Docking is a computational technique that samples conformations of small molecules in protein binding sites; scoring functions are used to assess which of these conformations best complements the protein binding site. An evaluation of 10 docking programs and 37 scoring functions was conducted against eight proteins of seven protein types for three tasks: binding mode prediction, virtual screening for lead identification, and rank-ordering by affinity for lead optimization. All of the docking programs were able to generate ligand conformations similar to crystallographically determined protein/ligand complex structures for at least one of the targets. However, scoring functions were less successful at distinguishing the crystallographic conformation from the set of docked poses. Docking programs identified active compounds from a pharmaceutically relevant pool of decoy compounds; however, no single program performed well for all of the targets. For prediction of compound affinity, none of the docking programs or scoring functions made a useful prediction of ligand binding affinity.
Chronic hepatitis B virus (HBV) infection can result in severe liver disease with eventual progression to cirrhosis and hepatocellular carcinoma. 1 Roughly 5% of the world' s population (over 350 million persons) are chronically infected with HBV. 2 Although interferon alfa remains the only licensed drug for the treatment of chronic HBV infection, the overall response rate to this immunotherapy is less than 40%. 3 Therefore, other effective antiviral therapies for patients with HBV infection are needed.Lamivudine [(-)2Ј-deoxy-3Ј-thiacytidine, 3TC] is a member of a class of antiviral nucleoside analogs that inhibit hepadnavirus replication specifically by terminating viral DNA synthesis. 4 Lamivudine is currently being evaluated in Phase III clinical trials for the treatment of both patients chronically infected with HBV and patients with HBV reinfection of an allograft after orthotopic liver transplantation.In Phase II trials, 5-7 lamivudine treatment was shown to rapidly reduce serum HBV DNA to levels below the detection limit of standard commercial assays, and to be well tolerated with no major toxicities. However, as with other antivirals, 7-11 resistance to lamivudine therapy can emerge in some patients. Recent investigations have reported the development of lamivudine-resistant HBV in six orthotopic liver transplantation patients on therapy. [12][13][14] In each patient, sequence analysis of serum HBV DNA revealed the presence of specific mutations in the tyrosine, methionine, aspartate, aspartate (YMDD) amino acid motif of the viral polymerase. This YMDD motif is a conserved domain of all reverse transcriptases (RT) and is required for polymerization activity. However, various other amino acid changes in the polymerase were also described in these reports.To determine the significance of various mutations in the development of lamivudine-resistant HBV, a more comprehensive study was undertaken. In this study, DNA sequences were determined from HBV isolates from 20 patients experiencing breakthrough HBV reactivation while on lamivudine therapy. From this larger series of 20 clinical HBV isolates, the database of lamivudine-resistant HBV sequences was expanded to confirm viral DNA mutations associated with lamivudine resistance in vivo. To explore the biological significance of the key observed mutations, putative resis-
SUMMARY While the search for an efficacious HIV-1 vaccine remains elusive, emergence of a new generation of virus-neutralizing monoclonal antibodies (mAbs) has re-ignited the field of passive immunization for HIV-1 prevention. However, the plasticity of HIV-1 demands additional improvements to these mAbs to better ensure their clinical utility. Here, we report engineered bispecific antibodies that are the most potent and broad HIV-neutralizing antibodies to date. One bispecific antibody, 10E8V2.0/iMab, neutralized 118 HIV-1 pseudotyped viruses tested with a mean 50% inhibitory concentration (IC50) of 0.002 µg/mL. 10E8V2.0/iMab also potently neutralized 99% of viruses in a second panel of 200 HIV-1 isolates belonging to clade C, the dominant subtype accounting for ~50% of new infections worldwide. Importantly, 10E8V2.0/iMab reduced virus load substantially in HIV-1-infected humanized mice, and also provided complete protection when administered prior to virus challenge. These bispecific antibodies hold promise as novel prophylactic and/or therapeutic agents in the fight against HIV-1.
GSK1265744 (GSK744) is an integrase strand-transfer inhibitor that has been formulated as a long-acting (LA) injectable suitable for monthly to quarterly clinical administration. GSK744 LA was administered at two time points 4 weeks apart beginning 1 week before virus administration, and macaques were challenged weekly for 8 weeks. GSK744 LA, at plasma concentrations achievable with quarterly injections in humans, protected all animals against repeated low-dose challenges. In a second experiment, macaques were given GSK744 LA 1 week before virus administration and challenged repeatedly until infection occurred. Protection decreased over time and correlated with the plasma drug levels. With a quarterly dosing schedule in humans, our results suggest that GSK744 LA could potentially decrease adherence problems associated with daily preexposure prophylaxis (PrEP).
In the absence of an effective HIV-1 vaccine, passive immunization using broadly neutralizing Abs or Ab-like molecules could provide an alternative to the daily administration of oral antiretroviral agents that has recently shown promise as preexposure prophylaxis. Currently, no single broadly neutralizing Ab (bNAb) or combination of bNAbs neutralizes all HIV-1 strains at practically achievable concentrations in vivo . To address this problem, we created bispecific Abs that combine the HIV-1 inhibitory activity of ibalizumab (iMab), a humanized mAb directed to domain 2 of human CD4, with that of anti-gp120 bNAbs. These bispecific bNAbs (BibNAbs) exploit iMab’s potent anti–HIV-1 activity and demonstrated clinical efficacy and safety to anchor and thereby concentrate a second broadly neutralizing agent at the site of viral entry. Two BibNabs, PG9-iMab and PG16-iMab, exhibit exceptional breadth and potency, neutralizing 100% of the 118 viruses tested at low picomolar concentrations, including viruses resistant to both parental mAbs. The enhanced potency of these BibNAbs was entirely dependent on CD4 anchoring, not on membrane anchoring per se, and required optimal Ab geometry and linker length. We propose that iMab-based BibNAbs, such as PG9-iMab and PG16-iMab, are promising candidates for passive immunization to prevent HIV-1 infection.
SUMMARYA robust implementation of partial least squares (PLS) is developed in which the method of iteratively reweighted least squares is adapted for use with PLS. The result is a PLS algorithm which is robust to outliers and is easy to implement. Examples and case studies are presented, followed by two Monte Carlo studies designed to explore the behavior of the method.The paper begins with the motivation and intended applications for the procedure. A discussion is given of the method of iteratively reweighted least squares (IRLS) for outlier detection. The procedure, given the name IRPLS, is then presented. Three case studies illustrate how the procedure works on various types of data and how it should be used. The first Monte Carlo study is designed to determine whether the IRPLS procedure correctly identifies multiple outliers in a wide variety of configurations. The second Monte Carlo study is designed to estimate the breakdown bound of the procedure.
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