Multiparametric magnetic resonance imaging of deep learning-based super-resolution reconstruction for predicting histopathologic grade in hepatocellular carcinoma

doi:10.3748/wjg.v31.i34.111541

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World Journal of Gastroenterology

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1007-9327

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Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA

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World J Gastroenterol. Sep 14, 2025; 31(34): 111541
Published online Sep 14, 2025. doi: 10.3748/wjg.v31.i34.111541

Table 3 Difference of selected radiomics features for all-sequence model between normal-resolution and super-resolution magnetic resonance imaging

	Original NR MRI	Deep learning-based SR MRI
1	DWI_original_glrlm_RunVariance	DWI_original_glrlm_LongRunEmphasis
2	DWI_original_glszm_ZonePercentage	DWI_original_glszm_SmallAreaEmphasis
3	DWI_original_shape_Elongation	DWI_wavelet_HLL_glcm_ClusterShade
4	DWI_wavelet_LHH_firstorder_Skewness	DWI_wavelet_LLL_ngtdm_Complexity
5	DWI_wavelet_LHL_firstorder_RobustMeanAbsoluteDeviation	DWI_log_sigma_5_0_mm_3D_glcm_DifferenceVariance
6	DWI_wavelet_LLL_glszm_GrayLevelVariance	PVP_original_firstorder_Kurtosis
7	PVP_log_sigma_5_0_mm_3D_glrlm_ShortRunEmphasis	PVP_wavelet_HLL_firstorder_Kurtosis
8	PVP_wavelet_LHH_glcm_ClusterShade	PVP_wavelet_LHL_firstorder_Median
9	PVP_wavelet_LHH_glcm_Correlation	PVP_wavelet_LLL_glszm_ZonePercentage
10	PVP_wavelet_LHL_firstorder_Median	T2WI_wavelet_HHL_glszm_SmallAreaEmphasis
11	T2WI_wavelet_HHL_firstorder_Kurtosis	T2WI_wavelet_HLH_firstorder_Median
12	T2WI_wavelet_HHL_firstorder_Median	T2WI_wavelet_HLH_glszm_SmallAreaEmphasis
13	T2WI_wavelet_LLL_firstorder_RootMeanSquared

NR: Normal-resolution; SR: Super-resolution; MRI: Magnetic resonance imaging; DWI: Diffusion-weighted imaging; T2WI: T2-weighted imaging; PVP: Portal venous phase.

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Citation: Wang ZZ, Song SM, Zhang G, Chen RQ, Zhang ZC, Liu R. Multiparametric magnetic resonance imaging of deep learning-based super-resolution reconstruction for predicting histopathologic grade in hepatocellular carcinoma. World J Gastroenterol 2025; 31(34): 111541
URL: https://www.wjgnet.com/1007-9327/full/v31/i34/111541.htm
DOI: https://dx.doi.org/10.3748/wjg.v31.i34.111541

Wang ZZ, Song SM, Zhang G, Chen RQ, Zhang ZC, Liu R. Multiparametric magnetic resonance imaging of deep learning-based super-resolution reconstruction for predicting histopathologic grade in hepatocellular carcinoma. World J Gastroenterol 2025; 31(34): 111541 [PMID: 40937458 DOI: 10.3748/wjg.v31.i34.111541]

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