Lung Cancer Research

RADIOMICS BIOMARKERS

3D adaptive multi-component EM analysis (AMEA) of tumor heterogeneity. 

A. Pure ground glass opacity (GGO) nodule with poorly defined margins – adenocarcinoma in situ

B. Subsolid nodule with spiculated margins – invasive adenocarcinoma

C. GGO containing small solid components with poorly defined margins – adenocarcinoma in situ

Radiomics biomarkers for differentiation of  invasive and indolent lung cancer






INV = invasive​

Pre-INV = pre-invasive adenocarcinoma in situ (AIS) and minimally invasive adenocarcinoma (MIA)