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Updated: Jun 3, 2025

Identification of Mouse and Human Antibody Repertoires by Next-Generation Sequencing
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Learning the language of antibody hypervariability.

Rohit Singh1, Chiho Im1, Yu Qiu2

  • 1Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139.

Proceedings of the National Academy of Sciences of the United States of America
|January 10, 2025
PubMed
Summary
This summary is machine-generated.

Antibody Mutagenesis-Augmented Processing (AbMAP) enhances protein language models for antibody design. This framework improves prediction of antibody binding and enables faster discovery of therapeutic antibodies.

Keywords:
antibody modelingprotein language modelstransfer learning

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Area of Science:

  • Computational Biology
  • Immunology
  • Protein Engineering

Background:

  • General-purpose protein language models (PLMs) struggle with antibody hypervariable regions.
  • Antibody modeling requires specialized approaches beyond standard evolutionary conservation principles.

Purpose of the Study:

  • To develop a transfer learning framework, Antibody Mutagenesis-Augmented Processing (AbMAP), for improved antibody modeling.
  • To enhance the performance of foundational PLMs for antibody sequence and structure analysis.

Main Methods:

  • Fine-tuning foundational PLMs using antibody structure and binding specificity data.
  • Developing learned feature representations for predicting antibody properties like mutational effects and paratope identification.

Main Results:

  • AbMAP accurately predicts mutational effects on antigen binding and paratope identification.
  • Experimental validation showed an 82% hit-rate and up to 22-fold binding affinity increase for SARS-CoV-2 antibodies.
  • Analysis of immune repertoires revealed convergent structural and functional coverage despite sequence diversity.

Conclusions:

  • AbMAP accelerates antibody design, modeling, and therapeutic discovery.
  • The transfer learning approach is adaptable to new PLM advancements.
  • AbMAP deepens the understanding of humoral immunity and B-cell receptor repertoire characteristics.