Temporal assessment of lesion morphology on radiological images beyond lesion volumes-a proof-of-principle study.
Márton KolossváryDavid A BluemkeElliot K FishmanGary GerstenblithDavid CelentanoRaul N MandlerJag KhalsaSandeepan BhatiaShaoguang ChenShenghan LaiHong LaiPublished in: European radiology (2022)
• We propose a general methodology to decompose the latent morphology of lesions on radiological images using a radiomics-based systems biology approach. • As a proof-of-principle, we show that 1 year of cocaine abstinence results in significant changes in specific latent coronary plaque morphologic features and rewiring of the latent morphologic network above and beyond changes in plaque volumes and clinical characteristics. • We found endothelin-1 levels to mediate these structural changes providing potential pathological pathways warranting further investigation.
Keyphrases