mAbsBioinformaticsPeer-reviewed journal article
Data mining patented antibody sequences
Abstract
Patent literature should be a reflection of thirty years of engineering efforts in developing monoclonal antibody therapeutics. Such information is potentially valuable for rational antibody design. Patents however are not designed to convey scientific knowledge, but rather legal protection. It is unclear whether antibody information from patent documents, such as antibody sequences could be useful for the therapeutic antibody sphere in conveying engineering know-how rather than act as legal reference only. To assess the utility of patent data for therapeutic antibody engineering, we quantified the amount of antibody sequences in patents destined for medicinal purposes and how well they reflect the primary sequences of therapeutic antibodies in clinical use. We identified 16,526 patent families from major jurisdictions (e.g. USPTO and WIPO) that contained antibody sequences. These families held 245,109 unique antibody chains (135,397 heavy chains and 109,712 light chains) that we compiled in our Patented Antibody Database (PAD, http://naturalantibody.com/pad). We find that antibodies make up a non-trivial proportion of all patent amino acid sequence depositions (e.g. 10.95% of USPTO Full Text database). Our analysis of the 16,526 families demonstrates that the volume of patent documents with antibody sequences is growing with the majority of documents classified as containing antibodies for medicinal purposes. We further studied the 245,109 antibody chains from patent literature to reveal that they very well reflect the primary sequences of antibody therapeutics in clinical use. This suggests that patent literature could serve as a reference of previous engineering efforts to improve rational antibody design.
- Citations
- 25
- FWCI
- 2.77
- Field percentile
- top 9%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- The Patent and Literature Antibody Database (PLAbDab): an evolving reference set of functionally diverse, literature-annotated antibody sequences and structures
Brennan Abanades, Tobias Hegelund Olsen, … Charlotte Mary Deane·Nucleic Acids ResearchPeer-reviewed·Oct 28, 2023
- Looking for Therapeutic Antibodies in Next Generation Sequencing Repositories
Konrad Krawczyk, Matthew I. J. Raybould, … Charlotte Mary Deane·mAbsPeer-reviewed·Jun 20, 2019
- AbDiver - A tool to explore the natural antibody landscape to aid therapeutic design
Jakub Młokosiewicz, Piotr Deszyński, … Konrad Krawczyk·BioinformaticsPeer-reviewed·Mar 10, 2022
- YAbS: The Antibody Society's antibody therapeutics database
Puneet Rawat, Silvia Crescioli, … Janice M. Reichert·mAbsPeer-reviewed·Feb 27, 2025
- Biophysical cartography of the native and human-engineered antibody landscapes quantifies the plasticity of antibody developability
Habib Bashour, Eva Smorodina, … Victor Greiff·Communications BiologyPeer-reviewed·Jul 31, 2024
- Generative language modeling for antibody design
R. W. Shuai, J. A. Ruffolo, J. J. Gray·bioRxiv·Dec 13, 2021