In search of biologic correlates for liver texture on portal-phase CT

被引:66
作者
Ganeshan, Balaji [1 ]
Miles, Kenneth A.
Young, Rupert C. D.
Chatwin, Chris R.
机构
[1] Univ Sussex, Dept Engn, Brighton BN1 9QT, E Sussex, England
[2] Univ Sussex, Dept Design, Brighton BN1 9QT, E Sussex, England
[3] Brighton & Sussex Med Sch, Div Clin & Lab Serv, Brighton BN1 9PX, E Sussex, England
关键词
colorectal cancer; computed tomography; liver texture; liver physiology; computer assisted diagnosis; quantitative imaging;
D O I
10.1016/j.acra.2007.05.023
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
Rationale and Objectives. The acceptance of computer-assisted diagnosis (CAD) in clinical practice has been constrained by the scarcity of identifiable biologic correlates for CAD-based image parameters. This study aims to identify biologic correlates for computed tomography (CT) liver texture in a series of patients with colorectal cancer. Materials and Methods. In 28 patients with colorectal cancer, total hepatic perfusion (THP), hepatic arterial perfusion, and hepatic portal perfusion (HPP) were measured using perfusion CT. Hepatic glucose use was also determined from positron emission tomography (PET) and expressed as standardized uptake value (SUV). A hepatic phosphorylation fraction index (HPFI) was determined from both SUV and THP. These physiologic parameters were correlated with CAD parameters namely hepatic densitometry, selective-scale, and relative-scale texture features in apparently normal areas of portal-phase hepatic CT. Results. For patients without liver metastases, a relative-scale texture parameter correlated inversely with SUV (r = -0.587, P =.007) and, positively with THP (r = 0.512, P =.021) and HPP (r = 0.451, P =.046). However, this relative texture parameter correlated most significantly with HPFI (r = -0.590, P =.006). For patients with liver metastases, although not significant an opposite trend was observed between these physiologic parameters and relative texture features (THP: r < -0.4, HPFI: r > 0.35). Conclusion. Total hepatic blood flow and glucose metabolism are two distinct but related biologic correlates for liver texture on portal phase CT, providing a rationale for the use of hepatic texture analysis as a indicator for patients with colorectal cancer.
引用
收藏
页码:1058 / 1068
页数:11
相关论文
共 37 条
[1]   Toward a better understanding of texture in vascular CT scan simulated images [J].
Bézy-Wendling, J ;
Kretowski, M ;
Rolland, Y ;
Le Bidon, W .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2001, 48 (01) :120-124
[2]   Automatic detection and classification of hypodense hepatic lesions on contrast-enhanced venous-phase CT [J].
Bilello, M ;
Gokturk, SB ;
Desser, T ;
Napel, S ;
Jeffrey, RB ;
Beaulieu, CF .
MEDICAL PHYSICS, 2004, 31 (09) :2584-2593
[3]  
CHOI Y, 1994, J NUCL MED, V35, P818
[4]   INSULIN RESISTANCE IN PATIENTS WITH COLORECTAL-CANCER [J].
COPELAND, GP ;
LEINSTER, SJ ;
DAVIS, JC ;
HIPKIN, LJ .
BRITISH JOURNAL OF SURGERY, 1987, 74 (11) :1031-1035
[5]   Early changes in liver perfusion caused by occult metastases in rats:: Detection with quantitative CT [J].
Cuenod, CA ;
Leconte, I ;
Siauve, N ;
Resten, A ;
Dromain, C ;
Poulet, B ;
Frouin, F ;
Clément, O ;
Frija, G .
RADIOLOGY, 2001, 218 (02) :556-561
[6]   Colorectal cancer surveillance: 2005 update of an American Society of Clinical Oncology practice guideline [J].
Desch, CE ;
Benson, A ;
Somerfield, MR ;
Flynn, PJ ;
Krause, C ;
Loprinzi, CL ;
Minsky, BD ;
Pfister, DG ;
Virgo, KS ;
Petrelli, NJ .
JOURNAL OF CLINICAL ONCOLOGY, 2005, 23 (33) :8512-8519
[7]   COMPUTED-TOMOGRAPHY OF THE LIVER IN WILSON DISEASE [J].
DIXON, AK ;
WALSHE, JM .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1984, 8 (01) :46-49
[8]   Visual learning in the perception of texture: Simple and contingent aftereffects of texture density [J].
Durgin, FH ;
Proffitt, DR .
SPATIAL VISION, 1996, 9 (04) :423-474
[9]   CONTOUR INTEGRATION BY THE HUMAN VISUAL-SYSTEM - EVIDENCE FOR A LOCAL ASSOCIATION FIELD [J].
FIELD, DJ ;
HAYES, A ;
HESS, RF .
VISION RESEARCH, 1993, 33 (02) :173-193
[10]  
FOLFIAK P, 1990, BIOL CYBERN, V64, P165