Development of a microarray-based method for allergen-specific IgE and IgG4 detection
© The Author(s) 2017
Received: 16 August 2016
Accepted: 13 December 2016
Published: 9 January 2017
sIgE and sIgG4 detection is necessary for more accurate and effective type I hypersensitivity diagnostics and the estimation of disease development. Typically, the analyses of these antibodies are performed separately with the help of various specialized systems. The aim of this study was to develop a microarray-based method for the simultaneous quantitative detection of sIgE and sIgG4 to the most common allergens in a single sample.
A quantitative method for the simultaneous detection of sIgE and sIgG4 was developed based on the technology of hydrogel microchips previously designed at Engelhardt Institute of Molecular Biology, Russian Academy of Sciences (EIMB RAS). The microarray contained gel pads with immobilized allergens and gel pads that allow for the obtaining of sIgE and sIgG4 internal calibration curves for each allergen during the assay. The possibility of the simultaneous detection of sIgE and sIgG4 was developed using the corresponding Cy5 and Cy3 fluorescent dyes.
The multiplex immunoassay method using hydrogel microarrays developed in this study allowed the quantitative detection of sIgE and sIgG4 to 31 allergens from different groups in a single assay. A comparison of the microarray with the existing plate-based analogues (i.e., ALLERG-O-LIQ and sIgG4 ELISA) was performed by analysing 152 blood serum samples and by evaluating Pearson correlation coefficients, ROC analysis, and Passing-Bablok linear regression results.
The implementation of this method in allergy diagnostics will provide the possibility of simultaneously performing primary patient screening and obtaining additional information concerning the severity of the allergies and the choice of an appropriate therapy.
KeywordsImmunoassay Allergy diagnostics Microarrays sIgG4 Biochips
The incidence of allergic diseases steadily increases year after year. One or more allergic signs are detected in 30–40% of the world population, and the number of patients suffering from immunoglobulin-related food intolerance (so-called food allergies) has reached 240–550 million people .
According to the classification of Coombs and Gell , IgE is assumed to be a key marker of type I hypersensitivity for in vitro diagnostics. Fc region of IgE coupled with allergen has the ability to bind to FcεRI receptor on the basophils and mast cells membranes, that elicits their subsequent activation. This process explains the rapid effects of allergen-sIgE complexes in the formations of allergic rhinitis, asthma, urticaria and anaphylactic reactions .
However, the presence of sIgE in the blood is not an absolute marker for the presence of clinical manifestations of immunological failure . In certain cases, the manifestation of allergy symptoms can be suppressed by the presence of immunoglobulin G, which acts as a “blocking antibody”. Typically, such blocking properties are distinctive hallmarks of the IgG4 antibody subclass . According to the number of studies sIgG4 level as well as the ratio sIgE/sIgG4 is associated with likelihood of allergic symptoms reporting [6, 7] and can improve the prediction of tolerance to some allergens . Therefore, sIgG4 detection together with sIgE measurement gives more inclusive information for in vitro analysis interpretation.
The sIgG4 level is also used to monitor allergen-specific immunotherapy (SIT) because successful therapy is characterized by an increase in sIgG4 and a decrease in sIgE [5, 9]. Thus, patient management strategy, particularly the selection of appropriate drugs for SIT, depends not only on the early recognition of the allergens that cause hypersensitivity but also on the monitoring of sIgE and sIgG4 levels . Currently, determination of sIgE in clinical lab is generally performed by numerous singleplex and multiplex tests . Amongst the most useful tools for multiplex sIgE determination are microarrays , which allow for the identification of a plurality of analytes during a single analysis of a blood serum sample.
Test systems for the determination of sIgG4 levels in the serum are less widespread. Given that the IgG4 serum concentration on average is greater than the IgE concentration, these tests often require an additional sample preparation stage, i.e., the pre-dilution of the serum prior to analysis. Consequently, the handling of two separate tests is required for the parallel detection of sIgE and sIgG4 in the same serum sample. This requirement complicates the diagnoses of patients with suspected allergies. To solve this problem, an microarray approach based on developing antibodies that are specific to certain classes of immunoglobulins and labelled with various dyes was proposed . The main advantage of this approach is the ability to multiply the number of defined parameters within a single analysis. In comparison with conventional ELISA microarray format allows to detect sIgE and sIgG4 to the number of allergens, including those sensibilization to which was not suspected and was not exhibited because of the blocking antibodies. Furthermore such testing with microarrays requires appreciably less amount of biomaterial.
The study conducted by Rubina et al. in cooperation with Fooke-Achterrath  demonstrated the possibility of simultaneous sIgE and sIgG4 detection using hydrogel biochips. As a result of this approach, in this paper we have developed a method for the simultaneous quantitative analysis of allergen-specific immunoglobulins E and G4 to 31 allergens belonging to different groups. The current study presents the analytical characteristics of the developed method and comparison to the established reference methods after assay of serum samples from patients and healthy donors.
In our research, we included surplus blood serum samples that remained after routine diagnostic procedures. The samples were obtained from healthy donors (control group) and patients who were referred for sIgE determination by allergologists/pulmonologists for the diagnosis and monitoring of the following disease states: atopic dermatitis, asthma, urticaria, and rhinitis. The object of our research was an age-diverse group (5–65 years old) from the Moscow population.
In total, 152 serum samples were analysed in this study. Among these, 82 samples were from adult patients with suspected allergic diseases, and 15 samples were from healthy donors; these samples were provided by the Federal State Budgetary Institution Polyclinic No. 1 of the Business Administration for the President of the Russian Federation. Additionally, 45 sera samples from children with suspected allergic diseases and 10 sera samples from healthy children who did not have allergies were provided by the Filatov Moscow City Pediatric Clinic No. 13.
The conditions of blood sampling, the delivery, and storage of the samples were identical. The blood for serum isolation was collected via a puncture of the median cubital vein, the serum was separated from the blood corpuscles by centrifugation (3000 rpm, 10 min) within the first 2 h after blood sampling. All of the samples were exposed to a single refrigeration at −45 °C. Samples were delivered in insulated containers with ice packs.
Design and manufacture of the microarrays
List of gel pads in the microarray
α-lactalbumin, cow milka
β-lactoglobulin, cow milka
Casein, cow milka
Perennial rye grass
Controlling gel pads
Anti-human IgE and anti-human IgG4 antibodies
Empty gel pads
IgE + IgG4 (internal calibration curve)
Marker gel pads
Preparation of the dye-conjugated antibodies
Two microliters of Cy5 or Cy3 N-hydroxysuccinimide ester solution (GE Healthcare, UK) (2 mg/ml in dimethylformamide) were added to 75 µl of anti-IgE (Bethyl, USA) or anti-IgG4 (Fitzgerald, USA) antibody solution (1 mg/ml in 0.01 M bicarbonate buffer, pH 9.5). The reaction was performed at 22 °C for 1 h in the dark with stirring (550 rpm). Purification of the antibody conjugate from the unreacted dye (Cy5 or Cy3) was performed by gel filtration on a Micro Bio-Spin column (Bio-Rad, USA) filled with Sephadex G-25 Coarse (Sigma, USA) and equilibrated with PBS (0.01 M phosphate buffer, pH 7.2, 0.15 M NaCl) buffer. The dye/protein molar ratio of the final conjugates was determined spectrophotometrically to be 3.
Analysis of sIgE and sIgG4 on the microarrays
Each microarray was incubated with sixty-five microliters of blood serum at 37 °C for 20 h. After washing in PBST (PBS, 0.1% Tween-20 (Sigma, USA)) for 20 min, 50 µl of developing solution containing anti-IgE-Cy5 and/or anti-IgG4-Cy3 (working concentrations of 2.5 and 1.5 µg/ml, respectively) was applied to the microarray, and the microarray was incubated at 37 °C for 1 h in the dark. After a final washing in PBST for 30 min, the registration of the fluorescence signals was performed.
Measurement of the fluorescence intensities of the microarray gel pads
The registration of fluorescence signals was performed using a two-wavelength microarray analyser (EIMB RAS) based on the concept of digital wide-field fluorescence microscopy. While working with the fluorescent dyes, excitation was provided by laser diodes that emitted light at 532 nm (Cy3) or 655 nm (Cy5). The fluorescence intensities of the gel elements were registered by a CCD camera using interference filters of 607 ± 35 nm for Cy3 and 716 ± 22 nm for Cy5. The analyser operation, the analyses of the fluorescent images and the calculations of the sIgE and sIgG4 concentrations were performed with ImageAssay software (EIMB RAS). A standard method of the gel element fluorescence calculation that has been previously described  was employed. The final fluorescence of each data point was calculated as the median value of the four fluorescence signals obtained from the repeats.
Processing and interpretation of the results
The concentrations of antibodies that were immobilized in the microarray gel pads 34–45 (Fig. 1) were chosen and arranged in ascending order so that after analysing the fluorescent signals from rows 34–45, the entire ranges of the signal intensities for sIgE (up to 100 IU/ml) and sIgG4 (up to 2500 ng/ml) were covered.
Each manufactured lot of microarrays was calibrated using characterized standard blood sera-based samples including a zero sample (PBS, 0.1% PVA, and 0.1% PVP). For each allergen, the sIgE and sIgG4 concentrations of the standard samples were ascribed to the relative fluorescence intensity of each gel pad that was used for calibration curve plotting.
Treatment with a mixture of fluorescently labelled conjugates of anti-IgE-Cy5 and anti-IgG4-Cy3 resulted in the formation of binary complexes with corresponding conjugates in the gel pads 34–45. According to the fluorescent signals from these gel pads and the attributed concentrations of sIgE and sIgG4, internal calibration curves were constructed for each of the allergens. The determinations of the sIgE and sIgG4 concentrations were performed according to the fluorescent signals from the gel pads with the immobilized allergens in relation to the internal calibration curves.
Analysis of IgE and IgG4 using reference methods
The analyses of the serum samples were performed using the Specific IgE REAST (ALLERG-O-LIQ) and Specific IgG4 ELISA (Dr. Fooke Laboratorien GmbH, Germany) test systems according to the procedures described in the manufacturer’s instructions. Data processing was performed with the ALLERG-O-Win software (Dr. Fooke Laboratorien, GmbH).
Determination of the analytical characteristics
The linearity of the method was evaluated via the analysis of blood serum samples that had been diluted 2, 4, 8, and 16 times. The dilutions were performed with the zero sample.
The detection limits for sIgE and sIgG4 were determined via serial dilutions of two samples that contained significant amounts of sIgE to pollen (grey alder, birch, meadow fescue, timothy grass), cat dander, and cow milk and sIgG4 to cat dander, dog dander, cow milk, wheat, peanut, and hazelnut. The detection limit for each allergen was established as the concentration associated with the fluorescence value that was two standard deviations larger than the average value of the tenfold measured fluorescent signal of the zero sample.
The evaluation of the within-run precision of the method was performed via an analysis of blood serum samples containing sIgEs and sIgG4s to various allergens. The assay was performed using 10 repeats for each sample. The samples were chosen such that the concentrations of sIgE and sIgG4 covered the entire dynamic ranges of the measurements.
Comparison with other methods: correlation and regression analysis
For a number of allergens, the Pearson correlation coefficients r  of the concentrations obtained by the microarray and commercial test systems were determined. Passing–Bablok regression analyses , ROC curve analysis, sensitivity and specificity were also performed using the MedCalc program, version 16.4.3. The parameters of the regression line were determined as (Y = A + B × X), where the intercept is A, the slope is B, and the associated 95% confidence intervals were calculated.
Results and discussion
Design of the microarray and analysis procedure
The three-dimensional hydrogel microarray produced at EIMB RAS was used as an analytical instrument for the development of a multiplex simultaneous quantitative assay of sIgEs and sIgG4s for 31 allergens in blood serum samples.
The microarray structure and lists of the immobilized allergen extracts and purified components are provided in Fig. 1 and Table 1. The allergens were chosen with consideration of the frequencies of allergen reactions in Central Russia, which mainly corresponds to the frequencies in Central and Northern Europe . The allergens belonged to different groups that included pollen, indoor allergens and food allergens.
In addition to allergens, the structure of the microarray was enlarged with gel pads with immobilized immunoglobulins E and G4, which were used to plot an internal calibration curve (after development with Cy5- and Cy3-labeled anti-human antibodies). The internal calibration curve was used to control for the development system activity during the assay.
Mutual influence of Cy3- and Cy5-labeled antibodies on the developing system
Analytical characteristics of the method
The accuracy of the developed method was evaluated via an estimation of analytical characteristics including the dilution linearity, detection limit and within-run precision.
This test was performed via the serial dilution of a sample with a high analyte concentration and follow-up comparisons of the experimental concentrations with the estimated concentrations.
As illustrated in the figures, the experimentally determined sIgE concentrations differed from the calculated concentration by no more than ±10%. The experimental/expected concentration ratios for sIgG4 were also in the range of 0.9–1.1. The presence of the regular pattern during the serum dilution indicates the absence of a matrix effect, i.e., a lack of interference from different serum components. Consequently, the mean per cent linearities for both sIgE and sIgG4 for the serum were in the range of 90–110%, which meets with the requirements for immunoassay methods.
The detection limits were determined via serial dilution of the serum samples. For example, the reliable detected concentrations for the serum sample with sIgE concentrations to meadow fescue (15.14 IU/ml), timothy grass (11.11 IU/ml), cat dander (3.36 IU/ml), and cow milk (2.38 IU/ml) were 0.24 IU/ml, 0.17 IU/ml, 0.21 IU/ml, and 0.15 IU/ml, respectively. The same sample contained 708 ng/ml sIgG4 to cat dander and 432 ng/ml sIgG4 to peanut. The reliable sIgG4 concentrations after dilution were 11 and 14 ng/ml, respectively.
For all allergens, the limit of sIgE detection did not exceed 0.25 IU/ml. This value is above the detection limit of the existing methods (0.1 IU/ml for ImmunoCAP and Immulite) but still below the internationally accepted cut-off concentration for allergodiagnostics (0.35 IU/ml). The detection limit for the sIgG4 concentration did not exceed 100 ng/ml.
Results of the within-run precision test
Average sIgE concentration, IU/ml
Average sIgG4 concentration, ng/ml
House dust mite (D. pteronyssinus)
The results of the comparison between the hydrogel microarrays and ELISA
Microarray: ALLERG-O-LIQ and microarray—sIgG4 ELISA comparisons by Passing-Bablok regression
sIgE or sIgG4
95% confidence interval
95% confidence interval
−78.62 to 65.86
−121.93 to 57.59
−119.54 to 55.06
−62.00 to 168.13
−150.65 to 144.49
−1.75 to 0.26
−0.32 to 0.15
−0.19 to 0.97
−3.62 to 0.56
−0.52 to 0.27
−4.20 to 0.28
The correlation coefficients observed in the comparisons between the microarray and reference methods for the different allergens were in the ranges of 0.68–0.93 for the sIgE analyses and 0.67–0.96 for the sIgG4 analyses. The obtained values are similar to the values of the correlation coefficients that have been calculated in comparisons of immunoassay methods in other works (for example, r = 0.525–0.979 in  and r = 0.60–0.98 in ). For some allergens the significant dispersion of the results led to the small correlation coefficients. This fact can be explained by the distinct component compounds of the protein allergen extracts produced by numerous manufacturers, by the variety of protein modifications that occur during the immobilization process, as well as the wide range of developing anti-human antibodies that can interact with sIgE populations with different efficacies .
Passing-Bablok regression analyses yielded the intercept A and slope B for each allergen. The values are presented in Table 3. For all except two cases (sIgG4 to egg white and sIgE to dog dander), the 95% confidence intervals for the intercept included 0, and for all cases, the 95% confidence intervals for the slope included 1.
ROC analysis for sIgE detection was performed with the data differentiated through the common sIgE cut-off of 0.35 IU/ml (with disease: ≥0.35 IU/ml sIgE with the reference method; without disease: <0.35 IU/ml sIgE with the reference method). The optimum cut-off for the described microarray-based method as defined by the Youden’s J statistic-associated criterion was 0.52 IU/ml. For this cut-off the sensitivity was 87.6%, the specificity was 90.6%, and the diagnostic accuracy was 87%. The area under the curve (AUC) was 0.931 that corresponded to high accuracy test . In general, the results observed following the application of different immunoassay methods cannot be inter-convertible because of significant differences that inevitably appear during clinical sample assays [25, 26]; however, in our case, it may be said that for these concretely analysed allergens, there is no overestimation or underestimation of the sIgE and sIgG4 measurements compared to the employed reference methods, i.e., ALLERG-O-LIQ and sIgG4 ELISA.
A microarray for the multiplex quantification of the concentrations of sIgE and sIgG4 to 31 allergens from different groups in serum samples was developed. The simultaneous detection of sIgE and sIgG4 was made possible via the use of a developing system with two fluorescent dyes. This method allows for the obtaining of sIgE and sIgG4 levels in common units without the construction of an external calibration curve. The analytical characteristics of the method satisfy the requirements that are applicable to immunofluorescent test systems.
The usage of this method in allergy diagnostics provides the possibility of both performing primary patient screening and obtaining the additional information that is necessary for allergy severity evaluation and therapy selection.
- EIMB RAS:
Engelhardt Institute of Molecular Biology, Russian Academy of Sciences
specific immunoglobulin E
specific immunoglobulin G4
phosphate-buffered saline with Tween® 20
AR, GF, and OS planned the experiments. YR and LP selected the samples according to the clinical histories. VB adopted the microarray analyser for the two-wavelength operation and provided technical support. SV, OS, and AT performed the analyses of the samples using the commercial test systems. AA, GF, and VD performed the analyses of the samples on the microarray. GF, OS, and MP analysed and interpreted the collected data. AR, SV, AA, GF, and YuR were involved in the manuscript preparation. AZ, VB, MP, and LP critically reviewed the manuscript. All authors have read and approved the final manuscript.
This work was supported by the Russian Science Foundation, Grant No. 14-50-00060.
The authors declare that they have no competing interests.
Consent for publication
The authors give their consent for the publication of these research results.
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