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肝转移瘤瘤周组织的影像组学梯度:临床实践的生物标志物?分析密度、熵及均匀性随距肿瘤距离的变化

Radiomic Gradient in Peritumoural Tissue of Liver Metastases: A Biomarker for Clinical Practice? Analysing Density, Entropy, and Uniformity Variations with Distance from the Tumour.

作者信息

Fiz Francesco, Ragaini Elisa Maria, Sirchia Sara, Masala Chiara, Viganò Samuele, Francone Marco, Cavinato Lara, Lanzarone Ettore, Ammirabile Angela, Viganò Luca

机构信息

Nuclear Medicine Unit, Department of Diagnostic Imaging, Ente Ospedaliero "Ospedali Galliera", 16128 Genoa, Italy.

Department of Nuclear Medicine and Clinical Molecular Imaging, University Hospital, 72076 Tübingen, Germany.

出版信息

Diagnostics (Basel). 2024 Jul 18;14(14):1552. doi: 10.3390/diagnostics14141552.

Abstract

The radiomic analysis of the tissue surrounding colorectal liver metastases (CRLM) enhances the prediction accuracy of pathology data and survival. We explored the variation of the textural features in the peritumoural tissue as the distance from CRLM increases. We considered patients with hypodense CRLMs >10 mm and high-quality computed tomography (CT). In the portal phase, we segmented (1) the tumour, (2) a series of concentric rims at a progressively increasing distance from CRLM (from one to ten millimetres), and (3) a cylinder of normal parenchyma (Liver-VOI). Sixty-three CRLMs in 51 patients were analysed. Median peritumoural HU values were similar to Liver-VOI, except for the first millimetre around the CRLM. Entropy progressively decreased (from 3.11 of CRLM to 2.54 of Liver-VOI), while uniformity increased (from 0.135 to 0.199, < 0.001). At 10 mm from CRLM, entropy was similar to the Liver-VOI in 62% of cases and uniformity in 46%. In small CRLMs (≤30 mm) and responders to chemotherapy, normalisation of entropy and uniformity values occurred in a higher proportion of cases and at a shorter distance. The radiomic analysis of the parenchyma surrounding CRLMs unveiled a wide halo of progressively decreasing entropy and increasing uniformity despite a normal radiological aspect. Underlying pathology data should be investigated.

摘要

结直肠癌肝转移(CRLM)周围组织的放射组学分析提高了病理数据和生存预测的准确性。我们探讨了随着距CRLM距离的增加,瘤周组织纹理特征的变化。我们纳入了CRLM直径>10 mm且CT质量高的低密度CRLM患者。在门静脉期,我们分割出(1)肿瘤,(2)一系列距CRLM距离逐渐增加(从1毫米到10毫米)的同心边缘,以及(3)正常实质圆柱体(肝脏感兴趣区)。对51例患者的63个CRLM进行了分析。除CRLM周围的第一毫米外,瘤周HU值中位数与肝脏感兴趣区相似。熵逐渐降低(从CRLM的3.11降至肝脏感兴趣区的2.54),而均匀性增加(从0.135增至0.199,<0.001)。在距CRLM 10毫米处,62%的病例熵与肝脏感兴趣区相似,46%的病例均匀性相似。在小CRLM(≤30毫米)和化疗反应者中,熵和均匀性值的归一化在更高比例的病例中出现且距离更短。CRLM周围实质的放射组学分析揭示了一个尽管放射学表现正常但熵逐渐降低且均匀性增加的广泛晕圈。应研究潜在的病理数据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7ce/11276558/f4f320ff2e3b/diagnostics-14-01552-g001.jpg

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