IDEPI: Rapid Prediction of HIV-1 Antibody Epitopes and Other Phenotypic Features from Sequence Data Using a Flexible Machine Learning Platform

Since its identification in 1983, HIV-1 has been the focus of a research effort unprecedented in scope and difficulty, whose ultimate goals — a cure and a vaccine – remain elusive. One of the fundamental challenges in accomplishing these goals is the tremendous genetic variability of the virus, with some genes differing at as many as 40% of nucleotide positions among circulating strains. Because of this, the genetic bases of many viral phenotypes, most notably the susceptibility to neutralization by a particular antibody, are difficult to identify computationally. Drawing upon open-source general-purpose machine learning algorithms and libraries, we have developed a software package IDEPI (IDentify EPItopes) for learning genotype-to-phenotype predictive models from sequences with known phenotypes. IDEPI can apply learned models to classify sequences of unknown phenotypes, and also identify specific sequence features which contribute to a particular phenotype. We demonstrate that IDEPI achieves performance similar to or better than that of previously published approaches on four well-studied problems: finding the epitopes of broadly neutralizing antibodies (bNab), determining coreceptor tropism of the virus, identifying compartment-specific genetic signatures of the virus, and deducing drug-resistance associated mutations. The cross-platform Python source code (released under the GPL 3.0 license), documentation, issue tracking, and a pre-configured virtual machine for IDEPI can be found at https://github.com/veg/idepi.

This is a PLOS Computational Biology Software Article

     

Elevated carbon dioxide and ozone alter productivity and ecosystem carbon content in northern temperate forests

Three young northern temperate forest communities in the north‐central United States were exposed to factorial combinations of elevated carbon dioxide (CO₂) and tropospheric ozone (O₃) for 11 years. Here, we report results from an extensive sampling of plant biomass and soil conducted at the conclusion of the experiment that enabled us to estimate ecosystem carbon (C) content and cumulative net primary productivity (NPP). Elevated CO₂ enhanced ecosystem C content by 11%, whereas elevated O₃ decreased ecosystem C content by 9%. There was little variation in treatment effects on C content across communities and no meaningful interactions between CO₂ and O₃. Treatment effects on ecosystem C content resulted primarily from changes in the near‐surface mineral soil and tree C, particularly differences in woody tissues. Excluding the mineral soil, cumulative NPP was a strong predictor of ecosystem C content (r² = 0.96). Elevated CO₂ enhanced cumulative NPP by 39%, a consequence of a 28% increase in canopy nitrogen (N) content (g N m^?2) and a 28% increase in N productivity (NPP/canopy N). In contrast, elevated O₃ lowered NPP by 10% because of a 21% decrease in canopy N, but did not impact N productivity. Consequently, as the marginal impact of canopy N on NPP (?NPP/?N) decreased through time with further canopy development, the O₃ effect on NPP dissipated. Within the mineral soil, there was less C in the top 0.1 m of soil under elevated O₃ and less soil C from 0.1 to 0.2 m in depth under elevated CO₂. Overall, these results suggest that elevated CO₂ may create a sustained increase in NPP, whereas the long‐term effect of elevated O₃ on NPP will be smaller than expected. However, changes in soil C are not well‐understood and limit our ability to predict changes in ecosystem C content.     

A Conformational Switch in Human Immunodeficiency Virus gp41 Revealed by the Structures of Overlapping Epitopes Recognized by Neutralizing Antibodies

The membrane-proximal external region (MPER) of the human immunodeficiency virus (HIV) envelope glycoprotein (gp41) is critical for viral fusion and infectivity and is the target of three of the five known broadly neutralizing HIV type 1 (HIV-1) antibodies, 2F5, Z13, and 4E10. Here, we report the crystal structure of the Fab fragment of Z13e1, an affinity-enhanced variant of monoclonal antibody Z13, in complex with a 12-residue peptide corresponding to the core epitope (W⁶⁷⁰NWFDITN⁶⁷⁷) at 1.8-Å resolution. The bound peptide adopts an S-shaped conformation composed of two tandem, perpendicular helical turns. This conformation differs strikingly from the α-helical structure adopted by an overlapping MPER peptide bound to 4E10. Z13e1 binds to an elbow in the MPER at the membrane interface, making relatively few interactions with conserved aromatics (Trp672 and Phe673) that are critical for 4E10 recognition. The comparison of the Z13e1 and 4E10 epitope structures reveals a conformational switch such that neutralization can occur by the recognition of the different conformations and faces of the largely amphipathic MPER. The Z13e1 structure provides significant new insights into the dynamic nature of the MPER, which likely is critical for membrane fusion, and it has significant implications for mechanisms of HIV-1 neutralization by MPER antibodies and for the design of HIV-1 immunogens.The continued spread of human immunodeficiency virus (HIV) worldwide and, in particular, in sub-Saharan Africa, where an estimated 22 million people currently are living with HIV/AIDS, underscores the urgent need for a preventative vaccine. However, despite nearly 25 years of intense international research, a vaccine is not yet available. Passive immunization with broadly neutralizing antibodies can confer sterilizing protection against infection in animal models (4, 12, 39-41, 51, 64), providing encouragement for the development of an antibody-inducing component of an HIV type 1 (HIV-1) vaccine. Such a vaccine should elicit neutralizing antibodies with activity against the broadest range of primary circulating isolates. However, a lack of understanding of how to raise potent, cross-reactive antibodies by immunization, the so-called neutralizing antibody problem, is a major hurdle in this effort (6, 24, 72). Thus, an understanding of the structure and presentation of neutralizing epitopes on the virus and the antibodies that recognize them is vital for vaccine development.The targets of antibody neutralization are the surface envelope (Env) glycoprotein trimers (gp120/gp41) that mediate the fusion of the viral membrane with that of the host. The majority of antibodies elicited during natural infection or immunization show limited or no cross-reactivity against diverse isolates. However, a few rare, broadly neutralizing, monoclonal antibodies have been isolated from HIV-1-infected individuals and exhibit activity against a wide range of isolates by binding to functionally conserved epitopes exposed on native gp120/gp41 trimers. These epitopes include the CD4 binding site, recognized by antibody b12, and a relatively well-conserved cluster of N-linked glycans, located on the outer domain of gp120, that is recognized by antibody 2G12 (12, 13, 71, 76). V3-directed antibodies, which are common in natural infection, also are able to sporadically neutralize across clades, as exemplified by 447-52D and F425-B4e8 (7, 16, 49, 66). The identification of three broadly neutralizing antibodies, 2F5, Z13, and 4E10, that target the conserved tryptophan-rich membrane-proximal external region (MPER) of gp41 has implicated this region as a highly promising vaccine target and has, therefore, spurred interest in its structural characterization (15, 35, 45, 47, 48, 50, 80).The MPER plays a critical, but not fully understood, role in membrane fusion and is situated between the C-terminal heptad repeat (CHR) and the transmembrane domain (TM) of gp41 (Fig. ​(Fig.1).1). Following the binding of gp120 to the cell surface receptors CD4 and CXCR4/CCR5, the gp41 glycoprotein undergoes a series of conformational changes that trigger the membrane fusion activity. Notably, a relatively long-lived prehairpin intermediate of gp41 is formed, in which the coiled-coil of the N-terminal heptad repeats (NHR) extends so as to enable the fusion peptides to embed into the target membrane. In the postfusion or fusogenic state, the CHR and NHR reassemble into an antiparallel 6-helix bundle in a process that drives membrane fusion (18). The MPER contains several functionally conserved tryptophan residues that are critical for membrane fusion and viral entry, although the structural basis for their specific role has not been firmly established (22, 44, 58). Their mutation to alanine leads to the attenuation of viral infectivity, which is most pronounced for Trp666 and Trp672 (numbered according to the HXB2 isolate) (46, 58, 78). In addition, peptides based on the MPER can induce membrane leakage (68). Such membrane-disrupting properties of the MPER have been suggested to be functionally important in the expansion of the fusion pore created after receptor engagement (42, 44, 58, 68, 77).Open in a separate windowFIG. 1.Major features of gp41 include the fusion peptide (FP), NHR, CHR, TM, and cytoplasmic domain (CD). The MPER is located between the CHR and TM regions of gp41. The core epitopes of 2F5 (green), Z13e1 (yellow), and 4E10 (orange) are indicated. The epitope of Z13e1 is located between those of 2F5 and 4E10, but it overlaps more closely with 4E10.From initial explorations using solution nuclear magnetic resonance, the structure of a 19-residue MPER peptide (residues 665 to 683) was found to be helical in dodecylphosphocholine micelles, with the hydrophobic and hydrophilic residues distributed evenly around the helix axis (62). Another study found that an MPER peptide comprising residues 659 to 671 adopts a 3₁₀-helix in water (10). More recently, the structure of an MPER peptide (residues 662 to 683) in liposomes was elucidated by a combination of nuclear magnetic resonance and spin-label electron paramagnetic resonance (69), and it was found to adopt a kinked, amphipathic structure composed of two helices connected by a short hinge (Phe673 and Asn674). Crystal structures of Fab 2F5 in complex with a 7-mer (E⁶⁶²LDKWAS⁶⁶⁸) and 17-mer encompassing residues 654 to 670 previously had revealed a mostly extended conformation characterized by a central β-turn involving Asp664, Lys665, and Trp666 (47, 48). This motif is the key recognition determinant for 2F5 and becomes deeply buried in the antibody combining site, suggesting that it is exposed at some stage in viral entry (45, 47, 78). The crystal structure of Fab 4E10 in complex with peptide-spanning residues W⁶⁷⁰NWFDITNW⁶⁷⁸ revealed an amphipathic α-helical structure with a narrow hydrophilic face (15). The N terminus of the 4E10 epitope forms a 3₁₀-helix that transitions into a regular α-helix at residue Asp674 and continues to Lys683, which constitutes the end of the gp41 ectodomain (14). Thus, while the structure of the MPER within functional, membrane-embedded Env trimers is not known, the observation that unconstrained peptides are able to adopt more than one defined structure suggests an inherent degree of flexibility.Like 4E10, Z13 was identified from an HIV-1-infected individual, the former being isolated from an immortalized B-cell line and the latter from a bone marrow RNA phage display library (80). The epitope of MAb Z13 spans residues S⁶⁶⁸LWNWFDITN⁶⁷⁷, as determined by peptide mapping, scanning mutagenesis, and antibody competition studies (46, 80). This region lies between the 2F5 and 4E10 epitopes but overlaps more closely with 4E10 (Fig. ​(Fig.1).1). 4E10 and Z13 are both able to neutralize primary as well as laboratory-adapted isolates; nevertheless, Z13 is not as broadly neutralizing as 4E10, which has the greatest breadth of any HIV-1 antibody described to date (9). Z13e1 is an affinity-enhanced variant of Z13 and was evolved by randomizing the complementarity determining region (CDR) L3 loop sequence to identify tighter-binding mutants using phage display (46). Z13e1 displays higher affinity for both peptide and recombinant gp41 substrates, as well as increased neutralization potency, suggesting that the L3 mutations optimize binding to the linear MPER epitope. The neutralization breadth of Z13e1 is limited by the requirement for Asn671 and Asp674 in the MPER, which are approximately 71 and 58% conserved, respectively, among sequences in the Los Alamos HIV sequence database (80). Based on the clear relationship between Env trimer binding and neutralization, the neutralizing activity of Z13e1 derives from binding to a functional trimer (8, 20, 25, 43, 52, 55, 60, 73, 74). While Z13e1 and 4E10 have identical affinities for optimized linear peptides, Z13e1 is still about an order of magnitude less potent than 4E10 against a variety of primary isolates. Although the occlusion of the Z13e1 epitope on virion-associated trimers is thought to be the major limitation (46), the structural basis for the lower potency of Z13e1 relative to those of 2F5 and 4E10 is unclear.Whereas neutralization by 4E10 depends critically on Trp672 and Phe673, Z13e1 instead requires the flanking Asn671 and Asp674 residues (46). Based on a helical model of the MPER, it was predicted that Z13e1 binds the narrow hydrophilic face that displays Asn671, Asp674, and Asn677 that is opposite that recognized by 4E10. As Z13e1 and 4E10 bind to functional trimers, both epitopes must be exposed at some stage before membrane fusion (20). To examine how Z13e1 recognizes its MPER epitope, we determined the crystal structure of Fab Z13e1 in complex with a 12-residue peptide corresponding to the core epitope with C-terminal flanking lysines to aid peptide solubility (W⁶⁷⁰NWFDITN⁶⁷⁷KKKK). The crystal structure at 1.8-Å resolution uncovers a conformation of the MPER that is distinct from that visualized in complex with 4E10. Our findings show that Z13e1 and 4E10 recognize different conformers of the MPER and reveal a novel conformational switch that is relevant for HIV-1 neutralization and membrane fusion.     

Allergic lung inflammation alters neither susceptibility to Streptococcus pneumoniae infection nor inducibility of innate resistance in mice

Background

Protective host responses to respiratory pathogens are typically characterized by inflammation. However, lung inflammation is not always protective and it may even become deleterious to the host. We have recently reported substantial protection against Streptococcus pneumoniae (pneumococcal) pneumonia by induction of a robust inflammatory innate immune response to an inhaled bacterial lysate. Conversely, the allergic inflammation associated with asthma has been proposed to promote susceptibility to pneumococcal disease. This study sought to determine whether preexisting allergic lung inflammation influences the progression of pneumococcal pneumonia or reduces the inducibilty of protective innate immunity against bacteria.

Methods

To compare the effect of different inflammatory and secretory stimuli on defense against pneumonia, intraperitoneally ovalbumin-sensitized mice were challenged with inhaled pneumococci following exposure to various inhaled combinations of ovalbumin, ATP, and/or a bacterial lysate. Thus, allergic inflammation, mucin degranulation and/or stimulated innate resistance were induced prior to the infectious challenge. Pathogen killing was evaluated by assessing bacterial CFUs of lung homogenates immediately after infection, the inflammatory response to the different conditions was evaluated by measurement of cell counts of bronchoalveolar lavage fluid 18 hours after challenge, and mouse survival was assessed after seven days.

Results

We found no differences in survival of mice with and without allergic inflammation, nor did the induction of mucin degranulation alter survival. As we have found previously, mice treated with the bacterial lysate demonstrated substantially increased survival at seven days, and this was not altered by the presence of allergic inflammation or mucin degranulation. Allergic inflammation was associated with predominantly eosinophilic infiltration, whereas the lysate-induced response was primarily neutrophilic. The presence of allergic inflammation did not significantly alter the neutrophilic response to the lysate, and did not affect the induced bacterial killing within the lungs.

Conclusion

These results suggest that allergic airway inflammation neither promotes nor inhibits progression of pneumococcal lung infection in mice, nor does it influence the successful induction of stimulated innate resistance to bacteria.     

Intestinal barrier function in response to abundant or depleted mucosal glutathione in Salmonella-infected rats

Background  

Glutathione, the main antioxidant of intestinal epithelial cells, is suggested to play an important role in gut barrier function and prevention of inflammation-related oxidative damage as induced by acute bacterial infection. Most studies on intestinal glutathione focus on oxidative stress reduction without considering functional disease outcome. Our aim was to determine whether depletion or maintenance of intestinal glutathione changes susceptibility of rats to Salmonella infection and associated inflammation.     

Climate influences on female survival in a declining population of southern elephant seals (Mirounga leonina)

The Southern Ocean has been disproportionately affected by climate change and is therefore an ideal place to study the influence of changing environmental conditions on ecosystems. Changes in the demography of predator populations are indicators of broader shifts in food web structure, but long‐term data are required to study these effects. Southern elephant seals (Mirounga leonina) from Macquarie Island have consistently decreased in population size while all other major populations across the Southern Ocean have recently stabilized or are increasing. Two long‐term mark‐recapture studies (1956–1967 and 1993–2009) have monitored this population, which provides an opportunity to investigate demographic performance over a range of climatic conditions. Using a 9‐state matrix population model, we estimated climate influences on female survival by incorporating two major climatic indices into our model: The Southern Annular Mode (SAM) and the Southern Oscillation Index (SOI). Our best model included a 1 year lagged effect of SAM and an unlagged SOI as covariates. A positive relationship with SAM1 (lagged) related the previous year''s SAM with juvenile survival, potentially due to changes in local prey availability surrounding Macquarie Island. The unlagged SOI had a negative effect on both juvenile and adult seals, indicating that sea ice dynamics and access to foraging grounds on the East Antarctic continental shelf could explain the different contributions of ENSO events on the survival of females in this population.     

Anti-Angiogenic/Vascular Effects of the mTOR Inhibitor Everolimus Are Not Detectable by FDG/FLT-PET

Noninvasive functional imaging of tumors can provide valuable early-response biomarkers, in particular, for targeted chemotherapy. Using various experimental tumor models, we have investigated the ability of positron emission tomography (PET) measurements of 2-deoxy-2-[¹⁸F]fluoro-glucose (FDG) and 3′-deoxy-3′-[¹⁸F]fluorothymidine (FLT) to detect response to the allosteric mammalian target of rapamycin (mTOR) inhibitor everolimus. Tumor models were declared sensitive (murine melanoma B16/BL6 and human lung H596) or relatively insensitive (human colon HCT116 and cervical KB31), according to the IC₅₀ values (concentration inhibiting cell growth by 50%) for inhibition of proliferation in vitro (<10 nM and >1 µM, respectively). Everolimus strongly inhibited growth of the sensitive models in vivo but also significantly inhibited growth of the insensitive models, an effect attributable to its known anti-angiogenic/vascular properties. However, although tumor FDG and FLT uptake was significantly reduced in the sensitive models, it was not affected in the insensitive models, suggesting that endothelial-directed effects could not be detected by these PET tracers. Consistent with this hypothesis, in a well-vascularized orthotopic rat mammary tumor model, other antiangiogenic agents also failed to affect FDG uptake, despite inhibiting tumor growth. In contrast, the cytotoxic patupilone, a microtubule stabilizer, blocked tumor growth, and markedly reduced FDG uptake. These results suggest that FDG/FLT-PET may not be a suitable method for early markers of response to antiangiogenic agents and mTOR inhibitors in which anti-angiogenic/vascular effects predominate because the method could provide false-negative responses. These conclusions warrant clinical testing.     

Expression of vacuolar H+-pyrophosphatase (OVP3) is under control of an anoxia-inducible promoter in rice

Vacuolar H⁺-pyrophosphatase (V-PPase) expression increases in a number of abiotic stresses and is thought to play a role in adaptation to abiotic stresses. This paper reports on the regulation of six V-PPase genes in rice (Oryza sativa L.) coleoptiles under anoxia, using flood tolerant and intolerant cultivars to test our hypothesis. Quantitative PCR analysis showed that one vacuolar H⁺-pyrophosphatase (OVP3) was induced by anoxia, particularly in flood-tolerant rice. Regulation of OVP3 expression under anoxia was investigated by analysing putative OVP promoters. The putative OVP3 promoter contained more previously identified anoxia-inducible motifs than the putative promoters of the other five OVP genes. GUS activity in transgenic rice plants containing the OVP3 promoter region linked to the GUS reporter gene was induced only by anoxia. Salt and cold treatments had little effect on OVP3 promoter-driven GUS expression when compared to the anoxic treatment.