Submitted:
04 June 2026
Posted:
05 June 2026
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Human Subjects
2.2. Polyclonal B Cell Stimulation
2.3. Recombinant Proteins
2.4. B Cell ImmunoSpot® Assays
2.4.1. Antigen-Specific ELISPOT Assays with Affinity Capture Coating
2.4.2. Pan IgG ELISPOT Assays
2.4.3. Antigen-Specific FluoroSpot Assays with Affinity Capture Coating
2.4.4. Single-Color Inverted ImmunoSpot® Assays
2.4.5. Dual-Label Inverted ImmunoSpot® Assays
2.4.6. Image Acquisition and SFU Counting
2.5. Statistical Methods
3. Results
3.1. Lack of Substantial Epitope Conservation Between Cold-Causing Coronaviruses and SARS-CoV-2 Spike Proteins
3.2. Rationale and Considerations for Performing Dual-Label Inverted ImmunoSpot® Assays
3.3. Establishing the Dual-Label Inverted ImmunoSpot® Assay to Measure ASC Cross-Reactivity at Single Cell Resolution
3.4. Assessing the Specificity and Cross-Reactivity of SARS-CoV-2 Spike (RBD)-reactive Bmem in Well-Defined Donor Cohorts
3.5. High Content Analysis of DP SFUs Provides Evidence for Back-Boosting of Cross-Reactive Bmem Following BTI
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Holmes, E.C. The Emergence and Evolution of SARS-CoV-2. Annu Rev. Virol. 2024, 11, 21–42. [Google Scholar] [CrossRef]
- Hao, Y.; Wang, Y.; Wang, M.; Zhou, L.; Shi, J.; Cao, J.; Wang, D. The origins of COVID-19 pandemic: A brief overview. Transbound. Emerg. Dis. 2022, 69, 3181–3197. [Google Scholar] [CrossRef] [PubMed]
- Holshue, M.L.; DeBolt, C.; Lindquist, S.; Lofy, K.H.; Wiesman, J.; Bruce, H.; Spitters, C.; Ericson, K.; Wilkerson, S.; Tural, A.; et al. First Case of 2019 Novel Coronavirus in the United States. N. Engl. J. Med. 2020, 382, 929–936. [Google Scholar] [CrossRef]
- Hamre, D.; Procknow, J.J. A New Virus Isolated from the Human Respiratory Tract. Proc. Soc. Exp. Biol. Med. 1966, 121, 190–193. [Google Scholar] [CrossRef]
- Vabret, A.; Mourez, T.; Gouarin, S.; Petitjean, J.; Freymuth, F. An Outbreak of Coronavirus OC43 Respiratory Infection in Normandy, France. Clin. Infect. Dis. 2003, 36, 985–989. [Google Scholar] [CrossRef] [PubMed]
- van der Hoek, L.; et al. Identification of a new human coronavirus. Nat. Med. 2004, 10, 368–73. [Google Scholar] [CrossRef]
- Woo, P.C.Y.; Lau, S.K.P.; Chu, C.-M.; Chan, K.-H.; Tsoi, H.-W.; Huang, Y.; Wong, B.H.L.; Poon, R.W.S.; Cai, J.J.; Luk, W.-K.; et al. Characterization and Complete Genome Sequence of a Novel Coronavirus, Coronavirus HKU1, from Patients with Pneumonia. J. Virol. 2005, 79, 884–895. [Google Scholar] [CrossRef]
- Gaunt, E.R.; Hardie, A.; Claas, E.C.J.; Simmonds, P.; Templeton, K.E. Epidemiology and Clinical Presentations of the Four Human Coronaviruses 229E, HKU1, NL63, and OC43 Detected over 3 Years Using a Novel Multiplex Real-Time PCR Method. J. Clin. Microbiol. 2010, 48, 2940–2947. [Google Scholar] [CrossRef]
- Dijkman, R.; Jebbink, M.F.; Gaunt, E.; Rossen, J.W.; Templeton, K.E.; Kuijpers, T.W.; van der Hoek, L. The dominance of human coronavirus OC43 and NL63 infections in infants. J. Clin. Virol. 2012, 53, 135–139. [Google Scholar] [CrossRef]
- Killerby, M.E.; Biggs, H.M.; Haynes, A.; Dahl, R.M.; Mustaquim, D.; Gerber, S.I.; Watson, J.T. Human coronavirus circulation in the United States 2014–2017. J. Clin. Virol. 2018, 101, 52–56. [Google Scholar] [CrossRef] [PubMed]
- Amanat, F.; Stadlbauer, D.; Strohmeier, S.; Nguyen, T.H.O.; Chromikova, V.; McMahon, M.; Jiang, K.; Arunkumar, G.A.; Jurczyszak, D.; Polanco, J.; et al. A serological assay to detect SARS-CoV-2 seroconversion in humans. Nat. Med. 2020, 26, 1033–1036. [Google Scholar] [CrossRef] [PubMed]
- Anderson, E.M.; Goodwin, E.C.; Verma, A.; Arevalo, C.P.; Bolton, M.J.; Weirick, M.E.; Gouma, S.; McAllister, C.M.; Christensen, S.R.; Weaver, J.; et al. Seasonal human coronavirus antibodies are boosted upon SARS-CoV-2 infection but not associated with protection. Cell 2021, 184, 1858–1864.e10. [Google Scholar] [CrossRef]
- Phipps, W.S.; A SoRelle, J.; Li, Q.-Z.; Mahimainathan, L.; Araj, E.; Markantonis, J.; Lacelle, C.; Balani, J.; Parikh, H.; Solow, E.B.; et al. SARS-CoV-2 Antibody Responses Do Not Predict COVID-19 Disease Severity. Am. J. Clin. Pathol. 2020, 154, 459–465. [Google Scholar] [CrossRef]
- Escribano, P.; Álvarez-Uría, A.; Alonso, R.; Catalán, P.; Alcalá, L.; Muñoz, P.; Guinea, J. Detection of SARS-CoV-2 antibodies is insufficient for the diagnosis of active or cured COVID-19. Sci. Rep. 2020, 10, 1–7. [Google Scholar] [CrossRef]
- Rodda, L.B.; Netland, J.; Shehata, L.; Pruner, K.B.; Morawski, P.A.; Thouvenel, C.D.; Takehara, K.K.; Eggenberger, J.; Hemann, E.A.; Waterman, H.R.; et al. Functional SARS-CoV-2-Specific Immune Memory Persists after Mild COVID-19. Cell 2021, 184, 169–183.e17. [Google Scholar] [CrossRef]
- Grifoni, A.; Weiskopf, D.; Ramirez, S.I.; Mateus, J.; Dan, J.M.; Moderbacher, C.R.; Rawlings, S.A.; Sutherland, A.; Premkumar, L.; Jadi, R.S.; et al. Targets of T Cell Responses to SARS-CoV-2 Coronavirus in Humans with COVID-19 Disease and Unexposed Individuals. Cell 2020, 181, 1489–1501.e1415. [Google Scholar] [CrossRef]
- Goel, R.R.; Apostolidis, S.A.; Painter, M.M.; Mathew, D.; Pattekar, A.; Kuthuru, O.; Gouma, S.; Hicks, P.; Meng, W.; Rosenfeld, A.M.; et al. Distinct antibody and memory B cell responses in SARS-CoV-2 naïve and recovered individuals after mRNA vaccination. Sci. Immunol. 2021, 6. [Google Scholar] [CrossRef]
- Li, J.; Lai, S.; Gao, G.F.; Shi, W. The emergence, genomic diversity and global spread of SARS-CoV-2. Nature 2021, 600, 408–418. [Google Scholar] [CrossRef] [PubMed]
- Li, M.; Wang, H.; Tian, L.; Pang, Z.; Yang, Q.; Huang, T.; Fan, J.; Song, L.; Tong, Y.; Fan, H. COVID-19 vaccine development: milestones, lessons and prospects. Signal Transduct. Target. Ther. 2022, 7, 1–32. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
- Polack, F.P.; Thomas, S.J.; Kitchin, N.; Absalon, J.; Gurtman, A.; Lockhart, S.; Perez, J.L.; Pérez Marc, G.; Moreira, E.D.; Zerbini, C.; et al. Safety and efficacy of the BNT162b2 mRNA COVID-19 vaccine. N. Engl. J. Med. 2020, 383, 2603–2615. [Google Scholar] [CrossRef] [PubMed]
- Sahin, U.; Muik, A.; Vogler, I.; Derhovanessian, E.; Kranz, L.M.; Vormehr, M.; Quandt, J.; Bidmon, N.; Ulges, A.; Baum, A.; et al. BNT162b2 vaccine induces neutralizing antibodies and poly-specific T cells in humans. Nature 2021, 595, 572–577. [Google Scholar] [CrossRef] [PubMed]
- Sokal, A.; et al. mRNA vaccination of naive and COVID-19-recovered individuals elicits potent memory B cells that recognize SARS-CoV-2 variants. Immunity 2021, 54, 2893–2907 e5. [Google Scholar] [CrossRef]
- Anderson, E.J.; et al. Safety and Immunogenicity of SARS-CoV-2 mRNA-1273 Vaccine in Older Adults. N Engl. J. Med. 2020, 383, 2427–2438. [Google Scholar] [CrossRef]
- Turner, J.S.; O’halloran, J.A.; Kalaidina, E.; Kim, W.; Schmitz, A.J.; Zhou, J.Q.; Lei, T.; Thapa, M.; Chen, R.E.; Case, J.B.; et al. SARS-CoV-2 mRNA vaccines induce persistent human germinal centre responses. Nature 2021, 596, 109–113. [Google Scholar] [CrossRef]
- Goel, R.R.; Painter, M.M.; Apostolidis, S.A.; Mathew, D.; Meng, W.; Rosenfeld, A.M.; Lundgreen, K.A.; Reynaldi, A.; Khoury, D.S.; Pattekar, A.; et al. mRNA vaccines induce durable immune memory to SARS-CoV-2 and variants of concern. Science 2021, 374, 1214–+. [Google Scholar] [CrossRef]
- Ciabattini, A.; Pastore, G.; Fiorino, F.; Polvere, J.; Lucchesi, S.; Pettini, E.; Auddino, S.; Rancan, I.; Durante, M.; Miscia, M.; et al. Evidence of SARS-CoV-2-Specific Memory B Cells Six Months After Vaccination With the BNT162b2 mRNA Vaccine. Front. Immunol. 2021, 12, 740708. [Google Scholar] [CrossRef] [PubMed]
- Burns, M.D.; Boribong, B.P.; Bartsch, Y.C.; Loiselle, M.; Denis, K.J.S.; Sheehan, M.L.; Chen, J.W.; Davis, J.P.; Lima, R.; Edlow, A.G.; et al. Durability and Cross-Reactivity of SARS-CoV-2 mRNA Vaccine in Adolescent Children. Vaccines 2022, 10, 492. [Google Scholar] [CrossRef] [PubMed]
- Yao, L.; Becza, N.; Stylianou, G.; Tary-Lehmann, M.; Todryk, S.M.; Kirchenbaum, G.A.; Lehmann, P.V. SARS-CoV-2 Infection or COVID-19 mRNA Vaccination Elicits Partially Different Spike-Reactive Memory B Cell Responses in Naïve Individuals. Vaccines 2025, 13, 944. [Google Scholar] [CrossRef]
- Hagiya, H.; Nakano, Y.; Furukawa, M.; Sunada, N.; Hasegawa, T.; Sakurada, Y.; Hasegawa, K.; Yamamoto, K.; Ogawa, H.; Obara, T.; et al. Early-stage antibody kinetics after the third dose of BNT162b2 mRNA COVID-19 vaccination measured by a point-of-care fingertip whole blood testing. Sci. Rep. 2022, 12, 1–6. [Google Scholar] [CrossRef]
- Jo, D.-H.; Minn, D.; Lim, J.; Lee, K.-D.; Kang, Y.-M.; Choe, K.-W.; Kim, K.-N. Rapidly Declining SARS-CoV-2 Antibody Titers within 4 Months after BNT162b2 Vaccination. Vaccines 2021, 9, 1145. [Google Scholar] [CrossRef]
- Kim, N.; Shin, S.; Minn, D.; Park, S.; An, D.; Park, J.H.; Roh, E.Y.; Yoon, J.H.; Park, H. SARS-CoV-2 Infectivity and Antibody Titer Reduction for 6 Months After Second Dose of BNT162b2 mRNA Vaccine in Health Care Workers: A Prospective Cohort Study. J. Infect. Dis. 2022, 226, 32–37. [Google Scholar] [CrossRef] [PubMed]
- Pajon, R.; Doria-Rose, N.A.; Shen, X.; Schmidt, S.D.; O’dEll, S.; McDanal, C.; Feng, W.; Tong, J.; Eaton, A.; Maglinao, M.; et al. SARS-CoV-2 Omicron Variant Neutralization after mRNA-1273 Booster Vaccination. New Engl. J. Med. 2022, 386, 1088–1091. [Google Scholar] [CrossRef]
- Garcia-Beltran, W.F.; Denis, K.J.S.; Hoelzemer, A.; Lam, E.C.; Nitido, A.D.; Sheehan, M.L.; Berrios, C.; Ofoman, O.; Chang, C.C.; Hauser, B.M.; et al. mRNA-based COVID-19 vaccine boosters induce neutralizing immunity against SARS-CoV-2 Omicron variant. Cell 2022, 185, 457–466.e4. [Google Scholar] [CrossRef]
- Furukawa, K.; Tjan, L.H.; Kurahashi, Y.; Sutandhio, S.; Nishimura, M.; Arii, J.; Mori, Y. Assessment of Neutralizing Antibody Response Against SARS-CoV-2 Variants After 2 to 3 Doses of the BNT162b2 mRNA COVID-19 Vaccine. JAMA Netw. Open 2022, 5, e2210780–e2210780. [Google Scholar] [CrossRef]
- Goel, R.R.; Painter, M.M.; Lundgreen, K.A.; Apostolidis, S.A.; Baxter, A.E.; Giles, J.R.; Mathew, D.; Pattekar, A.; Reynaldi, A.; Khoury, D.S.; et al. Efficient recall of Omicron-reactive B cell memory after a third dose of SARS-CoV-2 mRNA vaccine. Cell 2022, 185, 1875–1887.e8. [Google Scholar] [CrossRef]
- Muecksch, F.; Wang, Z.; Cho, A.; Gaebler, C.; Ben Tanfous, T.; DaSilva, J.; Bednarski, E.; Ramos, V.; Zong, S.; Johnson, B.; et al. Increased memory B cell potency and breadth after a SARS-CoV-2 mRNA boost. Nature 2022, 607, 128–134. [Google Scholar] [CrossRef]
- Viana, R.; et al. Rapid epidemic expansion of the SARS-CoV-2 Omicron variant in southern Africa. Nature 2022, 603, 679–686. [Google Scholar] [CrossRef] [PubMed]
- VanBlargan, L.A.; Errico, J.M.; Halfmann, P.J.; Zost, S.J.; Crowe, J.E.; Purcell, L.A.; Kawaoka, Y.; Corti, D.; Fremont, D.H.; Diamond, M.S. An infectious SARS-CoV-2 B.1.1.529 Omicron virus escapes neutralization by therapeutic monoclonal antibodies. Nat. Med. 2022, 28, 490–495. [Google Scholar] [CrossRef] [PubMed]
- Dejnirattisai, W.; Shaw, R.H.; Supasa, P.; Liu, C.; Stuart, A.S.; Pollard, A.J.; Liu, X.; Lambe, T.; Crook, D.; I Stuart, D.; et al. Reduced neutralisation of SARS-CoV-2 omicron B.1.1.529 variant by post-immunisation serum. Lancet 2021, 399, 234–236. [Google Scholar] [CrossRef]
- Edara, V.-V.; Manning, K.E.; Ellis, M.; Lai, L.; Moore, K.M.; Foster, S.L.; Floyd, K.; Davis-Gardner, M.E.; Mantus, G.; Nyhoff, L.E.; et al. mRNA-1273 and BNT162b2 mRNA vaccines have reduced neutralizing activity against the SARS-CoV-2 omicron variant. Cell Rep. Med. 2022, 3, 100529. [Google Scholar] [CrossRef]
- U.S. Food and Drug Administration. Updated COVID-19 Vaccines for Use in the United States Beginning in Fall 2024. 2024. Available online: https://www.fda.gov/vaccines-blood-biologics/updated-covid-19-vaccines-use-united-states-beginning-fall-2024.
- Johnston, T.S.; Li, S.H.; Painter, M.M.; Atkinson, R.K.; Douek, N.R.; Reeg, D.B.; Douek, D.C.; Wherry, E.J.; Hensley, S.E. Immunological imprinting shapes the specificity of human antibody responses against SARS-CoV-2 variants. Immunity 2024, 57, 912–925.e4. [Google Scholar] [CrossRef]
- Tortorici, M.A.; Addetia, A.; Seo, A.J.; Brown, J.; Sprouse, K.; Logue, J.; Clark, E.; Franko, N.; Chu, H.; Veesler, D. Persistent immune imprinting occurs after vaccination with the COVID-19 XBB.1.5 mRNA booster in humans. Immunity 2024, 57, 904–911.e4. [Google Scholar] [CrossRef]
- Kumar, S.; Jain, S.; Wali, B.; Zarnitsyna, V.I.; Joshi, D.; Ellis, M.L.; Lai, L.; Malik, A.A.; McPherson, T.O.; Godbole, S.; et al. The XBB.1.5 COVID-19 vaccine elicits a durable antibody response to ancestral and XBB.1.5 SARS-CoV-2 spike proteins. Sci. Transl. Med. 2025, 17, eadu8067. [Google Scholar] [CrossRef]
- Aguilar-Bretones, M.; Fouchier, R.A.; Koopmans, M.P.; van Nierop, G.P. Impact of antigenic evolution and original antigenic sin on SARS-CoV-2 immunity. J. Clin. Investig. 2023, 133. [Google Scholar] [CrossRef] [PubMed]
- Boonyaratanakornkit, J.; Taylor, J.J. Techniques to Study Antigen-Specific B Cell Responses. Front. Immunol. 2019, 10, 1694. [Google Scholar] [CrossRef] [PubMed]
- Phelps, A.; Pazos-Castro, D.; Urselli, F.; Grydziuszko, E.; Mann-Delany, O.; Fang, A.; Walker, T.D.; Guruge, R.T.; Tome-Amat, J.; Diaz-Perales, A.; et al. Production and use of antigen tetramers to study antigen-specific B cells. Nat. Protoc. 2024, 19, 727–751. [Google Scholar] [CrossRef] [PubMed]
- Kirchenbaum, G.A.; Pawelec, G.; Lehmann, P.V. The Importance of Monitoring Antigen-Specific Memory B Cells, and How ImmunoSpot Assays Are Suitable for This Task. Cells 2025, 14, 223. [Google Scholar] [CrossRef]
- Lambrou, A.S. Genomic Surveillance for SARS-CoV-2 Variants: Predominance of the Delta (B.1.617.2) and Omicron (B.1.1.529) Variants — United States, June 2021–January 2022. Mmwr-Morb. Mortal. Wkly. Rep. 2022, 71, 206–211. [Google Scholar] [CrossRef]
- Becza, N.; Yao, L.; Lehmann, P.V.; Kirchenbaum, G.A. Optimizing PBMC Cryopreservation and Utilization for ImmunoSpot® Analysis of Antigen-Specific Memory B Cells. Vaccines 2025, 13, 765. [Google Scholar] [CrossRef]
- Fecher, P.; Caspell, R.; Naeem, V.; Karulin, A.Y.; Kuerten, S.; Lehmann, P.V. B Cells and B Cell Blasts Withstand Cryopreservation While Retaining Their Functionality for Producing Antibody. Cells 2018, 7, 50. [Google Scholar] [CrossRef]
- Ramachandran, H.; Laux, J.; Moldovan, I.; Caspell, R.; Lehmann, P.V.; Subbramanian, R.A. Optimal Thawing of Cryopreserved Peripheral Blood Mononuclear Cells for Use in High-Throughput Human Immune Monitoring Studies. Cells 2012, 1, 313–324. [Google Scholar] [CrossRef]
- Franke, F.; Kirchenbaum, G.A.; Kuerten, S.; Lehmann, P.V. IL-21 in Conjunction with Anti-CD40 and IL-4 Constitutes a Potent Polyclonal B Cell Stimulator for Monitoring Antigen-Specific Memory B Cells. Cells 2020, 9, 433. [Google Scholar] [CrossRef]
- Pinna, D.; Corti, D.; Jarrossay, D.; Sallusto, F.; Lanzavecchia, A. Clonal dissection of the human memory B-cell repertoire following infection and vaccination. Eur. J. Immunol. 2009, 39, 1260–1270. [Google Scholar] [CrossRef]
- Hsieh, C.-L.; Goldsmith, J.A.; Schaub, J.M.; DiVenere, A.M.; Kuo, H.-C.; Javanmardi, K.; Le, K.C.; Wrapp, D.; Lee, A.G.; Liu, Y.; et al. Structure-based design of prefusion-stabilized SARS-CoV-2 spikes. Science 2020, 369, 1501–1505. [Google Scholar] [CrossRef]
- Resources, B. Vector pCAGGS Containing the SARS-Related Coronavirus 2, Wuhan-Hu-1 Spike Glycoprotein Receptor Binding Domain (RBD), NR-52309.
- Ecker, J.W.; Kirchenbaum, G.A.; Pierce, S.R.; Skarlupka, A.L.; Abreu, R.B.; Cooper, R.E.; Taylor-Mulneix, D.; Ross, T.M.; Sautto, G.A. High-Yield Expression and Purification of Recombinant Influenza Virus Proteins from Stably-Transfected Mammalian Cell Lines. Vaccines 2020, 8, 462. [Google Scholar] [CrossRef]
- Köppert, S.; Wolf, C.; Becza, N.; Sautto, G.A.; Franke, F.; Kuerten, S.; Ross, T.M.; Lehmann, P.V.; Kirchenbaum, G.A. Affinity Tag Coating Enables Reliable Detection of Antigen-Specific B Cells in Immunospot Assays. Cells 2021, 10, 1843. [Google Scholar] [CrossRef]
- Karulin, A.Y.; Katona, M.; Megyesi, Z.; Kirchenbaum, G.A.; Lehmann, P.V. Artificial Intelligence-Based Counting Algorithm Enables Accurate and Detailed Analysis of the Broad Spectrum of Spot Morphologies Observed in Antigen-Specific B-Cell ELISPOT and FluoroSpot Assays. Methods Mol. Biol. 2024, 2768, 59–85. [Google Scholar]
- Megyesi, Z.; Lehmann, P.V.; Karulin, A.Y. Multi-Color FLUOROSPOT Counting Using ImmunoSpot((R)) Fluoro-X Suite. Methods Mol. Biol. 2018, 1808, 115–131. [Google Scholar]
- Hicks, J.; Klumpp-Thomas, C.; Kalish, H.; Shunmugavel, A.; Mehalko, J.; Denson, J.-P.; Snead, K.R.; Drew, M.; Corbett, K.S.; Graham, B.S.; et al. Serologic Cross-Reactivity of SARS-CoV-2 with Endemic and Seasonal Betacoronaviruses. J. Clin. Immunol. 2021, 41, 906–913. [Google Scholar] [CrossRef]
- Kirchenbaum, G.A.; Becza, N.; Yao, L.; Karulin, A.Y.; Lehmann, P.V. Extending ImmunoSpot® Assays’ Sensitivity for Detecting Rare Antigen-Specific B Cells to One in a Million—And Possibly Lower. Vaccines 2026, 14, 88. [Google Scholar] [CrossRef]
- Writing Committee of the, W.H.O.C.o.C.A.o.P.I., et al., Clinical aspects of pandemic 2009 influenza A (H1N1) virus infection. N Engl. J. Med. 2010, 362, 1708–19. [CrossRef]
- Suthar, M.S.; Zimmerman, M.G.; Kauffman, R.C.; Mantus, G.; Linderman, S.L.; Hudson, W.H.; Vanderheiden, A.; Nyhoff, L.; Davis, C.W.; Adekunle, O.; et al. Rapid Generation of Neutralizing Antibody Responses in COVID-19 Patients. Cell Rep. Med. 2020, 1. [Google Scholar] [CrossRef]
- Kardava, L.; Rachmaninoff, N.; Lau, W.W.; Buckner, C.M.; Trihemasava, K.; Blazkova, J.; de Assis, F.L.; Wang, W.; Zhang, X.; Wang, Y.; et al. Early human B cell signatures of the primary antibody response to mRNA vaccination. Proc. Natl. Acad. Sci. 2022, 119. [Google Scholar] [CrossRef]
- Pape, K.A.; Dileepan, T.; Kabage, A.J.; Kozysa, D.; Batres, R.; Evert, C.; Matson, M.; Lopez, S.; Krueger, P.D.; Graiziger, C.; et al. High-affinity memory B cells induced by SARS-CoV-2 infection produce more plasmablasts and atypical memory B cells than those primed by mRNA vaccines. Cell Rep. 2021, 37, 109823–109823. [Google Scholar] [CrossRef]
- Hoormann, M.J. Assessing the affinity spectrum of an antigen-specific memory B cell repertoire by inverted ImmunoSpot p. 2026.04.20.719720. bioRxiv 2026. [Google Scholar]
- Lee, K.; Demirev, A.V.; Lee, S.; Cho, S.; Kim, H.; Cho, J.; Yang, J.-S.; Kim, K.-C.; Lee, J.-Y.; Shin, W.; et al. Forecasting framework for dominant SARS-CoV-2 strains before clade replacement using phylogeny-informed genetic distances. Front. Microbiol. 2025, 16, 1619546. [Google Scholar] [CrossRef]
- Azhar, L.E.; Samkari, D.A.; Hassan, A.M.; Alsayed, S.M.; Azhar, E.I. The Emergence and Characterization of SARS-CoV-2 Variant XFG (“Stratus”): Comparative Virological, Epidemiological, and Public-Health Perspectives. J. Epidemiol. Glob. Heal. 2026, 16. [Google Scholar] [CrossRef]
- Koutsakos, M.; Ellebedy, A.H. Immunological imprinting: Understanding COVID-19. Immunity 2023, 56, 909–913. [Google Scholar] [CrossRef]
- Markov, P.V.; et al. The evolution of SARS-CoV-2. Nat. Rev. Microbiol. 2023, 21, 361–379. [Google Scholar] [CrossRef]
- Case, J.B.; Jain, S.; Suthar, M.S.; Diamond, M.S. SARS-CoV-2: The Interplay Between Evolution and Host Immunity. Annu. Rev. Immunol. 2025, 43, 29–55. [Google Scholar] [CrossRef]
- Yu, J.; et al. Neutralization of the SARS-CoV-2 Omicron BA.1 and BA.2 Variants. N Engl. J. Med. 2022, 386, 1579–1580. [Google Scholar] [CrossRef]
- Bruel, T.; Hadjadj, J.; Maes, P.; Planas, D.; Seve, A.; Staropoli, I.; Guivel-Benhassine, F.; Porrot, F.; Bolland, W.-H.; Nguyen, Y.; et al. Serum neutralization of SARS-CoV-2 Omicron sublineages BA.1 and BA.2 in patients receiving monoclonal antibodies. Nat. Med. 2022, 28, 1297–1302. [Google Scholar] [CrossRef]
- Liu, L.; et al. Striking antibody evasion manifested by the Omicron variant of SARS-CoV-2. Nature 2022, 602, 676–681. [Google Scholar] [CrossRef]
- Lusvarghi, S.; Pollett, S.D.; Neerukonda, S.N.; Wang, W.; Wang, R.; Vassell, R.; Epsi, N.J.; Fries, A.C.; Agan, B.K.; Lindholm, D.A.; et al. SARS-CoV-2 BA.1 variant is neutralized by vaccine booster–elicited serum but evades most convalescent serum and therapeutic antibodies. Sci. Transl. Med. 2022, 14, eabn8543. [Google Scholar] [CrossRef]
- Chen, R.E.; Winkler, E.S.; Case, J.B.; Aziati, I.D.; Bricker, T.L.; Joshi, A.; Darling, T.L.; Ying, B.; Errico, J.M.; Shrihari, S.; et al. In vivo monoclonal antibody efficacy against SARS-CoV-2 variant strains. Nature 2021, 596, 103–108. [Google Scholar] [CrossRef] [PubMed]
- Planas, D.; Bruel, T.; Staropoli, I.; Guivel-Benhassine, F.; Porrot, F.; Maes, P.; Grzelak, L.; Prot, M.; Mougari, S.; Planchais, C.; et al. Resistance of Omicron subvariants BA.2.75.2, BA.4.6, and BQ.1.1 to neutralizing antibodies. Nat. Commun. 2023, 14, 824. [Google Scholar] [CrossRef] [PubMed]
- Changrob, S.; Yasuhara, A.; Park, S.; Bangaru, S.; Li, L.; Troxell, C.A.; Halfmann, P.J.; Erickson, S.A.; Catanzaro, N.J.; Yuan, M.; et al. Common cold embecovirus imprinting primes broadly neutralizing antibody responses to SARS-CoV-2 S2. J. Exp. Med. 2025, 222. [Google Scholar] [CrossRef] [PubMed]
- Monto, A.S.; Malosh, R.E.; Petrie, J.G.; Martin, E.T. The Doctrine of Original Antigenic Sin: Separating Good From Evil. J. Infect. Dis. 2017, 215, 1782–1788. [Google Scholar] [CrossRef]
- Kaku, C.I.; Bergeron, A.J.; Ahlm, C.; Normark, J.; Sakharkar, M.; Forsell, M.N.E.; Walker, L.M. Recall of preexisting cross-reactive B cell memory after Omicron BA.1 breakthrough infection. Sci. Immunol. 2022, 7, eabq3511. [Google Scholar] [CrossRef]
- Chu, Q.; Li, K.; He, Q.; Ren, L.; Wang, J.; Wang, S.; Liu, X.; Liu, Y.; He, J.; Li, D.; et al. Efficient boosting of Omicron-reactive memory B cells after breakthrough infection protects from repeated exposure. iScience 2025, 28, 112278. [Google Scholar] [CrossRef]
- Perkmann, T.; Springer, D.N.; Mucher, P.; Wolzt, M.; Weseslindtner, L.; Haslacher, H. Breakthrough infections with SARS-CoV-2 omicron efficiently boost antibodies from previous BNT162b2 vaccinations. J. Clin. Virol. 2023, 3, 100157. [Google Scholar] [CrossRef]
- Yisimayi, A.; Song, W.; Wang, J.; Jian, F.; Yu, Y.; Chen, X.; Xu, Y.; Yang, S.; Niu, X.; Xiao, T.; et al. Repeated Omicron exposures override ancestral SARS-CoV-2 immune imprinting. Nature 2023, 625, 148–156. [Google Scholar] [CrossRef] [PubMed]
- Wang, Z.; Zhou, P.; Muecksch, F.; Cho, A.; Ben Tanfous, T.; Canis, M.; Witte, L.; Johnson, B.; Raspe, R.; Schmidt, F.; et al. Memory B cell responses to Omicron subvariants after SARS-CoV-2 mRNA breakthrough infection in humans. J. Exp. Med. 2022, 219. [Google Scholar] [CrossRef] [PubMed]
- Gonzalez-Lopez, C.; Aguilar-Bretones, M.; Reinders, J.; Zhang, J.; Doel, P.v.D.; Bekki, B.; van Gorp, E.C.; van der Kuy, P.H.M.; Haagmans, B.L.; GeurtsVanKessel, C.H.; et al. SARS-CoV-2 crossreactive B-cells outnumber seasonal coronavirus spike-specific clones at the end of the COVID-19 pandemic. npj Viruses 2026, 4, 19. [Google Scholar] [CrossRef] [PubMed]
- Whittle, J.R.R.; Wheatley, A.K.; Wu, L.; Lingwood, D.; Kanekiyo, M.; Ma, S.S.; Narpala, S.R.; Yassine, H.M.; Frank, G.M.; Yewdell, J.W.; et al. Flow Cytometry Reveals that H5N1 Vaccination Elicits Cross-Reactive Stem-Directed Antibodies from Multiple Ig Heavy-Chain Lineages. J. Virol. 2014, 88, 4047–4057. [Google Scholar] [CrossRef]
- Carter, D.M.; Darby, C.A.; Lefoley, B.C.; Crevar, C.J.; Alefantis, T.; Oomen, R.; Anderson, S.F.; Strugnell, T.; Cortés-Garcia, G.; Vogel, T.U.; et al. Design and Characterization of a Computationally Optimized Broadly Reactive Hemagglutinin Vaccine for H1N1 Influenza Viruses. J. Virol. 2016, 90, 4720–4734. [Google Scholar] [CrossRef] [PubMed]







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