Multimodal machine learning reveals that tumour microenvironments can be decomposed into spatially organized multicellular ecosystems, termed spatial ecotypes, that can be accessed non-invasively via liquid biopsy and used to profile individual cancers and target treatments.
- Wubing Zhang
- Erin L. Brown
- Aaron M. Newman
