Biochemical Patterns of Antibody Polyreactivity Revealed Through a Bioinformatics-Based Analysis of CDR Loops
C. T. Boughter, M. T. Borowska, J. J. Guthmiller, A. Bendelac, P. Wilson, B. Roux, E. J. Adams
Abstract
Antibodies are critical components of adaptive immunity, binding with high affinity to pathogenic epitopes. Antibodies undergo rigorous selection to achieve this high affinity, yet some maintain an additional basal level of low affinity, broad reactivity to diverse epitopes, a phenomenon termed "polyreactivity". While polyreactivity has been observed in antibodies isolated from various immunological niches, the biophysical properties that allow for promiscuity in a protein selected for high affinity binding to a single target remain unclear. Using a database of nearly 1,500 polyreactive and non-polyreactive antibody sequences, we created a bioinformatic pipeline to isolate key determinants of polyreactivity. These determinants, which include an increase in inter-loop crosstalk and a propensity for an "inoffensive" binding surface, are sufficient to generate a classifier able to identify polyreactive antibodies with over 75% accuracy. The framework from which this classifier was built is generalizable, and represents a powerful, automated pipeline for future immune repertoire analysis.
02 /Specification & Classification
Click any tag to browse matching papersReproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Polyreactivity of antibodies from different B cell subpopulations is determined by distinct sequence patterns of variable region
M. Lecerf, R. V. Lacombe, J. D. Dimitrov·bioRxiv·Jul 22, 2023
- An in silico method to assess antibody fragment polyreactivity
E. P. Harvey, J.-E. Shin, … A. Kruse·bioRxiv·Jan 12, 2022
- Induced antigen-binding polyreactivity in human serum IgA
E. N. Gorshkova, M. Lecerf, … T. L. Vassilev·bioRxiv·Sep 29, 2021
- Repertoire-Scale Measures of Antigen Binding
R. Arora, R. Arnaout·bioRxiv·Jun 24, 2022
- Ab-Ligity: Identifying sequence-dissimilar antibodies that bind to the same epitope
Wing Ki Wong, Sarah A. Robinson, … Charlotte Mary Deane·mAbsPeer-reviewed·Jan 1, 2021
- Decoding Bispecific Antibody Developability: Design Rules and Predictive Models from a 160-Member Library
Seth Ritter, Laura M. Rand, … Ammar Arsiwala·bioRxiv·Jun 19, 2026