Comprehensive Analysis and Selection of Anthrax Vaccine Adsorbed Immune Correlates of Protection in Rhesus Macaques

被引:32
作者
Chen, Ligong [1 ,3 ]
Schiffer, Jarad M. [1 ]
Dalton, Shannon [1 ,3 ]
Sabourin, Carol L. [2 ]
Niemuth, Nancy A. [2 ]
Plikaytis, Brian D. [1 ]
Quinn, Conrad P. [1 ]
机构
[1] Ctr Dis Control & Prevent, Atlanta, GA 30333 USA
[2] Battelle Mem Inst, Columbus, OH USA
[3] Atlanta Res & Educ Fdn Inc, Decatur, GA USA
关键词
INTRAMUSCULAR INJECTION; VARIABLE SELECTION; DNA VACCINE; GUINEA-PIGS; ANTIGEN; EFFICACY; TOXIN; IMMUNOGENICITY; REGULARIZATION; PERFORMANCE;
D O I
10.1128/CVI.00469-14
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Humoral and cell-mediated immune correlates of protection (COP) for inhalation anthrax in a rhesus macaque (Macaca mulatta) model were determined. The immunological and survival data were from 114 vaccinated and 23 control animals exposed to Bacillus anthracis spores at 12, 30, or 52 months after the first vaccination. The vaccinated animals received a 3-dose intramuscular priming series (3-i.m.) of anthrax vaccine adsorbed (AVA) (BioThrax) at 0, 1, and 6 months. The immune responses were modulated by administering a range of vaccine dilutions. Together with the vaccine dilution dose and interval between the first vaccination and challenge, each of 80 immune response variables to anthrax toxin protective antigen (PA) at every available study time point was analyzed as a potential COP by logistic regression penalized by least absolute shrinkage and selection operator (LASSO) or elastic net. The anti-PA IgG level at the last available time point before challenge (last) and lymphocyte stimulation index (SI) at months 2 and 6 were identified consistently as a COP. Anti-PA IgG levels and lethal toxin neutralization activity (TNA) at months 6 and 7 (peak) and the frequency of gamma interferon (IFN-gamma)-secreting cells at month 6 also had statistically significant positive correlations with survival. The ratio of interleukin 4 (IL-4) mRNA to IFN-gamma mRNA at month 6 also had a statistically significant negative correlation with survival. TNA had lower accuracy as a COP than did anti-PA IgG response. Following the 3-i.m. priming with AVA, the anti-PA IgG responses at the time of exposure or at month 7 were practicable and accurate metrics for correlating vaccine-induced immunity with protection against inhalation anthrax.
引用
收藏
页码:1512 / 1520
页数:9
相关论文
共 37 条
  • [1] Allison P. D., 1999, MULTIPLE REGRESSION
  • [2] Bootstrap methods for developing predictive models
    Austin, PC
    Tu, JV
    [J]. AMERICAN STATISTICIAN, 2004, 58 (02) : 131 - 137
  • [3] Belsley D.A., 2005, REGRESSION DIAGNOSTI
  • [4] The anthrax vaccine No new tricks for an old dog
    Bienek, Diane R.
    Loomis, Lawrence J.
    Biagini, Raymond E.
    [J]. HUMAN VACCINES, 2009, 5 (03): : 184 - 189
  • [5] FIELD-EVALUATION OF A HUMAN ANTHRAX VACCINE
    BRACHMAN, PS
    FEKETY, FR
    GOLD, H
    WERRIN, M
    INGRAHAM, NR
    PLOTKIN, SA
    [J]. AMERICAN JOURNAL OF PUBLIC HEALTH AND THE NATIONS HEALTH, 1962, 52 (04): : 632 - +
  • [6] Anthrax Vaccine-Induced Antibodies Provide Cross-Species Prediction of Survival to Aerosol Challenge
    Fay, Michael P.
    Follmann, Dean A.
    Lynn, Freyja
    Schiffer, Jarad M.
    Stark, Gregory V.
    Kohberger, Robert
    Quinn, Conrad P.
    Nuzum, Edwin O.
    [J]. SCIENCE TRANSLATIONAL MEDICINE, 2012, 4 (151)
  • [7] Regularization Paths for Generalized Linear Models via Coordinate Descent
    Friedman, Jerome
    Hastie, Trevor
    Tibshirani, Rob
    [J]. JOURNAL OF STATISTICAL SOFTWARE, 2010, 33 (01): : 1 - 22
  • [8] Large-scale Bayesian logistic regression for text categorization
    Genkin, Alexander
    Lewis, David D.
    Madigan, David
    [J]. TECHNOMETRICS, 2007, 49 (03) : 291 - 304
  • [9] The FDA animal efficacy rule and biodefense
    Gronvalli, Gigi Kwik
    Trent, Dennis
    Borio, Luciana
    Brey, Robert
    Nagao, Lee
    [J]. NATURE BIOTECHNOLOGY, 2007, 25 (10) : 1084 - 1087
  • [10] Hastie T., 2009, ELEMENTS STAT LEARNI, DOI 10.1007/978-0-387-84858-7