Removing T-cell epitopes with computational protein design

Proc Natl Acad Sci U S A. 2014 Jun 10;111(23):8577-82. doi: 10.1073/pnas.1321126111. Epub 2014 May 19.

Abstract

Immune responses can make protein therapeutics ineffective or even dangerous. We describe a general computational protein design method for reducing immunogenicity by eliminating known and predicted T-cell epitopes and maximizing the content of human peptide sequences without disrupting protein structure and function. We show that the method recapitulates previous experimental results on immunogenicity reduction, and we use it to disrupt T-cell epitopes in GFP and Pseudomonas exotoxin A without disrupting function.

Keywords: Rosetta; biotherapeutics; deimmunization; immunotoxin; machine learning.

Publication types

  • Research Support, N.I.H., Intramural
  • Research Support, U.S. Gov't, Non-P.H.S.

MeSH terms

  • ADP Ribose Transferases / chemistry
  • ADP Ribose Transferases / genetics
  • ADP Ribose Transferases / immunology
  • Animals
  • Bacterial Toxins / chemistry
  • Bacterial Toxins / genetics
  • Bacterial Toxins / immunology
  • Cell Line, Tumor
  • Computer-Aided Design
  • Epitopes, T-Lymphocyte / genetics
  • Epitopes, T-Lymphocyte / immunology*
  • Exotoxins / chemistry
  • Exotoxins / genetics
  • Exotoxins / immunology
  • Flow Cytometry
  • Green Fluorescent Proteins / chemistry
  • Green Fluorescent Proteins / genetics
  • Green Fluorescent Proteins / immunology
  • HLA Antigens / genetics
  • HLA Antigens / immunology
  • Humans
  • Immunization
  • Immunotoxins / chemistry
  • Immunotoxins / genetics
  • Immunotoxins / immunology*
  • Mice
  • Mice, Inbred C57BL
  • Models, Molecular
  • Molecular Sequence Data
  • Protein Engineering / methods*
  • Protein Structure, Tertiary
  • Proteins / chemistry
  • Proteins / genetics
  • Proteins / immunology*
  • Pseudomonas aeruginosa Exotoxin A
  • Sequence Homology, Amino Acid
  • Spectrometry, Fluorescence
  • Support Vector Machine
  • Virulence Factors / chemistry
  • Virulence Factors / genetics
  • Virulence Factors / immunology

Substances

  • Bacterial Toxins
  • Epitopes, T-Lymphocyte
  • Exotoxins
  • HLA Antigens
  • Immunotoxins
  • Proteins
  • Virulence Factors
  • Green Fluorescent Proteins
  • ADP Ribose Transferases