Computational optimization of antibody humanness and stability by systematic energy-based ranking

Ariel Tennenhouse, Lev Khmelnitsky, Razi Khalaila, Noa Yeshaya, Ashish Noronha, Moshit Lindzen, Emily K. Makowski, Ira Zaretsky, Yael Fridmann Sirkis, Yael Galon-Wolfenson, Peter M. Tessier, Jakub Abramson, Yosef Yarden, Deborah Fass, Sarel J. Fleishman

Research output: Contribution to journalArticlepeer-review

Abstract

Conventional methods for humanizing animal-derived antibodies involve grafting their complementarity-determining regions onto homologous human framework regions. However, this process can substantially lower antibody stability and antigen-binding affinity, and requires iterative mutational fine-tuning to recover the original antibody properties. Here we report a computational method for the systematic grafting of animal complementarity-determining regions onto thousands of human frameworks. The method, which we named CUMAb (for computational human antibody design; available at http://CUMAb.weizmann.ac.il), starts from an experimental or model antibody structure and uses Rosetta atomistic simulations to select designs by energy and structural integrity. CUMAb-designed humanized versions of five antibodies exhibited similar affinities to those of the parental animal antibodies, with some designs showing marked improvement in stability. We also show that (1) non-homologous frameworks are often preferred to highest-homology frameworks, and (2) several CUMAb designs that differ by dozens of mutations and that use different human frameworks are functionally equivalent.

Original languageEnglish
Pages (from-to)30-44
Number of pages15
JournalNature Biomedical Engineering
Volume8
Issue number1
Early online date7 Aug 2023
DOIs
StatePublished - Jan 2024

All Science Journal Classification (ASJC) codes

  • Biotechnology
  • Bioengineering
  • Medicine (miscellaneous)
  • Biomedical Engineering
  • Computer Science Applications

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