Automated Extraction of Information From Texts of Scientific Publications: Insights Into HIV Treatment Strategies

Text analysis can help to identify named entities (NEs) of small molecules, proteins, and genes. Such data are very important for the analysis of molecular mechanisms of disease progression and development of new strategies for the treatment of various diseases and pathological conditions. The texts of publications represent a primary source of information, which is especially important to collect the data of the highest quality due to the immediate obtaining information, in comparison with databases. In our study, we aimed at the development and testing of an approach to the named entity recognition in the abstracts of publications. More specifically, we have developed and tested an algorithm based on the conditional random fields, which provides recognition of NEs of (i) genes and proteins and (ii) chemicals. Careful selection of abstracts strictly related to the subject of interest leads to the possibility of extracting the NEs strongly associated with the subject. To test the applicability of our approach, we have applied it for the extraction of (i) potential HIV inhibitors and (ii) a set of proteins and genes potentially responsible for viremic control in HIV-positive patients. The computational experiments performed provide the estimations of evaluating the accuracy of recognition of chemical NEs and proteins (genes). The precision of the chemical NEs recognition is over 0.91; recall is 0.86, and the F1-score (harmonic mean of precision and recall) is 0.89; the precision of recognition of proteins and genes names is over 0.86; recall is 0.83; while F1-score is above 0.85. Evaluation of the algorithm on two case studies related to HIV treatment confirms our suggestion about the possibility of extracting the NEs strongly relevant to (i) HIV inhibitors and (ii) a group of patients i.e., the group of HIV-positive individuals with an ability to maintain an undetectable HIV-1 viral load overtime in the absence of antiretroviral therapy. Analysis of the results obtained provides insights into the function of proteins that can be responsible for viremic control. Our study demonstrated the applicability of the developed approach for the extraction of useful data on HIV treatment.

Targeting the HIV-1 Spike and Coreceptor with Bi- and Trispecific Antibodies for Single-Component Broad Inhibition of Entry

ABSTRACTProtection against acquiring human immunodeficiency virus (HIV) infection may not require a vaccine in the conventional sense, because broadly neutralizing antibodies (bNAbs) alone prevent HIV infection in relevant animal challenge models. Additionally, bNAbs as therapeutics can effectively suppress HIV replication in infected humans and in animal models. Combinations of bNAbs are generally even more effective, and bNAb-derived multivalent antibody-like molecules also inhibit HIV replication bothin vitroandin vivo. To expand the available array of multispecific HIV inhibitors, we designed single-component molecules that incorporate two (bispecific) or three (trispecific) bNAbs that recognize HIV Env exclusively, a bispecific CrossMAb targeting two epitopes on the major HIV coreceptor, CCR5, and bi- and trispecifics that cross-target both Env and CCR5. These newly designed molecules displayed exceptional breadth, neutralizing 98 to 100% of a 109-virus panel, as well as additivity and potency compared to those of the individual parental control IgGs. The bispecific molecules, designed as tandem single-chain variable fragments (scFvs) (10E8fv-N6fv and m36.4-PRO 140fv), displayed median 50% inhibitory concentration (IC50s) of 0.0685 and 0.0131 μg/ml, respectively. A trispecific containing 10E8-PGT121-PGDM1400 Env-specific binding sites was equally potent (median IC50of 0.0135 μg/ml), while a trispecific molecule targeting Env and CCR5 simultaneously (10E8Fab-PGDM1400fv-PRO 140fv) demonstrated even greater potency, with a median IC50of 0.007 μg/ml. By design, some of these molecules lacked Fc-mediated effector function; therefore, we also constructed a trispecific prototype possessing reconstituted CH2-CH3 domains to restore Fc receptor binding capacity. The molecules developed here, along with those described previously, possess promise as prophylactic and therapeutic agents against HIV.IMPORTANCEBroadly neutralizing antibodies (bNAbs) prevent HIV infection in monkey challenge models and suppress HIV replication in infected humans. Combinations of bNAbs are more effective at suppression, and antibody-like molecules engineered to have two or three bNAb combining sites also inhibit HIV replication in monkeys and other animal models. To expand the available array of multispecific HIV inhibitors, we designed single-component molecules that incorporate two (bispecific) or three (trispecific) bNAb binding sites that recognize the HIV envelope glycoprotein (Env) or the HIV coreceptor (CCR5) or that cross-target both Env and CCR5. Several of the bi- and trispecific molecules neutralized most viruses in a diverse cross-clade panel, with greater breadth and potency than those of the individual parental bNAbs. The molecules described here provide additional options for preventing or suppressing HIV infection.