• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

结直肠癌的肝脏强化:纹理分析与肝脏血流动力学及患者生存率相关。

Hepatic enhancement in colorectal cancer: texture analysis correlates with hepatic hemodynamics and patient survival.

作者信息

Ganeshan Balaji, Miles Kenneth A, Young Rupert C D, Chatwin Chris R

机构信息

Department of Engineering & Design, University of Sussex, Brighton BN1 9QT, UK.

出版信息

Acad Radiol. 2007 Dec;14(12):1520-30. doi: 10.1016/j.acra.2007.06.028.

DOI:10.1016/j.acra.2007.06.028
PMID:18035281
Abstract

RATIONALE AND OBJECTIVES

Perfusion imaging of the liver has attracted interest as a potential means for earlier detection of hepatic metastases, but the techniques are complex and do not form part of routine imaging protocols. This study assesses whether the hemodynamic status of the liver of patients with colorectal cancer but apparently normal hepatic morphology is reflected by texture features within a single portal-phase contrast enhanced computed tomography (CT) image and correlates texture with overall survival.

MATERIALS AND METHODS

Portal-phase CT images from 27 patients with colorectal cancer but no apparent hepatic metastases were processed using a band-pass filter that highlighted image features at different spatial frequencies. A range of parameters reflecting liver texture on filtered images were correlated against CT hepatic perfusion index (HPI) and patient survival.

RESULTS

After image filtration, entropy values from hepatic regions were inversely correlated with HPI (r=-0.503978, P=.007355), and directly correlated with survival (r=0.489642, P=.009533). An entropy value below 2.0 identified four patients who died within 36 months of their CT scan with sensitivity 100% and specificity 65% (P<.03).

CONCLUSION

The hemodynamic status of the liver is reflected by subtle changes in coarse texture on portal phase images that can be revealed by texture analysis. Texture analysis has the potential to identify colorectal cancer patients with an apparently normal portal phase hepatic CT but reduced survival.

摘要

原理与目的

肝脏灌注成像作为早期检测肝转移的一种潜在手段已引起关注,但该技术复杂,并非常规成像方案的一部分。本研究评估在单期门静脉期对比增强计算机断层扫描(CT)图像中,纹理特征是否能反映结直肠癌患者肝脏的血流动力学状态,且肝脏形态看似正常,并将纹理与总生存期相关联。

材料与方法

对27例结直肠癌但无明显肝转移患者的门静脉期CT图像使用带通滤波器进行处理,该滤波器可突出不同空间频率的图像特征。将一系列反映滤波后图像上肝脏纹理的参数与CT肝脏灌注指数(HPI)和患者生存期进行关联。

结果

图像滤波后,肝脏区域的熵值与HPI呈负相关(r = -0.503978,P = 0.007355),与生存期呈正相关(r = 0.489642,P = 0.009533)。熵值低于2.0可识别出4例在CT扫描后36个月内死亡的患者,敏感性为100%,特异性为65%(P < 0.03)。

结论

门静脉期图像上粗糙纹理的细微变化可反映肝脏的血流动力学状态,纹理分析可揭示这些变化。纹理分析有可能识别出门静脉期肝脏CT看似正常但生存期缩短的结直肠癌患者。

相似文献

1
Hepatic enhancement in colorectal cancer: texture analysis correlates with hepatic hemodynamics and patient survival.结直肠癌的肝脏强化:纹理分析与肝脏血流动力学及患者生存率相关。
Acad Radiol. 2007 Dec;14(12):1520-30. doi: 10.1016/j.acra.2007.06.028.
2
Texture analysis in non-contrast enhanced CT: impact of malignancy on texture in apparently disease-free areas of the liver.非增强CT中的纹理分析:恶性肿瘤对肝脏明显无病变区域纹理的影响。
Eur J Radiol. 2009 Apr;70(1):101-10. doi: 10.1016/j.ejrad.2007.12.005. Epub 2008 Feb 1.
3
In search of biologic correlates for liver texture on portal-phase CT.寻找门静脉期CT上肝脏质地的生物学关联因素。
Acad Radiol. 2007 Sep;14(9):1058-68. doi: 10.1016/j.acra.2007.05.023.
4
Colorectal cancer: texture analysis of portal phase hepatic CT images as a potential marker of survival.结直肠癌:门静脉期肝脏CT图像的纹理分析作为生存的潜在标志物
Radiology. 2009 Feb;250(2):444-52. doi: 10.1148/radiol.2502071879. Epub 2009 Jan 22.
5
CT textural analysis of hepatic metastatic colorectal cancer: pre-treatment tumor heterogeneity correlates with pathology and clinical outcomes.肝转移性结直肠癌的CT纹理分析:治疗前肿瘤异质性与病理及临床结局相关。
Abdom Imaging. 2015 Oct;40(7):2331-7. doi: 10.1007/s00261-015-0438-4.
6
Multi-detector row helical CT of the liver: quantitative assessment of iodine concentration of intravenous contrast material on multiphasic CT--a prospective randomized study.肝脏多排螺旋CT:多期CT上静脉造影剂碘浓度的定量评估——一项前瞻性随机研究
Radiat Med. 2004 Jul-Aug;22(4):239-45.
7
Timing of parenchymal enhancement on dual-phase dynamic helical CT of the liver: how long does the hepatic arterial phase predominate?肝脏双期动态螺旋CT实质强化的时间:肝动脉期占优势的时长是多久?
AJR Am J Roentgenol. 1996 Jun;166(6):1305-10. doi: 10.2214/ajr.166.6.8633437.
8
Hepatic metastasis detection: comparison of three CT contrast enhancement methods.
Radiology. 1987 Dec;165(3):785-90. doi: 10.1148/radiology.165.3.3685361.
9
Helical CT of the liver: value of an early hepatic arterial phase.肝脏螺旋CT:肝动脉早期的价值
Radiology. 1995 Nov;197(2):357-63. doi: 10.1148/radiology.197.2.7480677.
10
Characterization of Portal Vein Thrombosis (Neoplastic Versus Bland) on CT Images Using Software-Based Texture Analysis and Thrombus Density (Hounsfield Units).基于软件的纹理分析和血栓密度(亨氏单位)对 CT 图像中门静脉血栓(肿瘤性与非肿瘤性)的特征描述。
AJR Am J Roentgenol. 2016 Nov;207(5):W81-W87. doi: 10.2214/AJR.15.15928. Epub 2016 Aug 4.

引用本文的文献

1
Predicting the risk stratification of gastrointestinal stromal tumors using machine learning-based ultrasound radiomics.基于机器学习的超声放射组学预测胃肠道间质瘤的风险分层。
J Med Ultrason (2001). 2024 Jan;51(1):71-82. doi: 10.1007/s10396-023-01373-0. Epub 2023 Oct 5.
2
Whole-liver enhanced CT radiomics analysis to predict metachronous liver metastases after rectal cancer surgery.全肝增强 CT 放射组学分析预测直肠癌术后肝转移的发生。
Cancer Imaging. 2022 Sep 11;22(1):50. doi: 10.1186/s40644-022-00485-z.
3
Radiomics and Machine Learning Analysis Based on Magnetic Resonance Imaging in the Assessment of Colorectal Liver Metastases Growth Pattern.
基于磁共振成像的影像组学和机器学习分析在评估结直肠癌肝转移生长模式中的应用
Diagnostics (Basel). 2022 Apr 29;12(5):1115. doi: 10.3390/diagnostics12051115.
4
CT-Based Radiomics Analysis to Predict Histopathological Outcomes Following Liver Resection in Colorectal Liver Metastases.基于CT的影像组学分析预测结直肠癌肝转移肝切除术后的组织病理学结果
Cancers (Basel). 2022 Mar 24;14(7):1648. doi: 10.3390/cancers14071648.
5
Using texture analysis in the development of a potential radiomic signature for early identification of hepatic metastasis in colorectal cancer.利用纹理分析开发一种潜在的放射组学特征,用于早期识别结直肠癌肝转移。
Eur J Radiol Open. 2022 Mar 21;9:100415. doi: 10.1016/j.ejro.2022.100415. eCollection 2022.
6
EOB-MR Based Radiomics Analysis to Assess Clinical Outcomes following Liver Resection in Colorectal Liver Metastases.基于增强外泌体磁共振成像的放射组学分析评估结直肠癌肝转移肝切除术后的临床结局
Cancers (Basel). 2022 Feb 27;14(5):1239. doi: 10.3390/cancers14051239.
7
Contrast MR-Based Radiomics and Machine Learning Analysis to Assess Clinical Outcomes following Liver Resection in Colorectal Liver Metastases: A Preliminary Study.基于对比增强磁共振成像的影像组学与机器学习分析评估结直肠癌肝转移肝切除术后的临床结局:一项初步研究
Cancers (Basel). 2022 Feb 22;14(5):1110. doi: 10.3390/cancers14051110.
8
An imaging signature to predict outcome in metastatic colorectal cancer using routine computed tomography scans.使用常规计算机断层扫描成像预测转移性结直肠癌患者的预后。
Eur J Cancer. 2022 Jan;161:138-147. doi: 10.1016/j.ejca.2021.10.029. Epub 2021 Dec 13.
9
Radiogenomics: Hunting Down Liver Metastasis in Colorectal Cancer Patients.放射基因组学:探寻结直肠癌患者的肝转移情况
Cancers (Basel). 2021 Nov 5;13(21):5547. doi: 10.3390/cancers13215547.
10
Feasibility of computed tomography texture analysis of hepatic fibrosis using dual-energy spectral detector computed tomography.基于双能光谱探测器 CT 探讨 CT 纹理分析诊断肝纤维化的可行性。
Jpn J Radiol. 2020 Dec;38(12):1179-1189. doi: 10.1007/s11604-020-01020-5. Epub 2020 Jul 14.