Liver segmentation: indications, techniques and future directions

被引:140
作者
Gotra, Akshat [1 ,2 ]
Sivakumaran, Lojan [3 ,4 ]
Chartrand, Gabriel [5 ]
Kim-Nhien Vu [1 ]
Vandenbroucke-Menu, Franck [6 ]
Kauffmann, Claude [1 ]
Kadoury, Samuel [4 ,7 ]
Gallix, Benoit [2 ]
de Guise, Jacques A. [5 ]
Tang, An [1 ,4 ]
机构
[1] Univ Montreal, St Luc Hosp, Dept Radiol Radiooncol & Nucl Med, 1058 Rue St Denis, Montreal, PQ H2X 3J4, Canada
[2] McGill Univ, Montreal Gen Hosp, Dept Radiol, 1650 Cedar Ave, Montreal, PQ H3G 1A4, Canada
[3] Univ Montreal, 2900 Blvd Eduoard Montpetit, Montreal, PQ H3T 1J4, Canada
[4] CRCHUM, 900 Rue St Denis, Montreal, PQ H2X 0A9, Canada
[5] CRCHUM, Ecole Technol Super, Imaging & Orthopaed Res Lab LIO, 900 Rue St Denis, Montreal, PQ H2X 0A9, Canada
[6] Univ Montreal, St Luc Hosp, Dept Hepatobiliary & Pancreat Surg, 1058 Rue St Denis, Montreal, PQ H2X 3J4, Canada
[7] Univ Montreal, Ecole Polytech Montreal, 2500 Chemin Polytech Montreal, Montreal, PQ H3T 1J4, Canada
来源
INSIGHTS INTO IMAGING | 2017年 / 8卷 / 04期
关键词
Liver; Segmentation; Volumetry; Automated; Computed tomography; Magnetic resonance imaging; PORTAL-VEIN EMBOLIZATION; GD-EOB-DTPA; GADOXETIC ACID; MAJOR HEPATECTOMY; ALPPS PROCEDURE; REMNANT LIVER; ENHANCED MRI; TRANSPLANTATION; DONOR; VOLUME;
D O I
10.1007/s13244-017-0558-1
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Objectives Liver volumetry has emerged as an important tool in clinical practice. Liver volume is assessed primarily via organ segmentation of computed tomography (CT) and magnetic resonance imaging (MRI) images. The goal of this paper is to provide an accessible overview of liver segmentation targeted at radiologists and other healthcare professionals. Methods Using images from CT and MRI, this paper reviews the indications for liver segmentation, technical approaches used in segmentation software and the developing roles of liver segmentation in clinical practice. Results Liver segmentation for volumetric assessment is indicated prior to major hepatectomy, portal vein embolisation, associating liver partition and portal vein ligation for staged hepatectomy (ALPPS) and transplant. Segmentation software can be categorised according to amount of user input involved: manual, semi-automated and fully automated. Manual segmentation is considered the "gold standard" in clinical practice and research, but is tedious and time-consuming. Increasingly automated segmentation approaches are more robust, but may suffer from certain segmentation pitfalls. Emerging applications of segmentation include surgical planning and integration with MRI-based biomarkers. Conclusions Liver segmentation has multiple clinical applications and is expanding in scope. Clinicians can employ semi-automated or fully automated segmentation options to more efficiently integrate volumetry into clinical practice. Teaching points Liver volume is assessed via organ segmentation on CT and MRI examinations. Liver segmentation is used for volume assessment prior to major hepatic procedures. Segmentation approaches may be categorised according to the amount of user input involved. Emerging applications include surgical planning and integration with MRI-based biomarkers.
引用
收藏
页码:377 / 392
页数:16
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