Keywords: Diagnosis/Prediction, Radiomics, Functional liver reserve; Delta radiomics; Gd-EOB-DTPA;
Motivation: The current indocyanine green clearance test is not yet widespread. Gd-EOB-DTPA enhanced MRI imaging can assess the overall liver function, but it is challenging to quantitatively and accurately evaluate it.
Goal(s): Our goal is to assess the ability of Gd-EOB-DTPA enhanced MRI radiomics and Delta radiomics for predicting functional liver reserve.
Approach: We obtained MRI images from 117 patients, trained models on 70% of them, and tested models on the remaining patients.
Results: The prediction models based on Gd-EOB-DTPA enhanced MRI radiomics and Delta radiomics are effective diagnostic tools for the quantitative assessment of functional liver reserve.
Impact: Gd-EOB-DTPA enhanced MRI radiomics and Delta radiomics models can quantitatively assess functional liver reserve, aiding clinicians in selecting the right treatment, monitoring treatment progress, and predicting patient survival.
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