nukina</surname>
<given-names>N</given-names>
</name>
</person-group>
<article-title>Sandwich ELISA for the measurement of Apo-E4 levels in serum and the estimation of the allelic status of Apo-E4 isoforms</article-title>
<source>J Clin Lab Anal</source>
<year iso-8601-date="2000">2000</year>
<volume>14</volume>
<fpage>260</fpage>
<lpage>4</lpage>
<pub-id pub-id-type="doi">10.1002/1098-2825(20001212)14:6&lt;260::aid-jcla2&gt;3.0.co;2-i</pub-id><pub-id pub-id-type="pmid">11138606</pub-id><pub-id pub-id-type="pmcid">PMC6808054</pub-id></element-citation>
</ref>
<ref id="B16">
<label>16</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Niederkofler</surname>
<given-names>EE</given-names>
</name>
<name>
<surname>Tubbs</surname>
<given-names>KA</given-names>
</name>
<name>
<surname>Kiernan</surname>
<given-names>UA</given-names>
</name>
<name>
<surname>Nedelkov</surname>
<given-names>D</given-names>
</name>
<name>
<surname>Nelson</surname>
<given-names>RW</given-names>
</name>
</person-group>
<article-title>Novel mass spectrometric immunoassays for the rapid structural characterization of plasma apolipoproteins</article-title>
<source>J Lipid Res</source>
<year iso-8601-date="2003">2003</year>
<volume>44</volume>
<fpage>630</fpage>
<lpage>9</lpage>
<pub-id pub-id-type="doi">10.1194/jlr.D200034-JLR200</pub-id><pub-id pub-id-type="pmid">12562854</pub-id></element-citation>
</ref>
<ref id="B17">
<label>17</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Badrnya</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Doherty</surname>
<given-names>T</given-names>
</name>
<name>
<surname>Richardson</surname>
<given-names>C</given-names>
</name>
<name>
<surname>McConnell</surname>
<given-names>RI</given-names>
</name>
<name>
<surname>Lamont</surname>
<given-names>JV</given-names>
</name>
<name>
<surname>Veitinger</surname>
<given-names>M</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Development of a new biochip array for APOE4 classification from plasma samples using immunoassay-based methods</article-title>
<source>Clin Chem Lab Med</source>
<year iso-8601-date="2018">2018</year>
<volume>56</volume>
<fpage>796</fpage>
<lpage>802</lpage>
<pub-id pub-id-type="doi">10.1515/cclm-2017-0618</pub-id><pub-id pub-id-type="pmid">29220880</pub-id></element-citation>
</ref>
<ref id="B18">
<label>18</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ehara</surname>
<given-names>H</given-names>
</name>
<name>
<surname>Yamamoto-Honda</surname>
<given-names>R</given-names>
</name>
<name>
<surname>Kitazato</surname>
<given-names>H</given-names>
</name>
<name>
<surname>Takahashi</surname>
<given-names>Y</given-names>
</name>
<name>
<surname>Kawazu</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Akanuma</surname>
<given-names>Y</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>ApoE isoforms, treatment of diabetes and the risk of coronary heart disease</article-title>
<source>World J Diabetes</source>
<year iso-8601-date="2012">2012</year>
<volume>3</volume>
<fpage>54</fpage>
<lpage>9</lpage>
<pub-id pub-id-type="doi">10.4239/wjd.v3.i3.54</pub-id><pub-id pub-id-type="pmid">22442750</pub-id><pub-id pub-id-type="pmcid">PMC3310005</pub-id></element-citation>
</ref>
<ref id="B19">
<label>19</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stavljenic-Rukavina</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Sertic</surname>
<given-names>J</given-names>
</name>
<name>
<surname>Salzer</surname>
<given-names>B</given-names>
</name>
<name>
<surname>Dumic</surname>
<given-names>M</given-names>
</name>
<name>
<surname>Radica</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Fumic</surname>
<given-names>K</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Apolipoprotein E phenotypes and genotypes as determined by polymerase chain reaction using allele-specific oligonucleotide probes and the amplification refractory mutation system in children with insulin-dependent diabetes mellitus</article-title>
<source>Clin Chim Acta</source>
<year iso-8601-date="1993">1993</year>
<volume>216</volume>
<fpage>191</fpage>
<lpage>8</lpage>
<pub-id pub-id-type="doi">10.1016/0009-8981(93)90152-t</pub-id><pub-id pub-id-type="pmid">8222270</pub-id></element-citation>
</ref>
<ref id="B20">
<label>20</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hixson</surname>
<given-names>JE</given-names>
</name>
<name>
<surname>Vernier</surname>
<given-names>DT</given-names>
</name>
</person-group>
<article-title>Restriction isotyping of human apolipoprotein E by gene amplification and cleavage with HhaI</article-title>
<source>J Lipid Res</source>
<year iso-8601-date="1990">1990</year>
<volume>31</volume>
<fpage>545</fpage>
<lpage>8</lpage>
<pub-id pub-id-type="doi">10.1016/s0022-2275(20)43176-1</pub-id><pub-id pub-id-type="pmid">2341813</pub-id></element-citation>
</ref>
<ref id="B21">
<label>21</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Belloy</surname>
<given-names>ME</given-names>
</name>
<name>
<surname>Napolioni</surname>
<given-names>V</given-names>
</name>
<name>
<surname>Greicius</surname>
<given-names>MD</given-names>
</name>
</person-group>
<article-title>A quarter century of APOE and Alzheimer’s disease: progress to date and the path forward</article-title>
<source>Neuron</source>
<year iso-8601-date="2019">2019</year>
<volume>101</volume>
<fpage>820</fpage>
<lpage>38</lpage>
<pub-id pub-id-type="doi">10.1016/j.neuron.2019.01.056</pub-id><pub-id pub-id-type="pmid">30844401</pub-id><pub-id pub-id-type="pmcid">PMC6407643</pub-id></element-citation>
</ref>
<ref id="B22">
<label>22</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Husain</surname>
<given-names>MA</given-names>
</name>
<name>
<surname>Laurent</surname>
<given-names>B</given-names>
</name>
<name>
<surname>Plourde</surname>
<given-names>M</given-names>
</name>
</person-group>
<article-title>APOE and Alzheimer’s disease: from lipid transport to physiopathology and therapeutics</article-title>
<source>Front Neurosci</source>
<year iso-8601-date="2021">2021</year>
<volume>15</volume>
<elocation-id>630502</elocation-id>
<pub-id pub-id-type="doi">10.3389/fnins.2021.630502</pub-id><pub-id pub-id-type="pmid">33679311</pub-id><pub-id pub-id-type="pmcid">PMC7925634</pub-id></element-citation>
</ref>
<ref id="B23">
<label>23</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Iwatsubo</surname>
<given-names>T</given-names>
</name>
<name>
<surname>Iwata</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Suzuki</surname>
<given-names>K</given-names>
</name>
<name>
<surname>Ihara</surname>
<given-names>R</given-names>
</name>
<name>
<surname>Arai</surname>
<given-names>H</given-names>
</name>
<name>
<surname>Ishii</surname>
<given-names>K</given-names>
</name>
<etal>et al.</etal>
<collab>Japanese Alzheimer’s Disease Neuroimaging Initiative</collab>
<name>
<surname>Sun</surname>
<given-names>CK</given-names>
</name>
<name>
<surname>Beckett</surname>
<given-names>LA</given-names>
</name>
<name>
<surname>Petersen</surname>
<given-names>RC</given-names>
</name>
<name>
<surname>Weiner</surname>
<given-names>MW</given-names>
</name>
<name>
<surname>Aisen</surname>
<given-names>PS</given-names>
</name>
<name>
<surname>Donohue</surname>
<given-names>MC</given-names>
</name>
<collab>Alzheimer’s Disease Neuroimaging Initiative</collab>
</person-group>
<article-title>Japanese and North American Alzheimer’s disease neuroimaging initiative studies: harmonization for international trials</article-title>
<source>Alzheimers Dement</source>
<year iso-8601-date="2018">2018</year>
<volume>14</volume>
<fpage>1077</fpage>
<lpage>87</lpage>
<pub-id pub-id-type="doi">10.1016/j.jalz.2018.03.009</pub-id><pub-id pub-id-type="pmid">29753531</pub-id></element-citation>
</ref>
<ref id="B24">
<label>24</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Veiga</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Rodríguez-Martín</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Garcia-Ribas</surname>
<given-names>G</given-names>
</name>
<name>
<surname>Arribas</surname>
<given-names>I</given-names>
</name>
<name>
<surname>Menacho-Román</surname>
<given-names>M</given-names>
</name>
<name>
<surname>Calero</surname>
<given-names>M</given-names>
</name>
</person-group>
<article-title>Validation of a novel and accurate ApoE4 assay for automated chemistry analyzers</article-title>
<source>Sci Rep</source>
<year iso-8601-date="2020">2020</year>
<volume>10</volume>
<elocation-id>2138</elocation-id>
<pub-id pub-id-type="doi">10.1038/s41598-020-58841-7</pub-id><pub-id pub-id-type="pmid">32034174</pub-id><pub-id pub-id-type="pmcid">PMC7005722</pub-id></element-citation>
</ref>
<ref id="B25">
<label>25</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Palmqvist</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Stomrud</surname>
<given-names>E</given-names>
</name>
<name>
<surname>Cullen</surname>
<given-names>N</given-names>
</name>
<name>
<surname>Janelidze</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Manuilova</surname>
<given-names>E</given-names>
</name>
<name>
<surname>Jethwa</surname>
<given-names>A</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>An accurate fully automated panel of plasma biomarkers for Alzheimer’s disease</article-title>
<source>Alzheimers Dement</source>
<year iso-8601-date="2023">2023</year>
<volume>19</volume>
<fpage>1204</fpage>
<lpage>15</lpage>
<pub-id pub-id-type="doi">10.1002/alz.12751</pub-id><pub-id pub-id-type="pmid">35950735</pub-id><pub-id pub-id-type="pmcid">PMC9918613</pub-id></element-citation>
</ref>
<ref id="B26">
<label>26</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Srivastava</surname>
<given-names>RAK</given-names>
</name>
</person-group>
<article-title>Regulation of the apolipoprotein E by dietary lipids occurs by transcriptional and post-transcriptional mechanisms</article-title>
<source>Mol Cell Biochem</source>
<year iso-8601-date="1996">1996</year>
<volume>155</volume>
<fpage>153</fpage>
<lpage>62</lpage>
<pub-id pub-id-type="doi">10.1007/BF00229312</pub-id><pub-id pub-id-type="pmid">8700160</pub-id></element-citation>
</ref>
<ref id="B27">
<label>27</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Janelidze</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Bali</surname>
<given-names>D</given-names>
</name>
<name>
<surname>Ashton</surname>
<given-names>NJ</given-names>
</name>
<name>
<surname>Barthélemy</surname>
<given-names>NR</given-names>
</name>
<name>
<surname>Vanbrabant</surname>
<given-names>J</given-names>
</name>
<name>
<surname>Stoops</surname>
<given-names>E</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Head-to-head comparison of 10 plasma phospho-tau assays in prodromal Alzheimer’s disease</article-title>
<source>Brain</source>
<year iso-8601-date="2023">2023</year>
<volume>146</volume>
<fpage>1592</fpage>
<lpage>601</lpage>
<pub-id pub-id-type="doi">10.1093/brain/awac333</pub-id><pub-id pub-id-type="pmid">36087307</pub-id><pub-id pub-id-type="pmcid">PMC10115176</pub-id></element-citation>
</ref>
<ref id="B28">
<label>28</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nojima</surname>
<given-names>H</given-names>
</name>
<name>
<surname>Ito</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Kushida</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Abe</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Motsuchi</surname>
<given-names>W</given-names>
</name>
<name>
<surname>Verbel</surname>
<given-names>D</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Clinical utility of cerebrospinal fluid biomarkers measured by LUMIPULSE<sup>®</sup> system</article-title>
<source>Ann Clin Transl Neurol</source>
<year iso-8601-date="2022">2022</year>
<volume>9</volume>
<fpage>1898</fpage>
<lpage>909</lpage>
<pub-id pub-id-type="doi">10.1002/acn3.51681</pub-id><pub-id pub-id-type="pmid">36321325</pub-id><pub-id pub-id-type="pmcid">PMC9735374</pub-id></element-citation>
</ref>
<ref id="B29">
<label>29</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Musso</surname>
<given-names>G</given-names>
</name>
<name>
<surname>Cosma</surname>
<given-names>C</given-names>
</name>
<name>
<surname>Zaninotto</surname>
<given-names>M</given-names>
</name>
<name>
<surname>Gabelli</surname>
<given-names>C</given-names>
</name>
<name>
<surname>Basso</surname>
<given-names>D</given-names>
</name>
<name>
<surname>Plebani</surname>
<given-names>M</given-names>
</name>
</person-group>
<article-title>Pre-analytical variability of the Lumipulse immunoassay for plasma biomarkers of Alzheimer’s disease</article-title>
<source>Clin Chem Lab Med</source>
<year iso-8601-date="2023">2023</year>
<volume>61</volume>
<fpage>e53</fpage>
<lpage>6</lpage>
<pub-id pub-id-type="doi">10.1515/cclm-2022-0770</pub-id><pub-id pub-id-type="pmid">36423341</pub-id></element-citation>
</ref>
</ref-list>
</back>
</article>