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1.
Proc Natl Acad Sci U S A ; 117(12): 6675-6685, 2020 03 24.
Article in English | MEDLINE | ID: mdl-32152119

ABSTRACT

A comprehensive understanding of the development and evolution of human B cell responses induced by pathogen exposure will facilitate the design of next-generation vaccines. Here, we utilized a high-throughput single B cell cloning technology to longitudinally track the human B cell response to the yellow fever virus 17D (YFV-17D) vaccine. The early memory B cell (MBC) response was mediated by both classical immunoglobulin M (IgM) (IgM+CD27+) and switched immunoglobulin (swIg+) MBC populations; however, classical IgM MBCs waned rapidly, whereas swIg+ and atypical IgM+ and IgD+ MBCs were stable over time. Affinity maturation continued for 6 to 9 mo following vaccination, providing evidence for the persistence of germinal center activity long after the period of active viral replication in peripheral blood. Finally, a substantial fraction of the neutralizing antibody response was mediated by public clones that recognize a fusion loop-proximal antigenic site within domain II of the viral envelope glycoprotein. Overall, our findings provide a framework for understanding the dynamics and complexity of human B cell responses elicited by infection and vaccination.


Subject(s)
Antibodies, Viral/immunology , Antigens, Viral/immunology , B-Lymphocytes/immunology , Immunologic Memory/immunology , Yellow Fever Vaccine/immunology , Yellow Fever/prevention & control , Yellow fever virus/immunology , Adult , Humans , Vaccination , Vaccines, Attenuated/immunology , Viral Envelope Proteins/immunology , Virus Replication , Yellow Fever/immunology , Yellow Fever/virology , Yellow Fever Vaccine/administration & dosage
2.
EMBO J ; 34(20): 2492-505, 2015 Oct 14.
Article in English | MEDLINE | ID: mdl-26254305

ABSTRACT

Mutations in Parkin and PINK1 cause an inherited early-onset form of Parkinson's disease. The two proteins function together in a mitochondrial quality control pathway whereby PINK1 accumulates on damaged mitochondria and activates Parkin to induce mitophagy. How PINK1 kinase activity releases the auto-inhibited ubiquitin ligase activity of Parkin remains unclear. Here, we identify a binding switch between phospho-ubiquitin (pUb) and the ubiquitin-like domain (Ubl) of Parkin as a key element. By mutagenesis and SAXS, we show that pUb binds to RING1 of Parkin at a site formed by His302 and Arg305. pUb binding promotes disengagement of the Ubl from RING1 and subsequent Parkin phosphorylation. A crystal structure of Parkin Δ86-130 at 2.54 Å resolution allowed the design of mutations that specifically release the Ubl domain from RING1. These mutations mimic pUb binding and promote Parkin phosphorylation. Measurements of the E2 ubiquitin-conjugating enzyme UbcH7 binding to Parkin and Parkin E3 ligase activity suggest that Parkin phosphorylation regulates E3 ligase activity downstream of pUb binding.


Subject(s)
Enzyme Activation/genetics , Mitochondria/metabolism , Models, Molecular , Protein Kinases/chemistry , Protein Kinases/metabolism , Ubiquitin-Protein Ligases/chemistry , Ubiquitin-Protein Ligases/metabolism , Cloning, Molecular , Crystallization , Humans , Mutagenesis , Nuclear Magnetic Resonance, Biomolecular , Phosphorylation , Protein Binding , Protein Conformation , Protein Structure, Tertiary , Scattering, Small Angle , Ubiquitin/metabolism , Ubiquitin-Conjugating Enzymes/metabolism
3.
Bioinformatics ; 33(23): 3758-3766, 2017 Dec 01.
Article in English | MEDLINE | ID: mdl-28961999

ABSTRACT

MOTIVATION: The hydrophobicity of a monoclonal antibody is an important biophysical property relevant for its developability into a therapeutic. In addition to characterizing heterogeneity, Hydrophobic Interaction Chromatography (HIC) is an assay that is often used to quantify the hydrophobicity of an antibody to assess downstream risks. Earlier studies have shown that retention times in this assay can be correlated to amino-acid or atomic propensities weighted by the surface areas obtained from protein 3-dimensional structures. The goal of this study is to develop models to enable prediction of delayed HIC retention times directly from sequence. RESULTS: We utilize the randomforest machine learning approach to estimate the surface exposure of amino-acid side-chains in the variable region directly from the antibody sequence. We obtain mean-absolute errors of 4.6% for the prediction of surface exposure. Using experimental HIC data along with the estimated surface areas, we derive an amino-acid propensity scale that enables prediction of antibodies likely to have delayed retention times in the assay. We achieve a cross-validation Area Under Curve of 0.85 for the Receiver Operating Characteristic curve of our model. The low computational expense and high accuracy of this approach enables real-time assessment of hydrophobic character to enable prioritization of antibodies during the discovery process and rational engineering to reduce hydrophobic liabilities. AVAILABILITY AND IMPLEMENTATION: Structure data, aligned sequences, experimental data and prediction scores for test-cases, and R scripts used in this work are provided as part of the Supplementary Material. CONTACT: tushar.jain@adimab.com. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Subject(s)
Antibodies, Monoclonal/chemistry , Antibodies, Monoclonal/isolation & purification , Chromatography/methods , Machine Learning , Sequence Analysis, Protein , Amino Acids/chemistry , Hydrophobic and Hydrophilic Interactions , Immunoglobulin Variable Region/chemistry , ROC Curve
4.
PLoS One ; 15(3): e0229206, 2020.
Article in English | MEDLINE | ID: mdl-32134960

ABSTRACT

Here we describe an industry-wide collaboration aimed at assessing the binding properties of a comprehensive panel of monoclonal antibodies (mAbs) against programmed cell death protein 1 (PD-1), an important checkpoint protein in cancer immunotherapy and validated therapeutic target, with well over thirty unique mAbs either in clinical development or market-approved in the United States, the European Union or China. The binding kinetics of the PD-1/mAb interactions were measured by surface plasmon resonance (SPR) using a Carterra LSA instrument and the results were compared to data collected on a Biacore 8K. The effect of chip type on the SPR-derived binding rate constants and affinities were explored and the results compared with solution affinities from Meso Scale Discovery (MSD) and Kinetic Exclusion Assay (KinExA) experiments. When using flat chip types, the LSA and 8K platforms yielded near-identical kinetic rate and affinity constants that matched solution phase values more closely than those produced on 3D-hydrogels. Of the anti-PD-1 mAbs tested, which included a portion of those known to be in clinical development or approved, the affinities spanned from single digit picomolar to nearly 425 nM, challenging the dynamic range of our methods. The LSA instrument was also used to perform epitope binning and ligand competition studies which revealed over ten unique competitive binding profiles within this group of mAbs.


Subject(s)
Antibodies, Monoclonal/pharmacology , Biosensing Techniques/methods , Programmed Cell Death 1 Receptor/immunology , China , Drug Development , Epitopes/immunology , European Union , High-Throughput Screening Assays , Humans , Programmed Cell Death 1 Receptor/chemistry , Protein Binding , Surface Plasmon Resonance , United States
5.
bioRxiv ; 2020 May 16.
Article in English | MEDLINE | ID: mdl-32511337

ABSTRACT

Broadly protective vaccines against known and pre-emergent coronaviruses are urgently needed. Critical to their development is a deeper understanding of cross-neutralizing antibody responses induced by natural human coronavirus (HCoV) infections. Here, we mined the memory B cell repertoire of a convalescent SARS donor and identified 200 SARS-CoV-2 binding antibodies that target multiple conserved sites on the spike (S) protein. A large proportion of the antibodies display high levels of somatic hypermutation and cross-react with circulating HCoVs, suggesting recall of pre-existing memory B cells (MBCs) elicited by prior HCoV infections. Several antibodies potently cross-neutralize SARS-CoV, SARS-CoV-2, and the bat SARS-like virus WIV1 by blocking receptor attachment and inducing S1 shedding. These antibodies represent promising candidates for therapeutic intervention and reveal a new target for the rational design of pan-sarbecovirus vaccines.

6.
Science ; 369(6504): 731-736, 2020 08 07.
Article in English | MEDLINE | ID: mdl-32540900

ABSTRACT

Broadly protective vaccines against known and preemergent human coronaviruses (HCoVs) are urgently needed. To gain a deeper understanding of cross-neutralizing antibody responses, we mined the memory B cell repertoire of a convalescent severe acute respiratory syndrome (SARS) donor and identified 200 SARS coronavirus 2 (SARS-CoV-2) binding antibodies that target multiple conserved sites on the spike (S) protein. A large proportion of the non-neutralizing antibodies display high levels of somatic hypermutation and cross-react with circulating HCoVs, suggesting recall of preexisting memory B cells elicited by prior HCoV infections. Several antibodies potently cross-neutralize SARS-CoV, SARS-CoV-2, and the bat SARS-like virus WIV1 by blocking receptor attachment and inducing S1 shedding. These antibodies represent promising candidates for therapeutic intervention and reveal a target for the rational design of pan-sarbecovirus vaccines.


Subject(s)
Antibodies, Monoclonal/immunology , Antibodies, Viral/immunology , Betacoronavirus/immunology , Broadly Neutralizing Antibodies/immunology , Severe acute respiratory syndrome-related coronavirus/immunology , Spike Glycoprotein, Coronavirus/immunology , Adult , Aged , Angiotensin-Converting Enzyme 2 , Antibody Affinity , B-Lymphocyte Subsets/immunology , Binding Sites , Cross Reactions , Epitopes , Female , Humans , Immunologic Memory , Male , Middle Aged , Neutralization Tests , Peptidyl-Dipeptidase A/chemistry , Peptidyl-Dipeptidase A/metabolism , Protein Domains , Receptors, Coronavirus , Receptors, Virus/chemistry , Receptors, Virus/metabolism , SARS-CoV-2 , Severe Acute Respiratory Syndrome/immunology , Somatic Hypermutation, Immunoglobulin , Spike Glycoprotein, Coronavirus/chemistry , Spike Glycoprotein, Coronavirus/metabolism , Young Adult
7.
Cell Rep ; 28(13): 3300-3308.e4, 2019 Sep 24.
Article in English | MEDLINE | ID: mdl-31553901

ABSTRACT

Monoclonal antibodies (mAbs) have recently emerged as one of the most promising classes of biotherapeutics. A potential advantage of B cell-derived mAbs as therapeutic agents is that they have been subjected to natural filtering mechanisms, which may enrich for B cell receptors (BCRs) with favorable biophysical properties. Here, we evaluated 400 human mAbs for polyreactivity, hydrophobicity, and thermal stability using high-throughput screening assays. Overall, mAbs derived from memory B cells and long-lived plasma cells (LLPCs) display reduced levels of polyreactivity, hydrophobicity, and thermal stability compared with naive B cell-derived mAbs. Somatic hypermutation (SHM) is inversely associated with all three biophysical properties, as well as BCR expression levels. Finally, the developability profiles of the human B cell-derived mAbs are comparable with those observed for clinical mAbs, suggesting their high therapeutic potential. The results provide insight into the biophysical consequences of affinity maturation and have implications for therapeutic antibody engineering and development.


Subject(s)
Antibodies, Monoclonal/immunology , Antibody Specificity/immunology , Humans , Molecular Conformation
8.
MAbs ; 9(4): 646-653, 2017.
Article in English | MEDLINE | ID: mdl-28281887

ABSTRACT

Susceptibility of methionine to oxidation is an important concern for chemical stability during the development of a monoclonal antibody (mAb) therapeutic. To minimize downstream risks, leading candidates are usually screened under forced oxidation conditions to identify oxidation-labile molecules. Here we report results of forced oxidation on a large set of in-house expressed and purified mAbs with variable region sequences corresponding to 121 clinical stage mAbs. These mAb samples were treated with 0.1% H2O2 for 24 hours before enzymatic cleavage below the hinge, followed by reduction of inter-chain disulfide bonds for the detection of the light chain, Fab portion of heavy chain (Fd) and Fc by liquid chromatography-mass spectrometry. This high-throughput, middle-down approach allows detection of oxidation site(s) at the resolution of 3 distinct segments. The experimental oxidation data correlates well with theoretical predictions based on the solvent-accessible surface area of the methionine side-chains within these segments. These results validate the use of upstream computational modeling to predict mAb oxidation susceptibility at the sequence level.


Subject(s)
Antibodies, Monoclonal/chemistry , Hydrogen Peroxide/chemistry , Mass Spectrometry/methods , Methionine/chemistry , Models, Molecular , Chromatography, Liquid/methods , HEK293 Cells , Humans , Oxidation-Reduction
9.
SLAS Technol ; 22(5): 547-556, 2017 10.
Article in English | MEDLINE | ID: mdl-28430560

ABSTRACT

The state-of-the-art industrial drug discovery approach is the empirical interrogation of a library of drug candidates against a target molecule. The advantage of high-throughput kinetic measurements over equilibrium assessments is the ability to measure each of the kinetic components of binding affinity. Although high-throughput capabilities have improved with advances in instrument hardware, three bottlenecks in data processing remain: (1) intrinsic molecular properties that lead to poor biophysical quality in vitro are not accounted for in commercially available analysis models, (2) processing data through a user interface is time-consuming and not amenable to parallelized data collection, and (3) a commercial solution that includes historical kinetic data in the analysis of kinetic competition data does not exist. Herein, we describe a generally applicable method for the automated analysis, storage, and retrieval of kinetic binding data. This analysis can deconvolve poor quality data on-the-fly and store and organize historical data in a queryable format for use in future analyses. Such database-centric strategies afford greater insight into the molecular mechanisms of kinetic competition, allowing for the rapid identification of allosteric effectors and the presentation of kinetic competition data in absolute terms of percent bound to antigen on the biosensor.


Subject(s)
Antibodies/metabolism , Automation, Laboratory/methods , Electronic Data Processing/methods , High-Throughput Screening Assays/methods , Animals , Humans , Kinetics , Protein Binding
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