Bioinformatics Analysis of Global Diversity in Meningococcal Vaccine Antigens over the Past 10 Years: Vaccine Efficacy Prognosis

被引:0
作者
Savitskaya, Viktoriia Yu. [1 ]
Dolinnaya, Nina G. [1 ]
Strekalovskikh, Vadim V. [2 ]
Peskovatskova, Elizaveta S. [2 ]
Snyga, Viktoriia G. [1 ]
Trefilov, Vadim S. [1 ]
Monakhova, Mayya V. [3 ]
Kubareva, Elena A. [3 ]
机构
[1] Lomonosov Moscow State Univ, Dept Chem, Leninskie Gory 1, Moscow 119991, Russia
[2] Lomonosov Moscow State Univ, Dept Bioengn & Bioinformat, Leninskie Gory 1, Moscow 119234, Russia
[3] Lomonosov Moscow State Univ, Belozersky Inst PhysicocChem Biol, Leninskie Gory 1, Moscow 119992, Russia
关键词
Neisseria meningitidis serogroup B; meningococcal vaccine; bioinformatics tools; machine learning methods; multiple amino acid sequence alignments; SEROGROUP-B VACCINE; NEISSERIA-MENINGITIDIS; FACTOR-H; BINDING; ANTIBODY;
D O I
10.3390/medsci11040076
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Neisseria meningitidis (N. meningitidis) serogroup B (MenB) is the leading cause of invasive meningococcal disease worldwide. The pathogen has a wide range of virulence factors, which are potential vaccine components. Studying the genetic variability of antigens within a population, especially their long-term persistence, is necessary to develop new vaccines and predict the effectiveness of existing ones. The multicomponent 4CMenB vaccine (Bexsero), used since 2014, contains three major genome-derived recombinant proteins: factor H-binding protein (fHbp), Neisserial Heparin-Binding Antigen (NHBA) and Neisserial adhesin A (NadA). Here, we assessed the prevalence and sequence variations of these vaccine antigens in a panel of 5667 meningococcal isolates collected worldwide over the past 10 years and deposited in the PubMLST database. Using multiple amino acid sequence alignments and Random Forest Classifier machine learning methods, we estimated the potential strain coverage of fHbp and NHBA vaccine variants (51 and about 25%, respectively); the NadA antigen sequence was found in only 18% of MenB genomes analyzed, but cross-reactive variants were present in less than 1% of isolates. Based on our findings, we proposed various strategies to improve the 4CMenB vaccine and broaden the coverage of N. meningitidis strains.
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页数:20
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共 33 条
  • [1] PEARSON CORRELATION-COEFFICIENT, P-VALUE, AND LITHIUM-THERAPY
    AMDISEN, A
    [J]. BIOLOGICAL PSYCHIATRY, 1987, 22 (07) : 926 - 928
  • [2] Anderson AS, 2011, EXPERT REV VACCINES, V10, P617, DOI [10.1586/ERV.11.50, 10.1586/erv.11.50]
  • [3] Recombinant protein meningococcal serogroup B vaccine combined with outer membrane vesicles
    Bai, Xilian
    Findlow, Jamie
    Borrow, Ray
    [J]. EXPERT OPINION ON BIOLOGICAL THERAPY, 2011, 11 (07) : 969 - 985
  • [4] Cocrystal structure of meningococcal factor H binding protein variant 3 reveals a new crossprotective epitope recognized by human mAb 1E6
    Bianchi, Federica
    Veggi, Daniele
    Santini, Laura
    Buricchi, Francesca
    Bartolini, Erika
    Lo Surdo, Paola
    Martinelli, Manuele
    Finco, Oretta
    Masignani, Vega
    Bottomley, Matthew J.
    Maione, Domenico
    Cozzi, Roberta
    [J]. FASEB JOURNAL, 2019, 33 (11) : 12099 - 12111
  • [5] Multilayer Regulation of Neisseria meningitidis NHBA at Physiologically Relevant Temperatures
    Borghi, Sara
    Antunes, Ana
    Haag, Andreas F.
    Spinsanti, Marco
    Brignoli, Tarcisio
    Ndoni, Enea
    Scarlato, Vincenzo
    Delany, Isabel
    [J]. MICROORGANISMS, 2022, 10 (04)
  • [6] Advances with vaccination against Neisseria meningitidis
    Borrow, Ray
    [J]. TROPICAL MEDICINE & INTERNATIONAL HEALTH, 2012, 17 (12) : 1478 - 1491
  • [7] Distribution of Bexsero® Antigen Sequence Types (BASTs) in invasive meningococcal disease isolates: Implications for immunisation
    Brehony, Carina
    Rodrigues, Charlene M. C.
    Borrow, Ray
    Smith, Andrew
    Cunney, Robert
    Moxon, E. Richard
    Maiden, Martin C. J.
    [J]. VACCINE, 2016, 34 (39) : 4690 - 4697
  • [8] Neisseria meningitidis serogroup B vaccine development
    Caesar, Nicole M.
    Myers, Kenneth A.
    Fan, Xin
    [J]. MICROBIAL PATHOGENESIS, 2013, 57 : 33 - 40
  • [9] Meningococcal carriage and disease-Population biology and evolution
    Caugant, Dominique A.
    Maiden, Martin C. J.
    [J]. VACCINE, 2009, 27 : B64 - B70
  • [10] Chang Qiuzhi, 2012, Clin Epidemiol, V4, P237, DOI 10.2147/CLEP.S28410