~/talk

AIMED: AI for Prostate Cancer Detection and Immunotherapy Response

Talkat DSC Europe 23 · 2023-11-20..11-24· [machine-learning]
name:T. Krizan
links:none on file
slides:none on file

Two EU-funded programs build a non‑invasive prostate screen around a urine vaporization device that produces spectral profiles with up to 6,000 omic features and a smartphone workflow, and a mechanistic immunotherapy platform that models cell electrical state using a Dublin “sear” engine and molecular graphs. A 1,357‑patient pilot shows detectable signal from urine; target clinical acceptance is ≥87% accuracy threshold. Models train via federated learning, and plans include in silico screening followed by in vitro and mouse double‑blind validation.

AI-written summary · about

  1. 0:00AI in prostate cancer projects
  2. 1:05Motivation behind project
  3. 2:08Current detection challenges
  4. 7:05Noninvasive early detection approach
  5. 12:44Liquid biopsy and urine analysis
  6. 16:17Immunotherapy response modeling
  7. 18:46Multimodal data collection and SEAR platform
  8. 22:41Future project extensions
  9. 26:09Q&A
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