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Mapping the global patent landscape of phage therapy

Who patents phage therapy, where, and on which technologies: a global landscape from 1955 to 2023.

Problem

Phage therapy is a fast-growing alternative to antibiotics, but nobody had mapped who patents it, where, and on what.

Approach

Collected 5,753 patents, merged them into 2,365 patent families, found 10 technology themes with topic modelling, and measured applicant and inventor impact in Python.

Result

First-author article in Nature Biotechnology (December 2024), with all code public.

My role

First author: study design, patent collection and cleaning, NLP, network analysis and writing.

Outputs

2,365 patent families; figures, networks, topic models; Nature Biotechnology article

Methods and tools

  • Lens.org
  • Python
  • pandas
  • scikit-learn
  • NLTK
  • scispaCy
  • OpenRefine
  • LDA
  • VOSviewer

Skills

  • Patent analytics
  • entity normalization
  • topic modelling
  • network analysis
  • writing