Identification of humoral immune responses in protein microarrays using DNA microarray data analysis techniques

Bioinformatics. 2006 Jul 15;22(14):1760-6. doi: 10.1093/bioinformatics/btl162. Epub 2006 Apr 27.


Motivation: We present a study of antigen expression signals from a newly developed high-throughput protein microarray technique. These signals are a measure of antibody-antigen binding activity and provide a basis for understanding humoral immune responses to various infectious agents and supporting vaccine and diagnostic development.

Results: We investigate the characteristics of these expression profiles and show that noise models, normalization, variance estimation and differential expression analysis techniques developed in the context of DNA microarray analysis can be adapted and applied to these protein arrays. Using a high-dimensional dataset containing measurements of expression profiles of antibody reactivity against each protein (295 antigens and 9 controls) in 42 malaria (Plasmodium falciparum) protein arrays derived from 22 donors with various clinical presentations of malaria, we present a methodology for the analysis and identification of significantly expressed antigens targeted by immune responses for individual sera, groups of sera and across stages of infection. We also conduct a short study highlighting the top immunoreactive antigens where we identify three novel high priority antigens for future evaluation.

Availability: All software programs (in R) used for the analysis described in this paper are freely available for academic purposes at

Publication types

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

MeSH terms

  • Algorithms*
  • Antibody Formation / immunology*
  • Antigen-Antibody Complex / analysis
  • Antigen-Antibody Complex / immunology
  • Antigens / analysis
  • Antigens / immunology*
  • Gene Expression Profiling / methods*
  • Immunoassay / methods*
  • Oligonucleotide Array Sequence Analysis / methods*
  • Protein Array Analysis / methods*


  • Antigen-Antibody Complex
  • Antigens