Key result
Double Nakagami model matches original echo signal characteristics and estimates attenuation coefficients in computer simulations.
Why the study?
Double Nakagami amplitude envelope analysis struggles to differentiate coexisting fat and fibrous components in MASH, prompting collective analysis of ultrasound attenuation characteristics to improve accuracy.
Combining attenuation characteristics with the double Nakagami model in ultrasound simulations improves the characterization of simulated liver tissue properties, potentially aiding in MASH diagnosis.
Limits reliable fat-fibrosis differentiation by QUS in MASH; leaves open refined envelope models for clinical validation.
Metabolic dysfunction-associated steatohepatitis (MASH), a disease in which the liver contains fat droplets and fibers, has gradually been gaining attention due to its high incidence and risk of severe complications. Combining high-frequency echo data with higher-order amplitude envelope analysis models like the double Nakagami (DN) model enhances quantitative ultrasound (QUS) accuracy of MASH. However, earlier studies have indicated that this method struggles to differentiate fat and fibrous components when they coexist. In this study, the attenuation characteristics of the ultrasound signals were analyzed collectively to amplitude envelope analysis method to improve classification accuracy. A computer-based simulation system was developed using k-Wave, a widely adopted ultrasound simulation platform that supports simultaneous modeling of scattering and attenuation. A series of numerical models with different sound speeds and acoustic attenuation properties were used for simulation. The data were collected at a center frequency of 31.25 MHz with compound plane-wave imaging (CPWI) method. And a ROI scanned the whole analysis area to estimate DN parameters and attenuation coefficient. The results show that the DN model can match the amplitude envelope characteristics of the original echo signal and estimated attenuation coefficients were found to be associated with the numerical model settings.
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Zhang et al. (2025) studied Metabolic dysfunction-associated steatohepatitis (MASH). Double Nakagami (DN) model combined with attenuation characteristics was evaluated on DN parameters and attenuation coefficient estimation. A computer-based simulation showed that the double Nakagami model matches the amplitude envelope characteristics of original echo signals and estimates attenuation coefficients based on model settings.
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