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Association between radiomics of diffusion-weighted imaging and histopathology in hepatocellular carcinoma. A preliminary investigation

无线电技术 肝细胞癌 组织病理学 磁共振弥散成像 医学 放射科 病理 磁共振成像 内科学
作者
Hans‐Jonas Meyer,Jakob Leonhardi,Johann Potratz,Dörthe Jechorek,Kai Ina Schramm,Jan Borggrefe,Alexey Surov
出处
期刊:Magnetic Resonance Imaging [Elsevier BV]
卷期号:: 110356-110356
标识
DOI:10.1016/j.mri.2025.110356
摘要

Diffusion-weighted imaging and the quantified apparent diffusion coefficient (ADC) correlate with cell density and histopathological features in tumors. Radiomics analysis may provide more insight into the underlying microstructure and may better correlate with histopathology. The present study used cross-sectional guided biopsy specimens to exploit the precise spatial localization of the performed biopsy to correlate radiomics features of the ADC map with immunohistochemical features in hepatocellular carcinoma (HCC). A total of 51 patients (11 female patients, 21.6 %) were included in the present study. The mean age was 71.9 ± 9.9 years, ranging from 42 to 91 years. Prebioptic liver MRI with diffusion-weighted imaging was used to correlate the radiomics features of the ADC maps with the immunohistochemical features quantified in liver biopsy. Proliferation potential Ki 67, leukocyte count and tumor-stroma ratio were evaluated as histopathological parameters. The following ADC texture features were correlated with the Ki 67 index _MinNorm (r = -0.307, p = 0.03), Vertl_RLNonUni (r = - 0.309, p = 0.03), 135dr_RLNonUni (r = -0.346, p = 0.01). The texture feature _MinNorm achieved the best diagnostic accuracy with an area under the curve of 0.76 (95 % CI 0.60-0.91, p < 0.01) to discriminate between low and high proliferative HCC. Multiple statistically significant correlations were found between ADC texture features and tumor-stroma-ratio, the highest for S(0,1)Contrast (r = 0.460, p = 0.001). No statistically significant correlations were found between the ADC texture features with the CD45+ leukocyte count and grading. Radiomics features of the ADC maps can reflect the underlying histopathology in HCC patients including the proliferation potential and tumor-stroma ratio but not CD45 positive cells and tumor grading. The complex interactions between quantitative imaging and histopathology need to be further investigated in a validation cohort.

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