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Antibody Fab-Fc properties outperform titer in predictive models of SIV vaccine-induced protection.

Publication ,  Journal Article
Pittala, S; Bagley, K; Schwartz, JA; Brown, EP; Weiner, JA; Prado, IJ; Zhang, W; Xu, R; Ota-Setlik, A; Pal, R; Shen, X; Beck, C; Ferrari, G ...
Published in: Mol Syst Biol
May 2, 2019

Characterizing the antigen-binding and innate immune-recruiting properties of the humoral response offers the chance to obtain deeper insights into mechanisms of protection than revealed by measuring only overall antibody titer. Here, a high-throughput, multiplexed Fab-Fc Array was employed to profile rhesus macaques vaccinated with a gp120-CD4 fusion protein in combination with different genetically encoded adjuvants, and subsequently subjected to multiple heterologous simian immunodeficiency virus (SIV) challenges. Systems analyses modeling protection and adjuvant differences using Fab-Fc Array measurements revealed a set of correlates yielding strong and robust predictive performance, while models based on measurements of response magnitude alone exhibited significantly inferior performance. At the same time, rendering Fab-Fc measurements mathematically independent of titer had relatively little impact on predictive performance. Similar analyses for a distinct SIV vaccine study also showed that Fab-Fc measurements performed significantly better than titer. These results suggest that predictive modeling with measurements of antibody properties can provide detailed correlates with robust predictive power, suggest directions for vaccine improvement, and potentially enable discovery of mechanistic associations.

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Published In

Mol Syst Biol

DOI

EISSN

1744-4292

Publication Date

May 2, 2019

Volume

15

Issue

5

Start / End Page

e8747

Location

Germany

Related Subject Headings

  • Viral Envelope Proteins
  • Simian immunodeficiency virus
  • Simian Immunodeficiency Virus
  • Simian Acquired Immunodeficiency Syndrome
  • SAIDS Vaccines
  • Multivariate Analysis
  • Membrane Glycoproteins
  • Macaca mulatta
  • Immunoglobulin G
  • Immunoglobulin Fragments
 

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Pittala, S., Bagley, K., Schwartz, J. A., Brown, E. P., Weiner, J. A., Prado, I. J., … Bailey-Kellogg, C. (2019). Antibody Fab-Fc properties outperform titer in predictive models of SIV vaccine-induced protection. Mol Syst Biol, 15(5), e8747. https://doi.org/10.15252/msb.20188747
Pittala, Srivamshi, Kenneth Bagley, Jennifer A. Schwartz, Eric P. Brown, Joshua A. Weiner, Ilia J. Prado, Wenlei Zhang, et al. “Antibody Fab-Fc properties outperform titer in predictive models of SIV vaccine-induced protection.Mol Syst Biol 15, no. 5 (May 2, 2019): e8747. https://doi.org/10.15252/msb.20188747.
Pittala S, Bagley K, Schwartz JA, Brown EP, Weiner JA, Prado IJ, et al. Antibody Fab-Fc properties outperform titer in predictive models of SIV vaccine-induced protection. Mol Syst Biol. 2019 May 2;15(5):e8747.
Pittala, Srivamshi, et al. “Antibody Fab-Fc properties outperform titer in predictive models of SIV vaccine-induced protection.Mol Syst Biol, vol. 15, no. 5, May 2019, p. e8747. Pubmed, doi:10.15252/msb.20188747.
Pittala S, Bagley K, Schwartz JA, Brown EP, Weiner JA, Prado IJ, Zhang W, Xu R, Ota-Setlik A, Pal R, Shen X, Beck C, Ferrari G, Lewis GK, LaBranche CC, Montefiori DC, Tomaras GD, Alter G, Roederer M, Fouts TR, Ackerman ME, Bailey-Kellogg C. Antibody Fab-Fc properties outperform titer in predictive models of SIV vaccine-induced protection. Mol Syst Biol. 2019 May 2;15(5):e8747.
Journal cover image

Published In

Mol Syst Biol

DOI

EISSN

1744-4292

Publication Date

May 2, 2019

Volume

15

Issue

5

Start / End Page

e8747

Location

Germany

Related Subject Headings

  • Viral Envelope Proteins
  • Simian immunodeficiency virus
  • Simian Immunodeficiency Virus
  • Simian Acquired Immunodeficiency Syndrome
  • SAIDS Vaccines
  • Multivariate Analysis
  • Membrane Glycoproteins
  • Macaca mulatta
  • Immunoglobulin G
  • Immunoglobulin Fragments