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1.
Immunity ; 57(3): 574-586.e7, 2024 Mar 12.
Article in English | MEDLINE | ID: mdl-38430907

ABSTRACT

Continuously evolving influenza viruses cause seasonal epidemics and pose global pandemic threats. Although viral neuraminidase (NA) is an effective drug and vaccine target, our understanding of the NA antigenic landscape still remains incomplete. Here, we describe NA-specific human antibodies that target the underside of the NA globular head domain, inhibit viral propagation of a wide range of human H3N2, swine-origin variant H3N2, and H2N2 viruses, and confer both pre- and post-exposure protection against lethal H3N2 infection in mice. Cryo-EM structures of two such antibodies in complex with NA reveal non-overlapping epitopes covering the underside of the NA head. These sites are highly conserved among N2 NAs yet inaccessible unless the NA head tilts or dissociates. Our findings help guide the development of effective countermeasures against ever-changing influenza viruses by identifying hidden conserved sites of vulnerability on the NA underside.


Subject(s)
Influenza Vaccines , Influenza, Human , Orthomyxoviridae Infections , Humans , Animals , Mice , Swine , Viral Proteins/genetics , Neuraminidase , Influenza A Virus, H3N2 Subtype , Antibodies, Monoclonal , Antibodies, Viral
2.
MAbs ; 15(1): 2223350, 2023.
Article in English | MEDLINE | ID: mdl-37345226

ABSTRACT

The amino-acid composition of the immunoglobulin variable region has been observed to impact antibody pharmacokinetics (PK). Here, we sought to improve the PK of the broad HIV-1-neutralizing VRC01-class antibodies, VRC07-523LS and N6LS, by reducing the net positive charge in their variable domains. We used a structure-guided approach to generate a panel of antibody variants incorporating select Arg or Lys substituted to Asp, Gln, Glu, or Ser. The engineered variants exhibited reduced affinity to heparin, reduced polyreactivity, and improved PK in human FcRn-transgenic mice. One variant, VRC07-523LS.v34, with three charge substitutions, had an observed in vivo half-life and an estimated human half-life of 10.8 and 60 days, respectively (versus 5.4 and 38 days for VRC07-523LS) and retained functionality, neutralizing 92% of a 208-strain panel at a geometric mean IC80 <1 µg/mL. Another variant, N6LS.C49, with two charge substitutions, had an observed in vivo half-life and an estimated human half-life of 14.5 and 80 days (versus 9.0 and 44 days for N6LS) and neutralized ~80% of 208 strains at a geometric mean IC80 <1 µg/mL. Since Arg and Lys residues are prevalent in human antibodies, we propose substitution of select Arg or Lys with Asp, Gln, Glu, or Ser in the framework region as a general means to improve PK of therapeutic antibodies.


Subject(s)
HIV Infections , HIV-1 , Humans , Mice , Animals , HIV Antibodies , Broadly Neutralizing Antibodies , Mice, Transgenic , HIV Infections/drug therapy , Antibodies, Neutralizing
3.
Anal Bioanal Chem ; 414(22): 6455-6471, 2022 Sep.
Article in English | MEDLINE | ID: mdl-35796784

ABSTRACT

Non-targeted analysis (NTA) using high-resolution mass spectrometry has enabled the detection and identification of unknown and unexpected compounds of interest in a wide range of sample matrices. Despite these benefits of NTA methods, standardized procedures do not yet exist for assessing performance, limiting stakeholders' abilities to suitably interpret and utilize NTA results. Herein, we first summarize existing performance assessment metrics for targeted analyses to provide context and clarify terminology that may be shared between targeted and NTA methods (e.g., terms such as accuracy, precision, sensitivity, and selectivity). We then discuss promising approaches for assessing NTA method performance, listing strengths and key caveats for each approach, and highlighting areas in need of further development. To structure the discussion, we define three types of NTA study objectives: sample classification, chemical identification, and chemical quantitation. Qualitative study performance (i.e., focusing on sample classification and/or chemical identification) can be assessed using the traditional confusion matrix, with some challenges and limitations. Quantitative study performance can be assessed using estimation procedures developed for targeted methods with consideration for additional sources of uncontrolled experimental error. This article is intended to stimulate discussion and further efforts to develop and improve procedures for assessing NTA method performance. Ultimately, improved performance assessments will enable accurate communication and effective utilization of NTA results by stakeholders.


Subject(s)
Mass Spectrometry , Mass Spectrometry/methods
4.
J Chem Inf Model ; 61(2): 856-868, 2021 02 22.
Article in English | MEDLINE | ID: mdl-33534558

ABSTRACT

Pantetheine is ubiquitous in nature in various forms of pantetheine-containing ligands (PCLs), including coenzyme A and phosphopantetheine. Lack of scalable force field libraries for PCLs has hampered the computational studies of biological macromolecules containing PCLs. We describe here the development of the first generation Pantetheine Force Field (PFF) library that is compatible with Amber force fields; parameterized using Gasteiger, AM1-BCC, or RESP charging methods combined with gaff2 and ff14SB parameter sets. In addition, a "plug-and-play" strategy was employed to enable the systematic charging of computationally expensive molecules sharing common substructural motifs. The validation studies performed on the PFF library showed promising performance where molecular dynamics (MD) simulations results were compared with experimental data of three representative systems. The PFF library represents the first force field library capable of modeling systems containing PCLs in silico and will aid in various applications including protein engineering and drug discovery.


Subject(s)
Molecular Dynamics Simulation , Pantetheine , Gene Library , Ligands
5.
J Am Soc Mass Spectrom ; 32(4): 860-871, 2021 Apr 07.
Article in English | MEDLINE | ID: mdl-33395529

ABSTRACT

Masks constructed of a variety of materials are in widespread use due to the COVID-19 pandemic, and people are exposed to chemicals inherent in the masks through inhalation. This work aims to survey commonly available mask materials to provide an overview of potential exposure. A total of 19 mask materials were analyzed using a nontargeted analysis two-dimensional gas chromatography (GCxGC)-mass spectrometric (MS) workflow. Traditionally, there has been a lack of GCxGC-MS automated high-throughput screening methods, resulting in trade-offs with throughput and thoroughness. This work addresses the gap by introducing new machine learning software tools for high-throughput screening (Floodlight) and subsequent pattern analysis (Searchlight). A recursive workflow for chemical prioritization suitable for both manual curation and machine learning is introduced as a means of controlling the level of effort and equalizing sample loading while retaining key chemical signatures. Manual curation and machine learning were comparable with the mask materials clustering into three groups. The majority of the chemical signatures could be characterized by chemical class in seven categories: organophosphorus, long chain amides, polyethylene terephthalate oligomers, n-alkanes, olefins, branched alkanes and long-chain organic acids, alcohols, and aldehydes. The olefin, branched alkane, and organophosphorus components were primary contributors to clustering, with the other chemical classes having a significant degree of heterogeneity within the three clusters. Machine learning provided a means of rapidly extracting the key signatures of interest in agreement with the more traditional time-consuming and tedious manual curation process. Some identified signatures associated with plastics and flame retardants are potential toxins, warranting future study to understand the mask exposure route and potential health effects.


Subject(s)
Chromatography, Gas/methods , Manufactured Materials/analysis , Masks , Mass Spectrometry/methods , Automation, Laboratory , COVID-19/prevention & control , Humans , Inhalation Exposure/prevention & control , Models, Chemical , Organic Chemicals/analysis , Polymers/analysis , Safety , Software
6.
Nat Chem Biol ; 15(7): 669-671, 2019 07.
Article in English | MEDLINE | ID: mdl-31209348

ABSTRACT

Fatty acid synthases are dynamic ensembles of enzymes that can biosynthesize long hydrocarbon chains efficiently. Here we visualize the interaction between the Escherichia coli acyl carrier protein (AcpP) and ß-ketoacyl-ACP-synthase I (FabB) using X-ray crystallography, NMR, and molecular dynamics simulations. We leveraged this structural information to alter lipid profiles in vivo and provide a molecular basis for how protein-protein interactions can regulate the fatty acid profile in E. coli.


Subject(s)
3-Oxoacyl-(Acyl-Carrier-Protein) Synthase/metabolism , Acyl Carrier Protein/metabolism , Escherichia coli Proteins/metabolism , Fatty Acid Synthase, Type II/metabolism , 3-Oxoacyl-(Acyl-Carrier-Protein) Synthase/chemistry , Acyl Carrier Protein/chemistry , Crystallography, X-Ray , Escherichia coli/chemistry , Escherichia coli/enzymology , Escherichia coli Proteins/chemistry , Fatty Acid Synthase, Type II/chemistry , Models, Molecular , Protein Binding
7.
Methods Enzymol ; 622: 375-409, 2019.
Article in English | MEDLINE | ID: mdl-31155062

ABSTRACT

Various computational methodologies can be applied to enzymological studies on enzymes in the fatty acid, polyketide, and non-ribosomal peptide biosynthetic pathways. These multi-domain complexes are called fatty acid synthases, polyketide synthases, and non-ribosomal peptide synthetases. These mega-synthases biosynthesize chemically diverse and complex bioactive molecules, with the intermediates being chauffeured between catalytic partners via a carrier protein. Recent efforts have been made to engineer these systems to expand their product diversity. A major stumbling block is our poor understanding of the transient protein-protein and protein-substrate interactions between the carrier protein and its many catalytic partner domains and product intermediates. The innate reactivity of pathway intermediates in two major classes of polyketide synthases has frustrated our mechanistic understanding of these interactions during the biosynthesis of these natural products, ultimately impeding the engineering of these systems for the generation of engineered natural products. Computational techniques described in this chapter can aid data interpretation or used to generate testable models of these experimentally intractable transient interactions, thereby providing insight into key interactions that are difficult to capture otherwise, with the potential to expand the diversity in these systems.


Subject(s)
Fatty Acid Synthases/chemistry , Peptide Synthases/chemistry , Polyketide Synthases/chemistry , Animals , Bacteria/chemistry , Bacteria/enzymology , Biological Products/metabolism , Fatty Acid Synthases/metabolism , Humans , Molecular Docking Simulation , Molecular Dynamics Simulation , Peptide Synthases/metabolism , Polyketide Synthases/metabolism , Protein Conformation
8.
ACS Chem Biol ; 11(1): 95-103, 2016 Jan 15.
Article in English | MEDLINE | ID: mdl-26473393

ABSTRACT

The incorporation of nonacetate starter units during type II polyketide biosynthesis helps diversify natural products. Currently, there are few enzymatic strategies for the incorporation of nonacetate starter units in type II polyketide synthase (PKS) pathways. Here we report the crystal structure of AuaEII, the anthranilate:CoA ligase responsible for the generation of anthraniloyl-CoA, which is used as a starter unit by a type II PKS in aurachin biosynthesis. We present structural and protein sequence comparisons to other aryl:CoA ligases. We also compare the AuaEII crystal structure to a model of a CoA ligase homologue, AuaE, which is present in the same gene cluster. AuaE is predicted to have the same fold as AuaEII, but instead of CoA ligation, AuaE catalyzes acyl transfer of anthranilate from anthraniloyl-CoA to the acyl carrier protein (ACP). Together, this work provides insight into the molecular basis for starter unit selection of anthranilate in type II PKS biosynthesis.


Subject(s)
Models, Molecular , Polyketide Synthases/chemistry , Polyketides/chemistry , ortho-Aminobenzoates/chemistry , Catalytic Domain , Crystallography, X-Ray , Molecular Dynamics Simulation , Molecular Structure , Polyketides/metabolism , Sequence Homology , Streptomyces/enzymology , Streptomyces/metabolism , Substrate Specificity
9.
Chem Biol ; 22(8): 1018-29, 2015 Aug 20.
Article in English | MEDLINE | ID: mdl-26235055

ABSTRACT

The terminal reductase (R) domain from the non-ribosomal peptide synthetase (NRPS) module MxaA in Stigmatella aurantiaca Sga15 catalyzes a non-processive four-electron reduction to produce the myxalamide family of secondary metabolites. Despite widespread use in nature, a lack of structural and mechanistic information concerning reductive release from polyketide synthase (PKS) and NRPS assembly lines principally limits our ability to redesign R domains with altered or improved activity. Here we report crystal structures for MxaA R, both in the absence and, for the first time, in the presence of the NADPH cofactor. Molecular dynamics simulations were employed to provide a deeper understanding of this domain and further identify residues critical for structural integrity, substrate binding, and catalysis. Aggregate computational and structural findings provided a basis for mechanistic investigations and, in the process, delivered a rationally altered variant with improved activity toward highly reduced substrates.


Subject(s)
Alcohols/chemistry , Peptide Synthases/chemistry , Polyketide Synthases/chemistry , Polyketide Synthases/metabolism , Alcohols/chemical synthesis , Alcohols/metabolism , Computer Simulation , Crystallography, X-Ray , Molecular Dynamics Simulation , NADP/chemistry , NADP/metabolism , Oxidoreductases/metabolism , Peptide Synthases/analysis , Peptide Synthases/metabolism , Polyenes/chemistry , Protein Engineering , Protein Structure, Tertiary , Stigmatella aurantiaca/enzymology , Stigmatella aurantiaca/metabolism
10.
J Am Chem Soc ; 136(48): 16792-9, 2014 Dec 03.
Article in English | MEDLINE | ID: mdl-25406716

ABSTRACT

The mechanistic details of many polyketide synthases (PKSs) remain elusive due to the instability of transient intermediates that are not accessible via conventional methods. Here we report an atom replacement strategy that enables the rapid preparation of polyketone surrogates by selective atom replacement, thereby providing key substrate mimetics for detailed mechanistic evaluations. Polyketone mimetics are positioned on the actinorhodin acyl carrier protein (actACP) to probe the underpinnings of substrate association upon nascent chain elongation and processivity. Protein NMR is used to visualize substrate interaction with the actACP, where a tetraketide substrate is shown not to bind within the protein, while heptaketide and octaketide substrates show strong association between helix II and IV. To examine the later cyclization stages, we extended this strategy to prepare stabilized cyclic intermediates and evaluate their binding by the actACP. Elongated monocyclic mimics show much longer residence time within actACP than shortened analogs. Taken together, these observations suggest ACP-substrate association occurs both before and after ketoreductase action upon the fully elongated polyketone, indicating a key role played by the ACP within PKS timing and processivity. These atom replacement mimetics offer new tools to study protein and substrate interactions and are applicable to a wide variety of PKSs.


Subject(s)
Ketones/metabolism , Polyketide Synthases/chemistry , Ketones/chemistry , Models, Molecular , Molecular Conformation , Polyketide Synthases/metabolism
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