Probabilities of developing HIV-1 bNAb sequence features in uninfected and chronically infected individuals

Archive ouverte

Kreer, Christoph | Lupo, Cosimo | Ercanoglu, Meryem | Gieselmann, Lutz | Spisak, Natanael | Grossbach, Jan | Schlotz, Maike | Schommers, Philipp | Gruell, Henning | Dold, Leona | Beyer, Andreas | Nourmohammad, Armita | Mora, Thierry | Walczak, Aleksandra | Klein, Florian

Edité par CCSD ; Nature Publishing Group -

International audience. HIV-1 broadly neutralizing antibodies (bNAbs) are able to suppress viremia and prevent infection. Their induction by vaccination is therefore a major goal. However, in contrast to antibodies that neutralize other pathogens, HIV-1-specific bNAbs frequently carry uncommon molecular characteristics that might prevent their induction. Here, we perform unbiased sequence analyses of B cell receptor repertoires from 57 uninfected and 46 chronically HIV-1- or HCV-infected individuals and learn probabilistic models to predict the likelihood of bNAb development. We formally show that lower probabilities for bNAbs are predictive of higher HIV-1 neutralization activity. Moreover, ranking bNAbs by their probabilities allows to identify highly potent antibodies with superior generation probabilities as preferential targets for vaccination approaches. Importantly, we find equal bNAb probabilities across infected and uninfected individuals. This implies that chronic infection is not a prerequisite for the generation of bNAbs, fostering the hope that HIV-1 vaccines can induce bNAb development in uninfected people.

Suggestions

Du même auteur

Determining probabilities of HIV-1 bNAb development in healthy and chronically infected individuals

Archive ouverte | Kreer, Christoph | CCSD

Abstract HIV-1 broadly neutralizing antibodies (bNAbs) are able to suppress viremia and prevent infection. Their induction by vaccination is therefore a major goal. However, in contrast to antibodies that neutralize other pathogen...

Exploiting B Cell Receptor Analyses to Inform on HIV-1 Vaccination Strategies

Archive ouverte | Kreer, Christoph | CCSD

International audience. The human antibody repertoire is generated by the recombination of different gene segments as well as by processes of somatic mutation. Together these mechanisms result in a tremendous divers...

Mutual information maximization for amortized likelihood inference from sampled trajectories: MINIMALIST

Archive ouverte | Isacchini, Giulio | CCSD

International audience

Chargement des enrichissements...