Complete De Novo Assembly of Monoclonal Antibody Sequences

peer-reviewed · Scientific Reports · 2016

peer-reviewed · Scientific Reports · 2016. Ngoc Hieu Tran et al. De novo protein sequencing is one of the key problems in mass spectrometry-based proteomics, especially for…
Date 2016-08-26
Type peer-reviewed
Venue Scientific Reports
Publisher Springer Science and Business Media LLC
Contribution post-processor
DOI 10.1038/srep31730
Citations (OpenAlex) 173
Venue 2-year citedness 4.50

Abstract

De novo protein sequencing is one of the key problems in mass spectrometry-based proteomics, especially for novel proteins such as monoclonal antibodies for which genome information is often limited or not available. However, due to limitations in peptides fragmentation and coverage, as well as ambiguities in spectra interpretation, complete de novo assembly of unknown protein sequences still remains challenging. To address this problem, we propose an integrated system, ALPS, which for the first time can automatically assemble full-length monoclonal antibody sequences. Our system integrates de novo sequencing peptides, their quality scores and error-correction information from databases into a weighted de Bruijn graph to assemble protein sequences. We evaluated ALPS performance on two antibody data sets, each including a heavy chain and a light chain. The results show that ALPS was able to assemble three complete monoclonal antibody sequences of length 216-441 AA, at 100% coverage, and 96.64-100% accuracy.

Authors

  1. Ngoc Hieu Tran · Bioinformatics Solutions Inc., University of Waterloo
  2. M. Ziaur Rahman · Bioinformatics Solutions Inc., University of Waterloo
  3. Lin He · Bioinformatics Solutions Inc., University of Waterloo
  4. Lei Xin · Bioinformatics Solutions Inc.
  5. Baozhen Shan · Bioinformatics Solutions Inc.
  6. Ming Li · Bioinformatics Solutions Inc., Peng Cheng Laboratory, University of Waterloo, University of Western Ontario

Methods and tools

  • ALPS: Assembles de novo sequenced peptides and their per-residue confidence scores into a de Bruijn graph to reconstruct complete monoclonal antibody heavy and light chains without a template.

Seen in the charts

Back to the full map

Back to top