29 research outputs found

    Comparison of Additive and Bliss-Hill models for predicting bnAb combination neutralization scores.

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    <p>Additive and Bliss-Hill models were used to analyze bnAb combination IC<sub>80</sub> scores for the Clade C Panel. In (A), BH model predictions are plotted against observed IC<sub>80</sub> values for 20 viruses, with different bnAb combinations (n = 10) shown by different colors and/or symbols. (B) For each bnAb combination tested, the absolute difference between the predicted and the observed Log<sub>10</sub> IC<sub>80</sub> values for each virus was calculated using both BH and additive models (Fig D in <a href="http://www.plospathogens.org/article/info:doi/10.1371/journal.ppat.1005520#ppat.1005520.s001" target="_blank">S1 Text</a>). Median Log<sub>10</sub> differences using BH model are shown as blue bars and using additive model are shown as green bars, with vertical grey bars representing half the interquartile range. Wilcoxon paired rank test was used to determine whether the Bliss Hill model provides a statistically significantly smaller prediction error for this panel of viruses. Fig D in <a href="http://www.plospathogens.org/article/info:doi/10.1371/journal.ppat.1005520#ppat.1005520.s001" target="_blank">S1 Text</a> illustrates each of the paired model predictions for the Envs and antibody combinations tested. The additive model often slightly underestimates the observed combination potency, while BH model estimates are closer to the observed. Combinations of bnAbs for which the p-value was smaller than the threshold established by a false discovery rate of q<0.1 are indicated. See Figs C and E in <a href="http://www.plospathogens.org/article/info:doi/10.1371/journal.ppat.1005520#ppat.1005520.s001" target="_blank">S1 Text</a> for equivalent analysis using the Kong et al. dataset [<a href="http://www.plospathogens.org/article/info:doi/10.1371/journal.ppat.1005520#ppat.1005520.ref060" target="_blank">60</a>].</p

    BH predicted IC<sub>80</sub> potency-breadth curves scores for all candidate 2, 3 and 4 bnAb combinations against the clade C virus panel.

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    <p>Potency-breadth curves for all candidate 2 (A), 3 (B) and 4 (C) bnAb combinations are shown for a total of 1,622 bnAb combinations (81 double-, 431 triple-, 1,110 quadruple-bnAb combinations), using BH model predicted IC<sub>80</sub> scores. Each combination’s potency-breadth curve is color coded according to the number of bnAbs of different specificities in the combination, e.g. all 4-bnAb combinations that had two V2g bnAbs, and 1 each of other specificities, were assigned to the same category and were color coded blue in (C). The best-in-category bnAb combinations are highlighted in darker colors in A-C, and the others are shown by matched lighter colors. In (B) and (C), “0/1” indicates combinations in which the indicated epitope may or may not have been covered by a representative bnAb. Combinations with a given total number of bnAbs that have 2 bnAbs targeting a single epitope and up to one bnAb targeting other epitopes were grouped together into categories. Such categories are represented as e.g. “2 CD4bs + 0/1 V2g + 0/1V3g + 0/1 MPER” in the figure, which in the case of 4 bnAb combinations, are composed of combination types “2 CD4bs + V2g + V3g”, “2CD4bs + V2g + MPER” and “2CD4bs + V3g + MPER.</p
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