Quantitative Methods for Evaluating Antibody Responses to Pneumococcal Vaccines: A Scoping Review
Abstract
1. Introduction
Objectives
- To identify and categorize conventional and emerging immunoassays, including ELISA and multiplex immunoassays (MIAs), applied in the quantitative evaluation of pneumococcal antibodies;
- To evaluate the extent of assay development, validation, and standardization reported across studies;
- To highlight methodological challenges and gaps in the current literature that may inform future improvements in pneumococcal vaccine immunogenicity assessment.
2. Methods
2.1. Protocol and Registration
2.2. Eligibility Criteria
- Publication type: Peer-reviewed original articles, reviews, editorials, letters, and reports.
- Language: English.
- Timeframe: Published between 2000 and 2023.
- Content focus: Quantitative assessment of pneumococcal vaccine antibody responses via immunoassays, including assay development, validation, and application in human samples.
- Articles not in English;
- Publications outside the designated time frame;
- Studies focusing on non-pneumococcal pathogens, non-capsular antigens, non-quantitative methods, or animal models;
- Articles without peer review or lacking free access.
2.3. Information Sources
2.4. Search Strategy
- Organism: “Streptococcus pneumoniae” or “pneumococc*”;
- Methodology: “multiplex”, “Luminex”, “ELISA”, or “enzyme-linked immunosorbent assay”;
- Immunological terms: “pneumococcal IgG” or “pneumococcal antibody”.
2.5. Selection of Sources of Evidence
2.6. Data-Charting Process
2.7. Data Items
- Author(s), year, title, journal/source, DOI;
- Type of study/article;
- Assay type, number of serotypes assessed, sample type and size;
- Validation metrics (e.g., specificity, sensitivity, reproducibility);
- Key findings related to assay development, evaluation, and application.
2.8. Synthesis of Results
- General descriptions of quantitative assessment methods (Group 1);
- Assay development and validation (Group 2);
- Comparative studies of different assays (Group 3);
- Technical descriptions of assay development (Group 4);
- Interpretation and application of findings (Group 5).
3. Results
3.1. Sources of Evidence
3.2. Characteristics of Sources of Evidence
3.3. Results of Individual Sources of Evidence
- Group 1: General descriptions of quantitative assessment methods (n = 8);
- Group 2: Assay development and validation (n = 11);
- Group 3: Comparative studies (n = 18);
- Group 4: Technical development of assays (n = 10);
- Group 5: Interpretation and application of findings (n = 25).
Group 1: General Description of Quantitative Assessment Methods
3.4. Principles of ELISA and MIA
3.4.1. Group 2: Assay Development and Validation
3.4.2. Group 3: Comparative Studies
3.4.3. Group 4: Technical Description of Assay Development
3.4.4. Group 5: Interpretation and Application of Assay Findings
4. Discussion
4.1. Summary of Evidence
4.2. ELISA vs. MIA: Comparative Perspectives
4.3. Assay Validation and WHO Standards
4.4. Protective Thresholds and Remaining Challenges
4.5. Limitations
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Abbreviations
CDC | Centers for Disease Control and Prevention |
ELISA | Enzyme-linked immunosorbent assay |
FDA | Food and Drug Administration |
IgG | Immunoglobulin G |
IPD | Invasive pneumococcal disease |
LOD | Detection limit |
LLOQ | Lower limit of quantification |
LOQ | Quantitation limit |
MIA | Multiplex immunoassay |
PCR | Polymerase chain reaction |
PCV | Pneumococcal conjugate vaccine |
PCV7 | 7-valent pneumococcal conjugate vaccine |
PCV10 | 10-valent pneumococcal conjugate vaccine |
PCV13 | 13-valent pneumococcal conjugate vaccine |
PPSV23 | 23-valent pneumococcal polysaccharide vaccine |
PRISMA | Preferred Reporting Items for Systematic Reviews and Meta-analysis |
RIA | Radioimmunoassay |
ULOQ | Upper limit of quantification |
WHO | World Health Organization |
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Criterion | Inclusion | Exclusion |
---|---|---|
Publication type | Peer-reviewed original articles, reviews, editorials, letters, reports | Non-peer-reviewed reports, commentaries |
Language | English | Other languages |
Time frame | 2000–2023 | Published before 2000 or after 2023 |
Focus | Quantitative pneumococcal antibody immunoassays: development, validation, use | Animal studies, non-capsular antigens, PCR-based methods, non-quantitative work |
Accessibility | Full text available | Full text unavailable |
Study | Study Type | Assay Type | No. of Serotypes | Sample Type | Validation Items | Key Findings |
---|---|---|---|---|---|---|
Black S, et al. [30] (2000) | Double-blind, randomized control trial | ELISA | 7 | Infant serum vaccinated with PCV7 | Efficacy analysis by active surveillance for cases of invasive pneumococcal disease in the study population, immunogenicity by serum antibody responses (IgG) to the vaccine serotypes | More than one dose of 7-valent pneumococcal conjugate vaccine for children reduced 89.1% of the total IPD burden. All seven serotypes showed immunologic response to pneumococcal polysaccharide. This study predicted the minimum antibody titer of post-primary doses related to long-term protection against IPD; it was between 0.15 and 0.5 μg/mL with Wyeth ELISA. |
Pickering JW, et al. [28] (2002) | Comparative study-Comparison multiplex immunoassay (MIA) with standard ELISA | MIA | 14 | For establishing the assay: U.S. reference standard serum (89SF). For application: 50 pneumococcal quality control serum samples | Specificity, concordance with ELISA | The authors investigated the specificity of 14 serotypes with multiplex immunoassay. Inhibition by homologous serotypes was more than 95% and inhibition by heterologous serotypes was less than 15% for all 14 PnPs serotypes. |
Biagini RE, et al. [23] (2003) | Laboratory research | MIA | 24 | U.S. reference standard serum (89SF) | Linearity range (sensitivity), adsorption, specificity | Wider linearity than ELISA on dilution across the dynamic range between 20 pg/mL for PnPS 3 and 600 pg/mL for PnPS 14. |
Lal G, et al. [24] (2005) | Comparative study-Comparison MIA with standard ELISA | MIA | 9 | For establishing the assay: U.S. reference standard serum (89SF). For application: a panel of sera (n = 120) | Specificity, sensitivity, accuracy, reagent stability | The multiplex assay generated a linear dynamic range over a 24-fold serum dilution and did not show bead interference compared to monoplex and nonaplex assays. The assay specificity was <30% with heterologous inhibition and the sensitivity was high, with the limit of detection ranging between 32.3 and 109.7 pg/mL. Inter- and intra-assay variability was low. Conjugated microspheres were stable over 12 months. |
Marchese RD, et al. [33] (2006) | Comparative study-Comparison in-house ELISA with standard ELISA | ELISA | 12 | U.S. reference standard serum (89SF) | Limit of detection (LOD) and limit of quantitation (LOQ), specificity, precision | Serum preadsorption with capsular polysaccharides, serotype 25 and 72 pneumococcal polysaccharides, was implemented. It reduced non-specific cross-reaction. The ELISAs demonstrate agreement with the internationally accepted ELISA. |
Marchese RD, et al. [25] (2009) | Comparative study-Comparison multiplex electrochemiluminescence (ECL) assay with standard ELISA | Multiplex ECL assay (MIA) | 23 | For establishing the assay: U.S. reference standard serum (89SF). For application: WHO quality control panel | Standard curve modeling, quantifiable range, ruggedness, precision, dilutability, specificity, accuracy, effect of preadsorbent | The multiplex ECL assay shows a wide dynamic range and provides the ability to read lower concentrations to the minimum reported concentration than ELISA (0.1 μg/mL). Cross-reactivity assessment showed no cross reaction between antigen spots within a well. |
Klein DL, et al. [35] (2012) | Comparative study-Comparison MIA with standard ELISA | MIA | 7 | For establishing the assay: U.S. reference standard serum (89SF). For application: paired sera from pregnant women who received one dose of PPSV23 | Limit of detection (LOD), specificity, robustness, correlation of two assays, reproducibility | The developed assay showed good robustness, with the assay variability at <16%. A major contributor to the assay variability was the cell wall polysaccharide content in pneumococcal serotype-specific capsular polysaccharides. This assay is specific, robust, and reproducible and offers high throughput. |
Whitelegg AME, et al. [36] (2012) | Laboratory research | MIA | 13 | For establishing the assay: U.S. reference standard serum (89SF). For application: NHSBT sera (n = 193) | Specificity, reproducibility | Serotype-specific IgG mean fluorescence intensities remained above 60% except for serotype 7F after preabsorption with each heterologous antigens. Intra-assay coefficient of variation for specific IgG ranged between 4% and 25%. Inter-assay coefficient of variation was between 17% and 57%. |
Lee H, et al. [34] (2017) | Laboratory research | ELISA | 7 | Serum reference standard (89SF) | Specificity, precision (reproducibility and intermediate precision), accuracy, spiking recovery test, lower limit of quantification (LLOQ), and stability | The specificity, reproducibility, and intermediate precision were within acceptance ranges (reproducibility, coefficient of variability [CV] ≤ 15%; intermediate precision, CV ≤ 20%) for all serotypes. |
Pavliakova D, et al. [37] (2018) | Laboratory research | MIA | 13 | International reference serum (007sp) | Linearity range (sensitivity), specificity, precision, accuracy, and stability | The authors remarked on the importance of this study: (i) validating the assay and (ii) bridging the immunological correlation of the protective level (0.35 μg/mL IgG) to equivalent values reported by the Luminex platform. The lower limit of quantitation for all serotypes covered in this developed assay was within the range of 0.002 to 0.038 μg/mL serum IgG. The difference between the lower and upper limits of the range was >500-fold for all serotypes, and assay variability was <20% relative standard deviation for all serotypes. |
Nolan KM, et al. [38] (2020) | Laboratory research | Multiplex ECL assay (MIA) | 15 | International reference serum (007sp) | Limit of detection (LOD), quantifiable range (limits of quantitation; LOQs), precision, accuracy, specificity, selectivity, and dilutional linearity | This study bridged the multiplex ECL assay with the WHO ELISA. All validation items were evaluated according to the pre-specified validation acceptance criteria, and all of them met the criteria. |
Study (Year) | Study Site | Study Type | Assay Type | No. of Serotypes | Sample Type | Sample Size | Key Findings |
---|---|---|---|---|---|---|---|
Plikaytis BD, et al. [27] (2000) | US, France, Denmark, UK, Iceland, Finland | Inter-lab comparison | ELISA | 9 | Paired adult serum pre- and post-vaccination of PPSV23 (quality control sera) | 48 | High inter-lab concordance (Spearman ≥ 0.92); validated WHO ELISA. |
Pickering JW, et al. [28] (2002) | US | Comparative | MIA vs. ELISA | 14 | For establishing the assay: U.S. reference standard serum (89SF). For application: pneumococcal quality control serum | 50 | Strong overall correlation for most serotypes between MIA and ELISA. Correlation coefficient was 0.95 for serotypes 6B, 14, and 23F. It was ≧0.85 for 6 other serotypes (1, 4, 5, 9V, 18C, and 19F). |
Balmer P, et al. [40] (2003) | UK | Cross-sectional | ELISA | 9 | Serum from at-risk group | 47 | Discrepancies in 21/47 (45%) were observed in a direct comparison between the two ELISA assays. |
Lal G, et al. [24] (2005) | UK | Comparative | MIA vs. ELISA | 9 | U.S. reference standard serum (89SF); serum panel | 120 | Linear dynamic range over a 24-fold dilution. Did not show bead interference compared to monoplex and nonaplex assays. The assay specificity was <30% with heterologous inhibition and the sensitivity was high with the limit of detection ranging between 32.3 and 109.7 pg/mL. Inter- and intra-assay variability was low. Conjugated microspheres were stable over 12 months. |
Marchese RD, et al. [33] (2006) | US | Comparative | In-house ELISA vs. standard ELISA | 12 | US reference standard serum (89SF) | 120 | The in-house ELISAs showed good agreement with the WHO ELISA. |
Marchese RD, et al. [25] (2009) | US | Comparative | Multiplex ECL (pneumococcal electrochemiluminescence) assay vs. standard ELISA | 23 | US reference standard serum (89SF), WHO quality control panel, and Giebink sera | 12 | Met WHO criteria for all 7 serotypes. Overall correlation, r = 0.994. |
Balloch A, et al. [41] (2010) | Australia, Finland, Fiji | Inter-lab comparison | ELISA | 7 | Well-characterized serum samples provided by Wyeth Vaccines, and sera from infants immunized PCV7 with and from healthy children over 2 years of age followed with a dose of PPSV23 | 24 | Good agreement was found for the inter-laboratory comparison for most serotypes; differences in ELISA methodology influenced specific IgG measurement. |
Whaley MJ, et al. [42] (2010) | UK, US | Comparative | 3 MIAs | 7 | WHO-recommended standard reference and reference sera from vaccinated adults | 11 | MIAs generally showed higher antibody concentrations than ELISA but high variability for serotypes 6B, 18C, and 23F. None of the three assays met the current WHO criterion: 75% of sera within 40% of the assigned antibody concentrations for all seven serotypes (WHO). |
Elberse KE, et al. [43] (2010) | Netherland | Comparative | MIA vs. ELISA | 13 | 12 serum samples supplied by NIBSC; pre- and post PCV7 infant serum | 188 | Antibody concentrations by MIA were higher than those by ELISA. The protective threshold of 0.35 μg/mL should be reevaluated for use in the MIA. The threshold may need to be adjusted for each serotype. |
Goldblatt D, et al. [44] (2011) | US, Finland | Comparative | Multiplex ECL vs. ELISA | 7 | U.S. reference standard serum (89SF), pediatric sera with and without vaccination of PCV7 | 50 | Excellent concordance; 9 of 12 QC samples within ±40% of ELISA values. |
Klein DL, et al. [35] (2012) | US | Comparative | MIA vs. ELISA | 7 | U.S. reference standard serum (89SF), paired maternal sera | 50 | <16% variability; cell wall polysaccharide (CWPs) content in pneumococcal serotype-specific capsular polysaccharides; assay is specific, robust, and reproducible and offers high throughput. |
Zhang X, et al. [45] (2013) | US | Inter-lab comparison | MIA | 14 | Unpaired adult sera | 57 | High agreement in protective status classification across labs. |
Balloch A, et al. [46] (2013) | Australia, Fiji | Comparative | MIA vs. ELISA | 14 | Infant and adult sera immunized with PCV7 and/or PPSV23 | 202 | MIA poorly correlated with the ELISA, particularly for pre-immunization and infant samples. |
Tan CY, et al. [47] (2018) | US, Germany, Japan | Comparative | MIA vs. ELISA | 13 | PCV7- or PCV13-immunized subject sera | 1528 | Robust linear correlation across all 13 serotypes. The protective level (0.35 μg/mL) is valid for 10 serotypes: 1, 3, 4, 6A, 7F, 9V, 14, 18C, 19F, and 23F. |
Feyssaguet M, et al. [48] (2019) | Europe | Comparative | Multiplex ECL vs. ELISA | 13 | WHO standard serum (007sp); a panel of sera collected from infants and children vaccinated with PCV7, PHiD-CV, or PCV13 in 11 trials | 452 | This study assessed 2 different approaches for assessing the protective level of PCV7 serotypes: the ROC curve-based approach and Deming regression. The levels were approximated at 0.35 μg/mL (0.38 and 0.34 μg/mL, respectively). Individual thresholds for the PCV13 serotypes ranged between 0.24 and 0.51mg/mL across both approaches. The multiplex ECL assays were comparable to the WHO ELISA. |
LaFon DC and Nahm MH [20] (2019) | US | Inter-lab comparison | MIA | 23 | Sera from healthy adults | 10 | Substantial inter-lab variability. |
Meek B, et al. [39] (2019) | US, Sweden, Netherland, Denmark, UK, Iceland, Finland, Norway | Inter-lab comparison | MIA | 13 | WHO standard serum (007sp); 15 quality control samples distributed by Public Health England | 13 | MIA reproducible; some variability due to different conjugation methods, especially for serotype 4. |
Nolan KM, et al. [38] (2020) | US | Bridging study | Multiplex ECL vs. ELISA | 15 | WHO standard serum (007sp) | 128 | All 15 serotypes met WHO criteria. |
Assay Type | Study | Serotype | Sample Type | WHO Validation Items * | Other Assessment Points | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Specificity | Accuracy | Precision | Detection Limit | Quantitation Limit | Linearity | Range | Robustness | |||||
ELISA | Black S, et al. [30] (2000) | 7 | Infant sera (PCV7) | Not validation study | Efficacy assessed by surveillance of invasive pneumococcal disease; immunogenicity evaluated by IgG responses | |||||||
Marchese RD, et al. [33] (2006) | 12 | 89SF | % Inhibition of homologous polysaccharides: >75% | Relative standard deviation: <30% for all serotypes | <2 ng/mL (each serotype) | <2 ng/mL (each serotype) | ||||||
Lee H, et al. [34] (2017) | 7 | 89SF and 5 calibration sera | Evaluation for 7 serotypes of PnPS antigens with optimal coating concentrations. The values of 5 calibration sera corresponded to each IgG value. | Good correlation between assigned values and observed values for all serotypes: r = 0.94–0.99 | Reproducibility precision, CV (%): 1.65–8.24 (one exception: serotype 9V) Intermediate precision, CV(%): 1.88–20.32 except serotypes 4, 9V, and 14 | Not found | 0.05 μg/mL (serotype 4) to 0.093 μg/mL (serotype 19F) | Not found | 1/250 to 1/24,414 | Freeze–thaw stability, short-term temperature stability | Spiking recovery test | |
MIA | Pickering JW, et al. [28] (2002) | 14 | 89SF | Homologous: ≧95% Heterologous: ≦15% for all 14 serotypes | Not found | Not found | Not found | Not found | Over seven 4-fold | 1:20 to 1:81,920 | Not found | 9 serotypes were assessed by MIA and ELISA. Correlation coefficient: 0.95 (serotypes 6B, 14, 23F), >0.85 (serotypes 1, 4, 5, 9V, 18C, 19F) |
Biagini RE, et al. [23] (2003) | 24 | 89SF | Proportion data not found. Homologous: 15 serotypes, Heterologous: 8 serotypes | Not found | Inter-assay CV (%): 13.2% from two independent microsphere preparations | Minimum detection concentration (MDC): 20 pg/mL (serotype 3) to 600 pg/mL (serotype 4) | Not found | Linearity across the dynamic range of this assay | 1:100 to 1:316,000 | Not found | Strong correlation with ELISA: r2 > 0.9994 ± 0.003 (p < 0.001) | |
Lal G, et al. [24] (2005) | 9 | 89SF | Homologous: > 90% Heterologous: <30% for all serotypes | Not found | Assay reproducibility, CV (%). Inter-assay variation from three separate assays: 12.1% (serogroup 19F) to 19.2% (serogroup 6B) | Limit of detection (LOD): 32.3 pg/mL (ST1) to 109.7 pg/mL (ST19F). LOD of ELISA: 5000 pg/mL | Limit of quantitation (LOQ): 64.6pg/mL (ST1) to 219.4pg/mL (ST19F) | Over 24-fold | 1/20 to 1/81,920 | Reagent stability, microsphere stability over 12 months | Good correlation with ELISA for all serotypes: r = 0.91 (serotypes 1 and 23F) and 0.96 (serotype 14) | |
Klein DL, et al. [35] (2012) | 7 | 89SF, WHO pneumococcal calibration human serum panel (n = 12) | Not found | 6 out of 7 serotypes showed good correlation between MIA and the ELISA IgG level: serotype 14 (r2 > 0.99), serotype 19F (r2 = 0.94), serotype 23F (r2 = 0.91), and serotype 18C (r2 = 0.488). | Assay reproducibility, CV (%). Inter-assay variation from seven different dates: less than 16% for all serotypes. The mean intraplate CV: 6.2% (serotypes 18C and 23F) to 9.1% (serotype 5) | Not found | Not found | Not found | Not found (MIA) 1:20 to 1: 1280 (ELISA) | Day, operator, reagent lot differences | Good correlation with ELISA for all serotypes, r2 > 0.99 (serotype 14), r2 = 0.94 (19F), and r2 = 0.91 (23F), except 18C | |
Whitelegg AME, et al. [36] (2012) | 13 | 89SF, NHSBT sera (n = 193) | Serotype-specific IgG mean fluorescence intensities remained above 60% except for serotype 7F after preabsorption with each heterologous antigen. | Not found | Intra-assay coefficient of variation for specific IgG ranged between 4% and 25%. Inter-assay coefficient of variation was between 17% and 57%. | Not found | Not found | Not found | Not found | Not found | Assessment with NHSBT sera was implemented on pneumococcal IgG and IgM; IgG level of all 13 serotypes showed above WHO protective level | |
Pavliakova D, et al. [37] (2018) | 13 | 007sp | Homologous: ≧80% for all serotypes. Heterologous: <20% for all serotypes except serogroups 6 and 19. | The lower limits were 0.004 (serotype 3) to 0.032 (serotype 6A) ng/mL. The upper limits: 7250 (serotype 3) to 78,600 (serotype 6A) ng/mL. | Estimated assay variability due to day, analyst, and microsphere lot. | Not found | The lower limits of quantitation: 2 ng/mL (serotypes 1, 5, and 18C) to 38 ng/mL (serotype 19A) ng/mL | Linearity across the dynamic range | The most conservative assay dynamic range. The lower limits: 0.007 (serotype 3) to 0.071 (serotype 14) ng/mL. The upper limits: 7250 (serotype 3) to 68,207 (serotype 6A) ng/mL. Fold-difference > 500-fold | Day, primary and secondary antibody incubation times, temperature. Total variability: less than 20%, except serotype 6A | Bridging the WHO Pn PS ELISA | |
Multiplex ECL assay (MIA) | Marchese RD, et al. [25] (2009) | 8 | 89SF, WHO sera (n = 12) | Homologous: ≧97% for all serotypes. Heterologous: <25% for all serotypes. | Not found | Precision (RSD): < 20% for each serotype on samples diluted between 1:1000 and 1:10,000, 22.6% to 41.7% on samples diluted at 1:100,000. | Lower limit of detection (adjusted at the 1:1000 minimum required dilution): 0.008 μg/mL (serotype 4) to 0.066 μg/mL (serotype 14) | Lower limit of quantification (adjusted at the 1:1000 minimum required dilution): 0.012 (serotype 3) to 0.1 (serotype 14) μg/mL | Not found | >100-fold | Day, analytes, reagent lot differences | Standard curve modeling, dilutability, effect of preadsorbent. 7 serotypes were assessed by ECL and ELISA. Correlation (r value): 0.885 (serotype 18C) to 0.997 (serotype 6B) |
Nolan KM, et al. [38] (2020) | 15 | 007sp | Homologous: all samples met the acceptance criteria, ≧75% for all 15 serotypes. Heterologous: more than 87.5% of samples met the criteria, ≦25% for all serotypes. | % recovery range: 92 (serotype 3) to 122 (serotype 1) (acceptance criteria: 80 to 125%). | Intermediate precision (%GCV): 16.8 (serotype 18C) to 24.1 (serotype 7F) (acceptance criteria: <25%). | Limit of detection (LOD): 0.0007 μg/mL (serotype 3) to 0.0185 μg/mL (serotype 14) (acceptance criteria: ≦0.05). | Limit of quantitation (LOQ): 0.05 μg/mL (all serotypes except serotype 5) to 1.0 μg/mL (serotype 5) (acceptance criteria: low LOQ ≦ 0.1). | Dilutional linearity (fold bias per 10-fold dilution): 1.06 (serotype 19A) to 1.36 (serotype 22F) (acceptance criteria: less than ±2-fold per 10-fold increase in dilution) | 1:1000 to 1:400,000 | Not found | Selectivity, bridging the WHO Pn PS ELISA |
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Hayashi, Y.; Domai, F.M.; Dhoubhadel, B.G. Quantitative Methods for Evaluating Antibody Responses to Pneumococcal Vaccines: A Scoping Review. Trop. Med. Infect. Dis. 2025, 10, 236. https://doi.org/10.3390/tropicalmed10080236
Hayashi Y, Domai FM, Dhoubhadel BG. Quantitative Methods for Evaluating Antibody Responses to Pneumococcal Vaccines: A Scoping Review. Tropical Medicine and Infectious Disease. 2025; 10(8):236. https://doi.org/10.3390/tropicalmed10080236
Chicago/Turabian StyleHayashi, Yumiko, Fleurette Mbuyakala Domai, and Bhim Gopal Dhoubhadel. 2025. "Quantitative Methods for Evaluating Antibody Responses to Pneumococcal Vaccines: A Scoping Review" Tropical Medicine and Infectious Disease 10, no. 8: 236. https://doi.org/10.3390/tropicalmed10080236
APA StyleHayashi, Y., Domai, F. M., & Dhoubhadel, B. G. (2025). Quantitative Methods for Evaluating Antibody Responses to Pneumococcal Vaccines: A Scoping Review. Tropical Medicine and Infectious Disease, 10(8), 236. https://doi.org/10.3390/tropicalmed10080236