In oncology, differentiating between malignant and benign tissues, as well as identifying tumor grade and extent, is crucial. Traditional imaging techniques like MRI and CT scans have limitations in accurately characterizing tumor microenvironment. DKI addresses these limitations by providing nuanced details about cellular density, organization, and microstructural complexity, which are critical parameters in cancer diagnosis and treatment planning.