# OnCo record idea-bio1-evolution-forecasting (idea). Data CC BY-NC 4.0, attribute "Data from OnCo (onco.cc)". Whole corpus: https://onco.cc/api/v1/onco.nt
@prefix schema: <https://schema.org/> .
@prefix onco: <https://onco.cc/ns#> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

<https://onco.cc/ideas/idea-bio1-evolution-forecasting/>
  a schema:CreativeWork ;
  onco:kind "idea" ;
  schema:identifier "idea-bio1-evolution-forecasting" ;
  schema:name "Forecast the next resistance mutation like the weather"@en ;
  schema:description "Flu vaccines are chosen by predicting which virus strains will dominate next season. The same forecasting maths could predict which resistance mutation a patient's tumour will develop next."@en ;
  schema:url <https://onco.cc/ideas/idea-bio1-evolution-forecasting/> ;
  schema:dateModified "2026-09-08"^^xsd:date ;
  schema:citation <https://doi.org/10.1056/NEJMoa1113205> ;
  onco:technologies <https://onco.cc/technologies/liquid-biopsy/>, <https://onco.cc/technologies/ai-drug-design/> ;
  onco:drugs <https://onco.cc/drugs/osimertinib/>, <https://onco.cc/drugs/sotorasib/> ;
  onco:terms <https://onco.cc/terms/resistance/> ;
  onco:bottlenecks <https://onco.cc/bottlenecks/b-tumor-heterogeneity/>, <https://onco.cc/bottlenecks/b-resistance/>, <https://onco.cc/bottlenecks/b-ai-validation/> .