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Correlation of radiomic features on dynamic contrast-enhanced magnetic resonance with microvessel density in hepatocellular carcinoma based on different models. | LitMetric

AI Article Synopsis

  • The study investigates the relationship between radiomic features from dynamic contrast-enhanced MRI and microvessel density in patients with hepatocellular carcinoma, utilizing two different models (SITET and DITET).
  • Significant differences in quantitative parameters were found between the SITET and DITET models, with the DITET model showing stronger correlations with microvessel density markers (CD31-MVD and CD34-MVD).
  • The DITET model’s radiomic features demonstrated high predictive accuracy for CD34-MVD levels, indicating it is a more effective tool for assessing microcirculation in hepatocellular carcinoma patients than the SITET model.

Article Abstract

Objective: To explore the correlations of radiomic features of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) with microvessel density (MVD) in patients with hepatocellular carcinoma (HCC), based on single-input and dual-input two-compartment extended Tofts (SITET and DITET) models.

Methods: We compared the quantitative parameters of SITET and DITET models for DCE-MRI in 30 patients with HCC using paired sample -tests. The correlations of SITET and DITET model parameters with CD31-MVD and CD34-MVD were analyzed using Pearson's correlation analysis. A diagnostic model of CD34-MVD was established and the diagnostic abilities of models for MVD were analyzed using receiver operating characteristic curve (ROC) analysis.

Results: There were significant differences between the quantitative parameters in the two kinds of models. Compared with SITET, DITET parameters showed better correlations with CD31-MVD and CD34-MVD. The K and Ve radiomics features of the DITET model showed high efficiency for predicting the level of CD34-MVD according to ROC analysis, with areas under curves of 0.83 and 0.94, respectively.

Conclusion: Compared with SITET, the DITET model provides a better indication of the microcirculation of HCC and is thus more suitable for examining patients with HCC.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7944531PMC
http://dx.doi.org/10.1177/0300060521997586DOI Listing

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