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Influence of gray level discretization on radiomic feature stability for different CT scanners, tube currents and slice thicknesses: a comprehensive phantom study.不同CT扫描仪、管电流和层厚下灰度离散化对影像组学特征稳定性的影响:一项全面的体模研究
Acta Oncol. 2017 Nov;56(11):1544-1553. doi: 10.1080/0284186X.2017.1351624. Epub 2017 Sep 8.
2
Prediction of the therapeutic response after FOLFOX and FOLFIRI treatment for patients with liver metastasis from colorectal cancer using computerized CT texture analysis.利用计算机断层扫描(CT)纹理分析预测结直肠癌肝转移患者接受FOLFOX和FOLFIRI治疗后的治疗反应
Eur J Radiol. 2016 Oct;85(10):1867-1874. doi: 10.1016/j.ejrad.2016.08.014. Epub 2016 Aug 23.
3
Albumin-Bilirubin Score: Predicting Short-Term Outcomes Including Bile Leak and Post-hepatectomy Liver Failure Following Hepatic Resection.白蛋白-胆红素评分:预测肝切除术后包括胆漏和肝切除术后肝功能衰竭在内的短期结局
J Gastrointest Surg. 2017 Feb;21(2):238-248. doi: 10.1007/s11605-016-3246-4. Epub 2016 Sep 12.
4
The utility of the MELD score in predicting mortality following liver resection for metastasis.终末期肝病模型(MELD)评分在预测肝转移瘤切除术后死亡率方面的效用。
Eur J Surg Oncol. 2016 Oct;42(10):1568-75. doi: 10.1016/j.ejso.2016.05.035. Epub 2016 Jun 16.
5
Repeatability of Radiomic Features in Non-Small-Cell Lung Cancer [(18)F]FDG-PET/CT Studies: Impact of Reconstruction and Delineation.非小细胞肺癌[(18)F]FDG-PET/CT研究中影像组学特征的可重复性:重建与勾画的影响
Mol Imaging Biol. 2016 Oct;18(5):788-95. doi: 10.1007/s11307-016-0940-2.
6
Using texture analyses of contrast enhanced CT to assess hepatic fibrosis.利用对比增强CT的纹理分析评估肝纤维化。
Eur J Radiol. 2016 Mar;85(3):511-7. doi: 10.1016/j.ejrad.2015.12.009. Epub 2015 Dec 17.
7
Early trends in serum phosphate and creatinine levels are associated with mortality following major hepatectomy.血清磷酸盐和肌酐水平的早期变化趋势与肝大部切除术后的死亡率相关。
HPB (Oxford). 2015 Dec;17(12):1058-65. doi: 10.1111/hpb.12483. Epub 2015 Sep 19.
8
Cholangiocarcinoma: Correlation between Molecular Profiling and Imaging Phenotypes.胆管癌:分子特征与影像表型之间的相关性
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Measuring Computed Tomography Scanner Variability of Radiomics Features.测量计算机断层扫描扫描仪的影像组学特征变异性。
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10
Texture analysis of preoperative CT images for prediction of postoperative hepatic insufficiency: a preliminary study.术前CT图像纹理分析预测术后肝功能不全的初步研究
J Am Coll Surg. 2015 Mar;220(3):339-46. doi: 10.1016/j.jamcollsurg.2014.11.027. Epub 2014 Dec 7.

定量成像特征与术后肝功能不全:多机构扩展队列研究。

Quantitative Imaging Features and Postoperative Hepatic Insufficiency: A Multi-Institutional Expanded Cohort.

机构信息

Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY.

Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.

出版信息

J Am Coll Surg. 2018 May;226(5):835-843. doi: 10.1016/j.jamcollsurg.2018.02.001. Epub 2018 Feb 15.

DOI:10.1016/j.jamcollsurg.2018.02.001
PMID:29454098
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5924623/
Abstract

BACKGROUND

Post-hepatectomy liver insufficiency (PHLI) is a significant cause of morbidity and mortality after liver resection. Quantitative imaging analysis using CT scans measures variations in pixel intensity related to perfusion. A preliminary study demonstrated a correlation between quantitative imaging features of the future liver remnant (FLR) parenchyma from preoperative CT scans and PHLI. The objective of this study was to explore the potential application of quantitative imaging analysis in PHLI in an expanded, multi-institutional cohort.

STUDY DESIGN

We retrospectively identified patients from 5 high-volume academic centers who developed PHLI after major hepatectomy, and matched them to control patients without PHLI (by extent of resection, preoperative chemotherapy treatment, age [±5 years], and sex). Quantitative imaging features were extracted from the FLR in the preoperative CT scan, and the most discriminatory features were identified using conditional logistic regression. Percent remnant liver volume (RLV) was defined as follows: (FLR volume)/(total liver volume) × 100. Significant clinical and imaging features were combined in a multivariate analysis using conditional logistic regression.

RESULTS

From 2000 to 2015, 74 patients with PHLI and 74 matched controls were identified. The most common indications for surgery were colorectal liver metastases (53%), hepatocellular carcinoma (37%), and cholangiocarcinoma (9%). Two CT imaging features (FD1_4: image complexity; ACM1_10: spatial distribution of pixel intensity) were strongly associated with PHLI and remained associated with PHLI on multivariate analysis (p = 0.018 and p = 0.023, respectively), independent of clinical variables, including preoperative bilirubin and %RLV.

CONCLUSIONS

Quantitative imaging features are independently associated with PHLI and are a promising preoperative risk stratification tool.

摘要

背景

肝切除术后肝功能不全(PHLI)是肝切除术后发病率和死亡率的重要原因。使用 CT 扫描的定量成像分析测量与灌注相关的像素强度变化。一项初步研究表明,术前 CT 扫描中肝切除术后剩余肝脏(FLR)实质的定量成像特征与 PHLI 之间存在相关性。本研究的目的是在一个扩展的多机构队列中探索定量成像分析在 PHLI 中的潜在应用。

研究设计

我们回顾性地从 5 个高容量学术中心确定了发生重大肝切除术后发生 PHLI 的患者,并将他们与无 PHLI 的对照患者(按切除范围、术前化疗治疗、年龄[±5 岁]和性别)相匹配。从术前 CT 扫描中提取 FLR 的定量成像特征,并使用条件逻辑回归识别最具鉴别力的特征。剩余肝体积百分比(RLV)定义如下:(FLR 体积)/(总肝体积)×100。使用条件逻辑回归对具有显著临床和影像学特征的多元分析进行分析。

结果

2000 年至 2015 年,共确定了 74 例 PHLI 患者和 74 例匹配的对照患者。手术的最常见指征是结直肠癌肝转移(53%)、肝细胞癌(37%)和胆管癌(9%)。两种 CT 成像特征(FD1_4:图像复杂度;ACM1_10:像素强度的空间分布)与 PHLI 密切相关,并且在多变量分析中仍然与 PHLI 相关(p=0.018 和 p=0.023),与包括术前胆红素和 RLV 在内的临床变量独立相关。

结论

定量成像特征与 PHLI 独立相关,是一种有前途的术前风险分层工具。