• Open Access
    Original Article

    Estimation of the allelic status of apolipoprotein E4 isoforms with fully automated LUMIPULSE® assays

    Tatsushi Yuri 1,2†
    Rosina Degrieck 2†
    Dagmara Minczakiewicz 2
    Hideo Sato 3
    Jo Kamada 1
    Takuya Nakazawa 1
    Ina Vandenbroucke 2
    Katsumi Aoyagi 4
    Hisashi Nojima 1†*

    Explor Neurosci. 2023;2:238–244 DOI: https://doi.org/10.37349/en.2023.00024

    Received: June 12, 2023 Accepted: August 31, 2023 Published: October 16, 2023

    Academic Editor: Dirk M. Hermann, University of Duisburg-Essen, Germany

    This article belongs to the special issue Alzheimer’s Disease

    Abstract

    Aim:

    Apolipoprotein E (ApoE) isoforms, especially the ApoE4 isoform, are genetic risk factors for Alzheimer’s disease (AD). Moreover, the APOE ε4 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 APOE 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 APOE genotyping.

    Methods:

    One hundred seventy-eight specimens were analyzed using the Lumipulse® G ApoE4 and Pan-ApoE for the ApoE proteotype and evaluated its diagnostic concordance with the APOE genotype.

    Results:

    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.

    Conclusions:

    The combination of Pan-ApoE and ApoE4-specific chemiluminescent enzyme immunoassay (CLEIA) assay is useful for predicting APOE ε4 allele status.

    Keywords

    Apolipoprotein E4, Alzheimer’s disease, disease modifying therapy, chemiluminescent enzyme immunoassay

    Introduction

    Apolipoprotein E (ApoE) is associated with lipid homeostasis by mediating the transport and clearance of lipids between organs via the plasma and interstitial fluids [1]. APOE mainly exists in 3 allelic variants, APOE ε2, ε3, and ε4, which differ in a single amino acid change at position 112 or 158; ApoE2 (Cys112, Cys158), ApoE3 (Cys112, Arg158), and ApoE4 (Arg112, Arg158) [1]. Among them, the APOE ε4 allele has been identified as the leading genetic risk factor for the sporadic form of Alzheimer’s disease (AD) [13]. Moreover, the presence of one or two copies of the APOE ε4 allele accelerates AD onset by approximately 10–20 years [2, 4]. Furthermore, the APOE ε4 haplotype is a major risk factor for amyloid-related imaging abnormalities (ARIA) in individuals treated with anti-amyloid therapies for AD [5, 6]. Indeed, the combined data from the EMERGE and ENGAGE clinical trials showed that 20.3% of APOE ε4 non-carriers and 43% of APOE ε4 carriers developed amyloid-related imaging abnormalities-edema (ARIA-E) in the high-dose group [5, 7]. In the Clarity AD clinical trial, 5.4% of APOE ε4 non-carriers and 15.8% of APOE ε4 carriers developed ARIA-E [6]. These data indicate that individuals who are APOE ε4 carriers are at greater risk of ARIA occurrence and severe ARIA-related adverse events [8, 9]. Therefore, there is a growing demand to identify the APOE ε4 haplotype.

    In the study of APOE polymorphism, both genotyping and proteotyping methods have been used [10]. Among the numerous available genotyping techniques, including gene-based analyses such as polymerase chain reaction (PCR) plus sequencing, and real-time PCR [11, 12], HhaI restriction fragment length polymorphism (RFLP) analysis of a PCR-amplified domain of the APOE gene appears to be the conventionally adapted assay [13]. 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 [1417]. Among them, IEF-IB is a commonly used assay method based on charge differences and separation of common isoforms [14, 18], 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 [13, 14, 19]. 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 APOE ε4 analysis in routine clinical practice.

    In this study, we have developed fully automated chemiluminescent enzyme immunoassay (CLEIA) kit for ApoE4 and Pan-ApoE on the LUMIPULSE® platform using monoclonal antibodies recognizing ApoE proteins, including the ApoE4-specific antibody [15]. Here, we evaluated its diagnostic concordance with APOE genotyping and showed that the CLEIA ApoE4 and Pan-ApoE assays robustly distinguish between APOE ε4 carrier status in plasma.

    Materials and methods

    Participants

    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® K2EDTA 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× g 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 APOE 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).

    ApoE proteotyping

    ApoE4 and Pan-ApoE were sequentially analyzed using the Lumipulse® G ApoE4 and Pan-ApoE test (Fujirebio Europe N.V., Gent, Belgium). The LUMIPULSE® systems, e.g., LUMIPULSE® 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® 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.

    APOE genotyping with PCR-RFLP or sequence

    The APOE genotyping with PCR-RFLP method was previously reported [20]. 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® 310 Genetic Analyzer (PE Applied Biosystems, CT, USA) following the manufacturer’s instructions.

    Statistical analyses

    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 χ2 test. The significance level of the statistical analyses was set at P < 0.05.

    Results

    We conducted both PCR-RFLP and PCR plus sequencing, and confirmed that the genotype results from both methods are consistent. The distribution of APOE genotypes among the subjects in this study was summarized in Table 1; 78.7% (140/178) of subjects were APOE ε4 non-carriers (ε2/ε3 or ε3/ε3), and 21.3% (38/178) had at least one APOE ε4 allele (ε2/ε4, ε3/ε4, and ε4/ε4).

    APOE genotype distributions in this study

    GenotypenFrequency
    ε2/ε200.00%
    ε2/ε32413.48%
    ε3/ε311665.17%
    ε2/ε495.06%
    ε3/ε41910.67%
    ε4/ε4105.62%
    Total178-
    Display full size

    -: not applicable

    All 178 samples were analyzed using the Lumipulse® G ApoE4 and Pan-ApoE. The concentration levels ranged from 0.0 µg/mL to 21.9 µg/mL for ApoE4 (Figure 1A), and from 7.5 µg/mL to 86.2 µg/mL for Pan-ApoE (Figure 1B). There was the trend that the ApoE4 concentration mostly dose-dependently increased with the copy number of APOE ε4 allele, allowing for the statistically significant (P < 0.001) distinction among these groups (Figure 1A). Although some samples in the APOE ε4 heterozygous group had higher ApoE4 concentrations which are comparable to the concentrations of the APOE ε4 homozygotes, the two groups were significantly different (P < 0.001) (Figure 1A). On the other hand, Pan-ApoE concentrations in APOE ε4 homozygous group was significantly lower than those in heterozygous and null group (P < 0.01 and P < 0.001, respectively) (Figure 1B), 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 APOE ε4 carrier status (Figure 1C and Table 2). The range of the ApoE4/Pan-ApoE ratio in this study was between 0.0% and 140% (Figure 1C). Then, we preliminary set the cutoff values at 5% and 75% in the ApoE4/Pan-ApoE ratio (Figure 1C), and cross-table analyses were performed by χ2 test, resulting in a significant difference (Table 2).

    Distribution of biomarkers. Beeswarm boxplots of the assays ApoE4 (A), Pan-ApoE (B), and ApoE4/Pan-ApoE (C) by APOE ε4 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. ** P < 0.01; *** P < 0.001. ε2: APOE ε2; ε3: APOE ε3; ε4: APOE ε4; ns: not significant

    Cross tabulation analysis of APOE ε4 genotype versus proteotype

    Category-/-ε4/-ε4/ε4Total
    -/-14000140
    ε4/-028028
    ε4/ε4001010
    Total1402810178
    Display full size

    The horizontal cells are genotype, and the vertical cells are proteotype. χ2 = 356; df = 4; P < 0.0001

    Discussion

    In our study, we established ApoE4 and Pan-ApoE assays on the LUMIPULSE® platform, and demonstrated their performances by setting cutoff values for the ApoE4/Pan-ApoE ratio to optimize its concordance with the APOE genotype. Consistent with previous reports [15], we found that the ratio could completely match the APOE ε4 allele status.

    It has been reported that the levels of plasma ApoE decrease in a perfect parametric fashion across the six APOE genotypes (ε2/ε2 > ε2/ε3 > ε2/ε4 > ε3/ε3 > ε3/ε4 > ε4/ε4) [21]. In this regard, our results showed a similar trend (Figure 1B), although the APOE ε2 homozygotes were not obtained in this study because it is a rare variant [22]. On the other hand, the frequency of the APOE ε4 homozygotes or heterozygotes in this study was comparable to the previous reports [3, 23]. Further study with a lager sample size could address these points.

    Both genotyping and proteotyping methods have been used for APOE polymorphism analysis [10]. 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 [13, 14, 19]. In this point, while the immunoassay examined in this study, ELISA [15], MSIAs [16], or biochip arrays [17] might show robustness toward both post-translational modification and protein degradation, the Lumipulse® 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.

    Recently, it has been reported that the APOE ε4 carrier or non-carrier could be classified with automated immunoassay for ApoE4 [24, 25]. 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 [26]. Indeed, some ApoE4 concentrations in the APOE ε4 heterozygous group were similar to those of the APOE ε4 homozygotes (Figure 1A). By contrast, the Lumipulse® G ApoE4/Pan-ApoE ratio could distinctly separate APOE ε4 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® G1200 can perform 120 tests/h, suggesting that this system is suitable for high-throughput screening. Additionally, the LUMIPULSE® platform has a product portfolio for AD-related biomarkers, allowing sequential measurement of several biomarkers [2729].

    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.

    In conclusion, this study successfully demonstrated that the combination of ApoE4 and Pan-ApoE CLEIA assays was useful for predicting APOE ε4 allele status. It has been reported that APOE ε4 genotype is strongly associated with ARIA and exhibits its allele copy-number dependent effects [58]. Indeed, it is recommended to perform a test for APOE ε4 before initiating anti-amyloid treatments [7, 8]. Therefore, the Lumipulse® G ApoE4 and Pan-ApoE assays could contribute to risk discussions and safety considerations of disease-modifying therapies for AD.

    Abbreviations

    AD:

    Alzheimer’s disease

    ApoE:

    apolipoprotein E

    ARIA:

    amyloid-related imaging abnormalities

    CLEIA:

    chemiluminescent enzyme immunoassay

    IEF-IB:

    isoelectric focusing and immunoblotting

    PCR:

    polymerase chain reaction

    RFLP:

    restriction fragment length polymorphism

    Declarations

    Acknowledgments

    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.

    Author contributions

    TY: Resources, Data curation, Investigation, Methodology, Writing—review & editing. RD: Resources, Data curation, Methodology, Writing—review & editing. DM: Resources, Methodology, Writing—review & editing. HS: Resources, Data curation, Investigation, Writing—review & editing. JK and TN: Resources, Investigation, Methodology. IV and KA: Supervision, Writing—review & editing. HN: Data curation, Formal analysis, Supervision, Investigation, Visualization, Writing—original draft, Project administration, Writing—review & editing.

    Conflicts of interest

    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.

    Ethical approval

    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).

    Consent to participate

    Informed consent to participate in the study was obtained from participants.

    Consent to publication

    Not applicable.

    Availability of data and materials

    Not applicable.

    Funding

    Not applicable.

    Copyright

    © The Author(s) 2023.

    References

    Liu CC, Kanekiyo T, Xu H, Bu G. Apolipoprotein E and Alzheimer disease: risk, mechanisms and therapy. Nat Rev Neurol. 2013;9:10618. [DOI] [PubMed] [PMC]
    Corder EH, Saunders AM, Strittmatter WJ, Schmechel DE, Gaskell PC, Small GW, et al. Gene dose of apolipoprotein E type 4 allele and the risk of Alzheimer’s disease in late onset families. Science. 1993;261:9213. [DOI] [PubMed]
    Farrer LA, Cupples LA, Haines JL, Hyman B, Kukull WA, Mayeux R, et al. 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. JAMA. 1997;278:134956. [DOI] [PubMed]
    Verghese PB, Castellano JM, Holtzman DM. Apolipoprotein E in Alzheimer’s disease and other neurological disorders. Lancet Neurol. 2011;10:24152. [DOI] [PubMed] [PMC]
    Budd Haeberlein S, Aisen PS, Barkhof F, Chalkias S, Chen T, Cohen S, et al. Two randomized phase 3 studies of aducanumab in early Alzheimer’s disease. J Prev Alzheimers Dis. 2022;9:197210. [DOI] [PubMed]
    van Dyck CH, Swanson CJ, Aisen P, Bateman RJ, Chen C, Gee M, et al. Lecanemab in early Alzheimer’s disease. N Engl J Med. 2023;388:921. [DOI] [PubMed]
    Cummings J, Rabinovici GD, Atri A, Aisen P, Apostolova LG, Hendrix S, et al. Aducanumab: appropriate use recommendations update. J Prev Alzheimers Dis. 2022;9:22130. [DOI] [PubMed] [PMC]
    Cummings J, Apostolova L, Rabinovici GD, Atri A, Aisen P, Greenberg S, et al. Lecanemab: appropriate use recommendations. J Prev Alzheimers Dis. 2023;10:36277. [DOI] [PubMed] [PMC]
    Filippi M, Cecchetti G, Spinelli EG, Vezzulli P, Falini A, Agosta F. Amyloid-related imaging abnormalities and β-amyloid-targeting antibodies: a systematic review. JAMA Neurol. 2022;79:291304. [DOI] [PubMed]
    Siest G, Pillot T, Régis-Bailly A, Leininger-Muller B, Steinmetz J, Galteau MM, et al. Apolipoprotein E: an important gene and protein to follow in laboratory medicine. Clin Chem. 1995;41:106886. [DOI] [PubMed]
    Calero O, Hortigüela R, Bullido MJ, Calero M. Apolipoprotein E genotyping method by real time PCR, a fast and cost-effective alternative to the TaqMan® and FRET assays. J Neurosci Methods. 2009;183:23840. [DOI] [PubMed]
    Zhong L, Xie YZ, Cao TT, Wang Z, Wang T, Li X, et al. A rapid and cost-effective method for genotyping apolipoprotein E gene polymorphism. Mol Neurodegener. 2016;11:2. [DOI] [PubMed] [PMC]
    Dupuy AM, Badiou S, Ritchie K, Mas E, Descomps B, Cristol JP, et al. Discrepancies between apolipoprotein E phenotyping and genotyping in the elderly. Clin Chem Lab Med. 2001;39:40513. [DOI] [PubMed]
    Kataoka S, Paidi M, Howard BV. Simplified isoelectric focusing/immunoblotting determination of apoprotein E phenotype. Clin Chem. 1994;40:113. [DOI] [PubMed]
    Uchida Y, Ito S, Nukina N. Sandwich ELISA for the measurement of Apo-E4 levels in serum and the estimation of the allelic status of Apo-E4 isoforms. J Clin Lab Anal. 2000;14:2604. [DOI] [PubMed] [PMC]
    Niederkofler EE, Tubbs KA, Kiernan UA, Nedelkov D, Nelson RW. Novel mass spectrometric immunoassays for the rapid structural characterization of plasma apolipoproteins. J Lipid Res. 2003;44:6309. [DOI] [PubMed]
    Badrnya S, Doherty T, Richardson C, McConnell RI, Lamont JV, Veitinger M, et al. Development of a new biochip array for APOE4 classification from plasma samples using immunoassay-based methods. Clin Chem Lab Med. 2018;56:796802. [DOI] [PubMed]
    Ehara H, Yamamoto-Honda R, Kitazato H, Takahashi Y, Kawazu S, Akanuma Y, et al. ApoE isoforms, treatment of diabetes and the risk of coronary heart disease. World J Diabetes. 2012;3:549. [DOI] [PubMed] [PMC]
    Stavljenic-Rukavina A, Sertic J, Salzer B, Dumic M, Radica A, Fumic K, et al. 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. Clin Chim Acta. 1993;216:1918. [DOI] [PubMed]
    Hixson JE, Vernier DT. Restriction isotyping of human apolipoprotein E by gene amplification and cleavage with HhaI. J Lipid Res. 1990;31:5458. [DOI] [PubMed]
    Belloy ME, Napolioni V, Greicius MD. A quarter century of APOE and Alzheimer’s disease: progress to date and the path forward. Neuron. 2019;101:82038. [DOI] [PubMed] [PMC]
    Husain MA, Laurent B, Plourde M. APOE and Alzheimer’s disease: from lipid transport to physiopathology and therapeutics. Front Neurosci. 2021;15:630502. [DOI] [PubMed] [PMC]
    Iwatsubo T, Iwata A, Suzuki K, Ihara R, Arai H, Ishii K, et al.; Japanese Alzheimer’s Disease Neuroimaging Initiative; Sun CK, Beckett LA, Petersen RC, Weiner MW, Aisen PS, Donohue MC; Alzheimer’s Disease Neuroimaging Initiative. Japanese and North American Alzheimer’s disease neuroimaging initiative studies: harmonization for international trials. Alzheimers Dement. 2018;14:107787. [DOI] [PubMed]
    Veiga S, Rodríguez-Martín A, Garcia-Ribas G, Arribas I, Menacho-Román M, Calero M. Validation of a novel and accurate ApoE4 assay for automated chemistry analyzers. Sci Rep. 2020;10:2138. [DOI] [PubMed] [PMC]
    Palmqvist S, Stomrud E, Cullen N, Janelidze S, Manuilova E, Jethwa A, et al. An accurate fully automated panel of plasma biomarkers for Alzheimer’s disease. Alzheimers Dement. 2023;19:120415. [DOI] [PubMed] [PMC]
    Srivastava RAK. Regulation of the apolipoprotein E by dietary lipids occurs by transcriptional and post-transcriptional mechanisms. Mol Cell Biochem. 1996;155:15362. [DOI] [PubMed]
    Janelidze S, Bali D, Ashton NJ, Barthélemy NR, Vanbrabant J, Stoops E, et al. Head-to-head comparison of 10 plasma phospho-tau assays in prodromal Alzheimer’s disease. Brain. 2023;146:1592601. [DOI] [PubMed] [PMC]
    Nojima H, Ito S, Kushida A, Abe A, Motsuchi W, Verbel D, et al. Clinical utility of cerebrospinal fluid biomarkers measured by LUMIPULSE® system. Ann Clin Transl Neurol. 2022;9:1898909. [DOI] [PubMed] [PMC]
    Musso G, Cosma C, Zaninotto M, Gabelli C, Basso D, Plebani M. Pre-analytical variability of the Lumipulse immunoassay for plasma biomarkers of Alzheimer’s disease. Clin Chem Lab Med. 2023;61:e536. [DOI] [PubMed]