Old Medicines, New Questions | Kitson Maxxing Learning, Book 5 (Maxxing Edition)

Marinka Zitnik, TxGNN and the search for drug candidates for diseases with none

The full story of TxGNN from Marinka Zitnik's Harvard lab and its partners: the rare-disease gap, the team, the PrimeKG knowledge graph, how the model reads it, borrows from similar diseases and explains itself, every benchmark and the expert and medical-records checks with their numbers, and a full chapter on limits. Research hypotheses, not treatment advice.

Inside:

• The model, explained properly
• Every figure sourced and dated
• The honest limits, in full
• Timeline, glossary and key papers annotated

The Maxxing Edition: a 60-page professional non-fiction ebook (PDF, 6x9 paperback style) from Kitson Workshop, with a foreword, a dated timeline, a glossary, key papers annotated, and full sources and notes. Companion to Kitson Maxxing Learning, episode 5, on YouTube. Free sample available: the foreword and chapter one.

Independent: written from published papers and institutional sources; not endorsed by the people or organisations named. For educational purposes only; not medical, financial or professional advice.