mAbClust with AlphaFold 3 avoids hallucinations to define a quaternary broadly neutralizing HCV epitope

The hepatitis C virus (HCV) envelope glycoprotein E1E2 heterodimer is the target of broadly neutralizing antibodies (bNAbs). Although prior studies have indicated that E1-dependent bNAbs are associated with spontaneous clearance of HCV, all E1-dependent human monoclonal antibodies (mAbs) have been isolated from individuals with chronic HCV infection. Here, we isolated E1-dependent bNAbs from an individual with high neutralizing antibody breadth who spontaneously cleared HCV, showing that these bNAbs bind to four distinct sites on E1E2. We also developed mAbClust, an algorithm that improves identification of accurate AlphaFold 3 (AF3) structure predictions of antigen-antibody complexes. We used AF3 and mAbClust to generate a high-confidence predicted structure of an E1-dependent bNAb in complex with E1E2, showing that this bNAb binds to a quaternary epitope spanning E1 and E2. This study identifies four neutralizing sites and a quaternary bNAb epitope associated with HCV control, which can guide HCV vaccine design. AF3 with mAbClust could have broad applications for accurate epitope mapping of antibodies.

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Publication Details

Journal
bioRxiv (Cold Spring Harbor Laboratory)
Published
2026-01-07
DOI
https://doi.org/10.64898/2026.01.06.698032
Primary Topic
Monoclonal and Polyclonal Antibodies Research
Type
article
Field-Weighted Citation Impact
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article

mAbClust with AlphaFold 3 avoids hallucinations to define a quaternary broadly neutralizing HCV epitope

Justin R. Bailey, H Zhang, Gilad Ofek, Xander E. Wilcox et al.
bioRxiv (Cold Spring Harbor Laboratory)
Monoclonal and Polyclonal Antibodies Research
article

mAbClust with AlphaFold 3 avoids hallucinations to define a quaternary broadly neutralizing HCV epitope

Justin R. Bailey, H Zhang, Gilad Ofek, Xander E. Wilcox, Stuart C. Ray, K. Kühn, Nicole Skinner, Thomas R. Fuerst, Eric A. Toth, Liudmila Kulakova, H. Benjamin Larman, Andrew I. Flyak, Andrea L. Cox, Laura S. Sánchez B., Jessica Mimms, Harry T Paul, Hanna Aboueid
article en

Abstract

The hepatitis C virus (HCV) envelope glycoprotein E1E2 heterodimer is the target of broadly neutralizing antibodies (bNAbs). Although prior studies have indicated that E1-dependent bNAbs are associated with spontaneous clearance of HCV, all E1-dependent human monoclonal antibodies (mAbs) have been isolated from individuals with chronic HCV infection. Here, we isolated E1-dependent bNAbs from an individual with high neutralizing antibody breadth who spontaneously cleared HCV, showing that these bNAbs bind to four distinct sites on E1E2. We also developed mAbClust, an algorithm that improves identification of accurate AlphaFold 3 (AF3) structure predictions of antigen-antibody complexes. We used AF3 and mAbClust to generate a high-confidence predicted structure of an E1-dependent bNAb in complex with E1E2, showing that this bNAb binds to a quaternary epitope spanning E1 and E2. This study identifies four neutralizing sites and a quaternary bNAb epitope associated with HCV control, which can guide HCV vaccine design. AF3 with mAbClust could have broad applications for accurate epitope mapping of antibodies.

bioRxiv (Cold Spring Harbor Laboratory)
University of Maryland, Baltimore (US), Nationwide Children's Hospital (US), National Institute of Standards and Technology (US), Johns Hopkins University (US), Cornell University (US), Johns Hopkins Medicine (US), Institute for Bioscience and Biotechnology Research, The Ohio State University (US), University of Maryland, College Park (US)
Good health and well-being
Openalex Percentile: Top 97%
Monoclonal and Polyclonal Antibodies Research
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