Citation: Wei Wang, Yan Sun, Qing Liu, Yidan Xia, Jing Wang, Minhao Hu, Mengyao Kong, Jun He, Rongbao Gao, Yong Gao. Pre-existing hemagglutinin-specific antibody levels are associated with B-cell repertoire maturation and antibody breadth after influenza vaccination .VIROLOGICA SINICA, 2026, 41(4) : 898-911.  http://dx.doi.org/10.1016/j.virs.2026.08.007

Pre-existing hemagglutinin-specific antibody levels are associated with B-cell repertoire maturation and antibody breadth after influenza vaccination

  • Repeated influenza exposures generate complex antibody landscapes, yet how pre-existing antibodies are associated with subsequent vaccine responses remains unclear. We longitudinally tracked 21 adults stratified by pre-vaccination neutralizing titers to examine B-cell dynamics using flow cytometry, B cell receptor (BCR) sequencing, and monoclonal antibody characterization. After vaccination, participants with high baseline titers showed a longitudinal increase in the frequency of HA+CD27-IgD+ naive-phenotype B cells. BCRs recovered from hemagglutinin (HA)-binding (HA+) B cells in the high-titer group displayed lower somatic hypermutation and shorter CDR3s, whereas those recovered from the lower-titer groups showed higher mutation levels and more extensive class switching. Correspondingly, monoclonal antibodies from the high-titer group generally showed narrow reactivity, while those from lower-titer groups showed broader neutralizing activity against historical strains. Clonal tracing further suggested that mAbs from lower-titer groups were more often linked to pre-existing sequences. Together, these findings suggest that pre-existing antibody levels are associated with differences in B-cell repertoire maturation and antibody breadth after influenza vaccination.

  • 加载中
  • 10.1016j.virs.2026.08.007-ESM.docx
    1. Akkaya M., Kwak K., Pierce S.K. 2020. B cell memory: Building two walls of protection against pathogens. Nat. Rev. Immunol. 20, 229-238.

    2. Avnir Y., Tallarico A.S., Zhu Q., Bennett A.S., Connelly G., Sheehan J., Sui J., Fahmy A., Huang C.Y., Cadwell G., Bankston L.A., McGuire A.T., Stamatatos L., Wagner G., Liddington R.C., Marasco W.A. 2014. Molecular signatures of hemagglutinin stem-directed heterosubtypic human neutralizing antibodies against influenza a viruses. PLoS Pathog. 10, e1004103.

    3. Bangaru S., Lang S., Schotsaert M., Vanderven H.A., Zhu X., Kose N., Bombardi R., Finn J.A., Kent S.J., Gilchuk P., Gilchuk I., Turner H.L., Garcia-Sastre A., Li S., Ward A.B., Wilson I.A., Crowe J.E. 2019. A site of vulnerability on the influenza virus hemagglutinin head domain trimer interface. Cell 177, 1136-1152.e1118.

    4. Bodewes R., de Mutsert G., van der Klis F.R., Ventresca M., Wilks S., Smith D.J., Koopmans M., Fouchier R.A., Osterhaus A.D., Rimmelzwaan G.F. 2011. Prevalence of antibodies against seasonal influenza a and b viruses in children in netherlands. Clin. Vaccine Immunol. 18, 469-476.

    5. Clark T.W., Pareek M., Hoschler K., Dillon H., Nicholson K.G., Groth N., Stephenson I. 2009. Trial of 2009 influenza a (h1n1) monovalent mf59-adjuvanted vaccine. N. Engl. J. Med. 361, 2424-2435.

    6. Cyster J.G., Wilson P.C. 2024. Antibody modulation of b cell responses-incorporating positive and negative feedback. Immunity 57, 1466-1481.

    7. Davis C.W., Jackson K.J.L., McElroy A.K., Halfmann P., Huang J., Chennareddy C., Piper A.E., Leung Y., Albarino C.G., Crozier I., Ellebedy A.H., Sidney J., Sette A., Yu T., Nielsen S.C.A., Goff A.J., Spiropoulou C.F., Saphire E.O., Cavet G., Kawaoka Y., Mehta A.K., Glass P.J., Boyd S.D., Ahmed R. 2019. Longitudinal analysis of the human b cell response to ebola virus infection. Cell 177, 1566-1582.e1517.

    8. Ding C., He J., Zhang X., Jiang C., Sun Y., Zhang Y., Chen Q., He H., Li W., Xie J., Liu Z., Gao Y. 2021. Crucial mutations of spike protein on sars-cov-2 evolved to variant strains escaping neutralization of convalescent plasmas and rbd-specific monoclonal antibodies. Front. Immunol. 12, 693775.

    9. Dugan H.L., Guthmiller J.J., Arevalo P., Huang M., Chen Y.Q., Neu K.E., Henry C., Zheng N.Y., Lan L.Y., Tepora M.E., Stovicek O., Bitar D., Palm A.E., Stamper C.T., Changrob S., Utset H.A., Coughlan L., Krammer F., Cobey S., Wilson P.C. 2020. Preexisting immunity shapes distinct antibody landscapes after influenza virus infection and vaccination in humans. Sci. Transl. Med. 12, eabd3601.

    10. Ekiert D.C., Bhabha G., Elsliger M.A., Friesen R.H., Jongeneelen M., Throsby M., Goudsmit J., Wilson I.A. 2009. Antibody recognition of a highly conserved influenza virus epitope. Science 324, 246-251.

    11. Ellebedy A.H., Nachbagauer R., Jackson K.J.L., Dai Y.N., Han J., Alsoussi W.B., Davis C.W., Stadlbauer D., Rouphael N., Chromikova V., McCausland M., Chang C.Y., Cortese M., Bower M., Chennareddy C., Schmitz A.J., Zarnitsyna V.I., Lai L., Rajabhathor A., Kazemian C., Antia R., Mulligan M.J., Ward A.B., Fremont D.H., Boyd S.D., Pulendran B., Krammer F., Ahmed R. 2020. Adjuvanted h5n1 influenza vaccine enhances both cross-reactive memory b cell and strain-specific naive b cell responses in humans. Proc. Natl. Acad. Sci. U. S. A. 117, 17957-17964.

    12. Engler R.J., Nelson M.R., Klote M.M., VanRaden M.J., Huang C.Y., Cox N.J., Klimov A., Keitel W.A., Nichol K.L., Carr W.W., Treanor J.J. 2008. Half- vs full-dose trivalent inactivated influenza vaccine (2004-2005): Age, dose, and sex effects on immune responses. Arch. Intern. Med. 168, 2405-2414.

    13. Francis T. 1960. On the doctrine of original antigenic sin. Proceedings of the American Philosophical Society 104, 572-578.

    14. Frasca D., Blomberg B.B. 2020. Aging induces b cell defects and decreased antibody responses to influenza infection and vaccination. Immun. Ageing 17, 37.

    15. Furman D., Hejblum B.P., Simon N., Jojic V., Dekker C.L., Thiebaut R., Tibshirani R.J., Davis M.M. 2014. Systems analysis of sex differences reveals an immunosuppressive role for testosterone in the response to influenza vaccination. Proc. Natl. Acad. Sci. U. S. A, 111: 869-874.

    16. Gaebler C., Wang Z., Lorenzi J.C.C., Muecksch F., Finkin S., Tokuyama M., Cho A., Jankovic M., Schaefer-Babajew D., Oliveira T.Y., Cipolla M., Viant C., Barnes C.O., Bram Y., Breton G., Hagglof T., Mendoza P., Hurley A., Turroja M., Gordon K., Millard K.G., Ramos V., Schmidt F., Weisblum Y., Jha D., Tankelevich M., Martinez-Delgado G., Yee J., Patel R., Dizon J., Unson-O'Brien C., Shimeliovich I., Robbiani D.F., Zhao Z., Gazumyan A., Schwartz R.E., Hatziioannou T., Bjorkman P.J., Mehandru S., Bieniasz P.D., Caskey M., Nussenzweig M.C. 2021. Evolution of antibody immunity to sars-cov-2. Nature 591, 639-644.

    17. Guthmiller J.J., Han J., Utset H.A., Li L., Lan L.Y.-L., Henry C., Stamper C.T., McMahon M., O’Dell G., Fernandez-Quintero M.L., Freyn A.W., Amanat F., Stovicek O., Gentles L., Richey S.T., de la Pena A.T., Rosado V., Dugan H.L., Zheng N.-Y., Tepora M.E., Bitar D.J., Changrob S., Strohmeier S., Huang M., Garcia-Sastre A., Liedl K.R., Bloom J.D., Nachbagauer R., Palese P., Krammer F., Coughlan L., Ward A.B., Wilson P.C. 2022. Broadly neutralizing antibodies target a haemagglutinin anchor epitope. Nature 602, 314-320.

    18. Iuliano A.D., Roguski K.M., Chang H.H., Muscatello D.J., Palekar R., Tempia S., Cohen C., Gran J.M., Schanzer D., Cowling B.J., Wu P., Kyncl J., Ang L.W., Park M., Redlberger-Fritz M., Yu H., Espenhain L., Krishnan A., Emukule G., van Asten L., Pereira da Silva S., Aungkulanon S., Buchholz U., Widdowson M.A., Bresee J.S. 2018. Estimates of global seasonal influenza-associated respiratory mortality: A modelling study. Lancet 391, 1285-1300.

    19. Jackson L.A., Chen W.H., Stapleton J.T., Dekker C.L., Wald A., Brady R.C., Edupuganti S., Winokur P., Mulligan M.J., Keyserling H.L., Kotloff K.L., Rouphael N., Noah D.L., Hill H., Wolff M.C. 2012. Immunogenicity and safety of varying dosages of a monovalent 2009 h1n1 influenza vaccine given with and without as03 adjuvant system in healthy adults and older persons. J. Infect. Dis. 206, 811-820.

    20. Joyce M.G., Wheatley A.K., Thomas P.V., Chuang G.Y., Soto C., Bailer R.T., Druz A., Georgiev I.S., Gillespie R.A., Kanekiyo M., Kong W.P., Leung K., Narpala S.N., Prabhakaran M.S., Yang E.S., Zhang B., Zhang Y., Asokan M., Boyington J.C., Bylund T., Darko S., Lees C.R., Ransier A., Shen C.H., Wang L., Whittle J.R., Wu X., Yassine H.M., Santos C., Matsuoka Y., Tsybovsky Y., Baxa U., Mullikin J.C., Subbarao K., Douek D.C., Graham B.S., Koup R.A., Ledgerwood J.E., Roederer M., Shapiro L., Kwong P.D., Mascola J.R., McDermott A.B. 2016. Vaccine-induced antibodies that neutralize group 1 and group 2 influenza a viruses. Cell 166, 609-623.

    21. Khurana S., Hahn M., Coyle E.M., King L.R., Lin T.L., Treanor J., Sant A., Golding H. 2019. Repeat vaccination reduces antibody affinity maturation across different influenza vaccine platforms in humans. Nat. Commun. 10, 3338.

    22. Koutsakos M., Ellebedy A.H. 2021. The rise and fall of bone marrow plasma cells after influenza vaccination. Immunol. Cell Biol. 99, 130-132.

    23. Koutsakos M., Nguyen T.H.O., Kedzierska K. 2019. With a little help from t follicular helper friends: Humoral immunity to influenza vaccination. J. Immunol. 202, 360 - 367.

    24. Kuraoka M., Yeh C.H., Bajic G., Kotaki R., Song S., Windsor I., Harrison S.C., Kelsoe G. 2022. Recall of b cell memory depends on relative locations of prime and boost immunization. Sci. Immunol. 7, eabn5311.

    25. Lang S., Xie J., Zhu X., Wu N.C., Lerner R.A., Wilson I.A. 2017. Antibody 27f3 broadly targets influenza a group 1 and 2 hemagglutinins through a further variation in v(h)1-69 antibody orientation on the ha stem. Cell Rep. 20, 2935-2943.

    26. Lee J., Paparoditis P., Horton A.P., Fruhwirth A., McDaniel J.R., Jung J., Boutz D.R., Hussein D.A., Tanno Y., Pappas L., Ippolito G.C., Corti D., Lanzavecchia A., Georgiou G. 2019. Persistent antibody clonotypes dominate the serum response to influenza over multiple years and repeated vaccinations. Cell Host Microbe 25, 367-376.e365.

    27. Lee J., Boutz D.R., Chromikova V., Joyce M.G., Vollmers C., Leung K., Horton A.P., DeKosky B.J., Lee C.H., Lavinder J.J., Murrin E.M., Chrysostomou C., Hoi K.H., Tsybovsky Y., Thomas P.V., Druz A., Zhang B., Zhang Y., Wang L., Kong W.P., Park D., Popova L.I., Dekker C.L., Davis M.M., Carter C.E., Ross T.M., Ellington A.D., Wilson P.C., Marcotte E.M., Mascola J.R., Ippolito G.C., Krammer F., Quake S.R., Kwong P.D., Georgiou G. 2016. Molecular-level analysis of the serum antibody repertoire in young adults before and after seasonal influenza vaccination. Nat. Med. 22, 1456-1464.

    28. Lessler J., Riley S., Read J.M., Wang S., Zhu H., Smith G.J., Guan Y., Jiang C.Q., Cummings D.A. 2012. Evidence for antigenic seniority in influenza a (h3n2) antibody responses in southern china. PLoS Pathog. 8, e1002802.

    29. Liu F., Gross F.L., Jefferson S.N., Holiday C., Bai Y., Wang L., Zhou B., Levine M.Z. 2021. Age-specific effects of vaccine egg adaptation and immune priming on a(h3n2) antibody responses following influenza vaccination. J. Clin. Invest. 131, e146138.

    30. Margine I., Palese P., Krammer F. 2013. Expression of functional recombinant hemagglutinin and neuraminidase proteins from the novel h7n9 influenza virus using the baculovirus expression system. J. Vis. Exp. e51112.

    31. Mesin L., Schiepers A., Ersching J., Barbulescu A., Cavazzoni C.B., Angelini A., Okada T., Kurosaki T., Victora G.D. 2020. Restricted clonality and limited germinal center reentry characterize memory b cell reactivation by boosting. Cell 180, 92-106.e111.

    32. Ochiai K., Maienschein-Cline M., Simonetti G., Chen J., Rosenthal R., Brink R., Chong A.S., Klein U., Dinner A.R., Singh H., Sciammas R. 2013. Transcriptional regulation of germinal center b and plasma cell fates by dynamical control of irf4. Immunity 38, 918-929.

    33. Pape K.A., Taylor J.J., Maul R.W., Gearhart P.J., Jenkins M.K. 2011. Different b cell populations mediate early and late memory during an endogenous immune response. Science 331, 1203-1207.

    34. Recaldin T., Fear D.J. 2016. Transcription factors regulating b cell fate in the germinal centre. Clin. Exp. Immunol. 183, 65-75.

    35. Sangesland M., Ronsard L., Kazer S.W., Bals J., Boyoglu-Barnum S., Yousif A.S., Barnes R., Feldman J., Quirindongo-Crespo M., McTamney P.M., Rohrer D., Lonberg N., Chackerian B., Graham B.S., Kanekiyo M., Shalek A.K., Lingwood D. 2019. Germline-encoded affinity for cognate antigen enables vaccine amplification of a human broadly neutralizing response against influenza virus. Immunity 51, 735-749.e738.

    36. Schiepers A., van 't Wout M.F.L., Greaney A.J., Zang T., Muramatsu H., Lin P.J.C., Tam Y.K., Mesin L., Starr T.N., Bieniasz P.D., Pardi N., Bloom J.D., Victora G.D. 2023. Molecular fate-mapping of serum antibody responses to repeat immunization. Nature 615, 482-489.

    37. Seifert M., Kuppers R. 2016. Human memory b cells. Leukemia, 30: 2283-2292.

    38. Sui J., Hwang W.C., Perez S., Wei G., Aird D., Chen L.M., Santelli E., Stec B., Cadwell G., Ali M., Wan H., Murakami A., Yammanuru A., Han T., Cox N.J., Bankston L.A., Donis R.O., Liddington R.C., Marasco W.A. 2009. Structural and functional bases for broad-spectrum neutralization of avian and human influenza a viruses. Nat. Struct. Mol. Biol. 16, 265-273.

    39. Tas J.M.J., Koo J.H., Lin Y.C., Xie Z., Steichen J.M., Jackson A.M., Hauser B.M., Wang X., Cottrell C.A., Torres J.L., Warner J.E., Kirsch K.H., Weldon S.R., Groschel B., Nogal B., Ozorowski G., Bangaru S., Phelps N., Adachi Y., Eskandarzadeh S., Kubitz M., Burton D.R., Lingwood D., Schmidt A.G., Nair U., Ward A.B., Schief W.R., Batista F.D. 2022. Antibodies from primary humoral responses modulate the recruitment of naive b cells during secondary responses. Immunity 55, 1856-1871.e6.

    40. Tricco A.C., Chit A., Soobiah C., Hallett D., Meier G., Chen M.H., Tashkandi M., Bauch C.T., Loeb M. 2013. Comparing influenza vaccine efficacy against mismatched and matched strains: A systematic review and meta-analysis. BMC Med. 11, 153.

    41. Turner J.S., Zhou J.Q., Han J., Schmitz A.J., Rizk A.A., Alsoussi W.B., Lei T., Amor M., McIntire K.M., Meade P., Strohmeier S., Brent R.I., Richey S.T., Haile A., Yang Y.R., Klebert M.K., Suessen T., Teefey S., Presti R.M., Krammer F., Kleinstein S.H., Ward A.B., Ellebedy A.H. 2020. Human germinal centres engage memory and naive b cells after influenza vaccination. Nature 586, 127-132.

    42. 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., Amanat F., Rauseo A.M., Haile A., Xie X., Klebert M.K., Suessen T., Middleton W.D., Shi P.Y., Krammer F., Teefey S.A., Diamond M.S., Presti R.M., Ellebedy A.H. 2021. Sars-cov-2 mrna vaccines induce persistent human germinal centre responses. Nature 596, 109-113.

    43. Uyeki T.M., Hui D.S., Zambon M., Wentworth D.E., Monto A.S. 2022. Influenza. Lancet, 400: 693-706.

    44. Viant C., Weymar G.H.J., Escolano A., Chen S., Hartweger H., Cipolla M., Gazumyan A., Nussenzweig M.C. 2020. Antibody affinity shapes the choice between memory and germinal center b cell fates. Cell 183, 1298-1311.e1211.

    45. Wang W., Butler E.N., Veguilla V., Vassell R., Terrig Thomas J., Moos M., Ye Z., Hancock K., Weiss C.D. 2008. Establishment of retroviral pseudotypes with influenza hemagglutinins from h1, h3, and h5 subtypes for sensitive and specific detection of neutralizing antibodies. J. Virol. Methods 153, 111-119.

    46. Wild K., Smits M., Killmer S., Strohmeier S., Neumann-Haefelin C., Bengsch B., Krammer F., Schwemmle M., Hofmann M., Thimme R., Zoldan K., Boettler T. 2021. Pre-existing immunity and vaccine history determine hemagglutinin-specific cd4 t cell and igg response following seasonal influenza vaccination. Nat. Commun. 12, 6720.

    47. Willis S.N., Good-Jacobson K.L., Curtis J., Light A., Tellier J., Shi W., Smyth G.K., Tarlinton D.M., Belz G.T., Corcoran L.M., Kallies A., Nutt S.L. 2014. Transcription factor irf4 regulates germinal center cell formation through a b cell-intrinsic mechanism. J. Immunol. 192, 3200-3206.

    48. Wrammert J., Smith K., Miller J., Langley W.A., Kokko K., Larsen C., Zheng N.Y., Mays I., Garman L., Helms C., James J., Air G.M., Capra J.D., Ahmed R., Wilson P.C. 2008. Rapid cloning of high-affinity human monoclonal antibodies against influenza virus. Nature 453, 667-671.

    49. Xie H., Li L., Ye Z., Li X., Plant E.P., Zoueva O., Zhao Y., Jing X., Lin Z., Kawano T., Chiang M.J., Finch C.L., Kosikova M., Zhang A., Zhu Y., Wan X.F. 2017. Differential effects of prior influenza exposures on h3n2 cross-reactivity of human postvaccination sera. Clin. Infect. Dis. 65, 259-267.

    50. Prevention., U.S.C.F.D.C.A. 2025. CDC Seasonal Flu Vaccine Effectiveness Studies. [Online]. Available: https://www.cdc.gov/flu-vaccines-work/php/effectiveness-studies/index.html [Accessed].

  • 加载中

Figures(1)

Article Metrics

Article views(10) PDF downloads(0) Cited by()

Related
Proportional views

    Pre-existing hemagglutinin-specific antibody levels are associated with B-cell repertoire maturation and antibody breadth after influenza vaccination

      Corresponding author: Jun He, heliosking@sina.com
      Corresponding author: Rongbao Gao, rongbaogao@163.com
      Corresponding author: Yong Gao, ygao387@ustc.edu.cn
    • a. The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, 230001, China;
    • b. NHC Key Laboratory of Biosafety, NHC Key Laboratory of Medical Virology and Viral Diseases, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, 102206, China;
    • c. Microbiological Laboratory, Anhui Provincial Center for Disease Control and Prevention, Hefei, 230601, China;
    • d. Department of Health Inspection and Quarantine, School of Public Health, Anhui Medical University, Hefei, 230032, China;
    • e. Hefei Infectious Disease Hospital, Hefei, 230000, China

    Abstract: Repeated influenza exposures generate complex antibody landscapes, yet how pre-existing antibodies are associated with subsequent vaccine responses remains unclear. We longitudinally tracked 21 adults stratified by pre-vaccination neutralizing titers to examine B-cell dynamics using flow cytometry, B cell receptor (BCR) sequencing, and monoclonal antibody characterization. After vaccination, participants with high baseline titers showed a longitudinal increase in the frequency of HA+CD27-IgD+ naive-phenotype B cells. BCRs recovered from hemagglutinin (HA)-binding (HA+) B cells in the high-titer group displayed lower somatic hypermutation and shorter CDR3s, whereas those recovered from the lower-titer groups showed higher mutation levels and more extensive class switching. Correspondingly, monoclonal antibodies from the high-titer group generally showed narrow reactivity, while those from lower-titer groups showed broader neutralizing activity against historical strains. Clonal tracing further suggested that mAbs from lower-titer groups were more often linked to pre-existing sequences. Together, these findings suggest that pre-existing antibody levels are associated with differences in B-cell repertoire maturation and antibody breadth after influenza vaccination.

    Figure (1)  Reference (50) Relative (20)

    目录

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return