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对比剂注射对结直肠癌肝转移和非肿瘤性肝实质的基于CT的影像组学有影响,揭示了“放射学”肿瘤微环境。

Contrast Administration Impacts CT-Based Radiomics of Colorectal Liver Metastases and Non-Tumoral Liver Parenchyma Revealing the "Radiological" Tumour Microenvironment.

作者信息

Fiz Francesco, Costa Guido, Gennaro Nicolò, la Bella Ludovico, Boichuk Alexandra, Sollini Martina, Politi Letterio S, Balzarini Luca, Torzilli Guido, Chiti Arturo, Viganò Luca

机构信息

Nuclear Medicine Unit, IRCCS Humanitas Research Hospital, Rozzano, 20089 Milan, Italy.

Division of Hepatobiliary and General Surgery, Department of Surgery, IRCCS Humanitas Research Hospital, Rozzano, 20089 Milan, Italy.

出版信息

Diagnostics (Basel). 2021 Jun 25;11(7):1162. doi: 10.3390/diagnostics11071162.

Abstract

The impact of the contrast medium on the radiomic textural features (TF) extracted from the CT scan is unclear. We investigated the modification of TFs of colorectal liver metastases (CLM), peritumoral tissue, and liver parenchyma. One hundred and sixty-two patients with 409 CLMs undergoing resection (2017-2020) into a single institution were considered. We analyzed the following volumes of interest (VOIs): The CLM (Tumor-VOI); a 5-mm parenchyma rim around the CLM (Margin-VOI); and a 2-mL sample of parenchyma distant from CLM (Liver-VOI). Forty-five TFs were extracted from each VOI (LIFEx). Contrast enhancement affected most TFs of the Tumor-VOI (71%) and Margin-VOI (62%), and part of those of the Liver-VOI (44%, = 0.010). After contrast administration, entropy increased and energy decreased in the Tumor-VOI (0.93 ± 0.10 vs. 0.85 ± 0.14 in pre-contrast; 0.14 ± 0.03 vs. 0.18 ± 0.04, < 0.001) and Margin-VOI (0.89 ± 0.11 vs. 0.85 ± 0.12; 0.16 ± 0.04 vs. 0.18 ± 0.04, < 0.001), while remaining stable in the Liver-VOI. Comparing the VOIs, pre-contrast Tumor and Margin-VOI had similar entropy and energy (0.85/0.18 for both), while Liver-VOI had lower values (0.76/0.21, < 0.001). In the portal phase, a gradient was observed (entropy: Tumor > Margin > Liver; energy: Tumor < Margin < Liver, < 0.001). Contrast enhancement affected TFs of CLM, while it did not modify entropy and energy of parenchyma. TFs of the peritumoral tissue had modifications similar to the Tumor-VOI despite its radiological aspect being equal to non-tumoral parenchyma.

摘要

对比剂对从CT扫描中提取的影像组学纹理特征(TF)的影响尚不清楚。我们研究了结直肠癌肝转移(CLM)、瘤周组织和肝实质的TF变化。本研究纳入了2017年至2020年期间在单一机构接受手术切除的162例患者的409个CLM。我们分析了以下感兴趣区域(VOI):CLM(肿瘤VOI);CLM周围5mm的实质边缘(边缘VOI);以及距CLM较远的2mL实质样本(肝脏VOI)。从每个VOI(LIFEx)中提取45个TF。对比增强影响了肿瘤VOI的大多数TF(71%)和边缘VOI的大多数TF(62%),以及部分肝脏VOI的TF(44%,P = 0.010)。注射对比剂后,肿瘤VOI的熵增加而能量降低(对比前为0.93±0.10 vs. 0.85±0.14;0.14±0.03 vs. 0.18±0.04,P < 0.001),边缘VOI也如此(0.89±0.11 vs. 0.85±0.12;0.16±0.04 vs. 0.18±0.04,P < 0.001),而肝脏VOI保持稳定。比较各VOI,对比前肿瘤VOI和边缘VOI的熵和能量相似(均为0.85/0.18),而肝脏VOI的值较低(0.76/0.21,P < 0.001)。在门静脉期,观察到一个梯度(熵:肿瘤>边缘>肝脏;能量:肿瘤<边缘<肝脏,P < 0.001)。对比增强影响了CLM的TF,而未改变实质的熵和能量。尽管瘤周组织的放射学表现与非肿瘤实质相同,但其TF变化与肿瘤VOI相似。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d7ba/8305553/0497c4db20ac/diagnostics-11-01162-g001.jpg

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