Colorectal Cancer: Texture Analysis of Portal Phase Hepatic CT Images as a Potential Marker of Survival

被引:219
作者
Miles, Kenneth A. [1 ]
Ganeshan, Balaji [2 ]
Griffiths, Matthew R. [3 ]
Young, Rupert C. D. [2 ]
Chatwin, Christopher R. [2 ]
机构
[1] Univ Sussex, Brighton & Sussex Med Sch, Div Clin & Lab Sci, Clin Imaging Sci Ctr, Brighton BN1 9PX, E Sussex, England
[2] Univ Sussex, Dept Engn Design, Brighton BN1 9RH, E Sussex, England
[3] Queensland Univ Technol, Dept Hlth & Environm Phys, Brisbane, Qld 4001, Australia
关键词
FOCAL LIVER-LESIONS; COMPUTED-TOMOGRAPHY; HELICAL CT; PERFUSION; ENHANCEMENT; METASTASES; DIAGNOSIS; DISEASE; SYSTEM;
D O I
10.1148/radiol.2502071879
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
Purpose: To assess the utility of texture analysis of liver computed tomographic (CT) images by determining the effect of acquisition parameters on texture and by comparing the abilities of texture analysis and hepatic perfusion CT to help predict survival for patients with colorectal cancer. Materials and Methods: The study comprised a phantom test and a clinical evaluation of 48 patients with colorectal cancer who had consented to retrospective analysis of hepatic perfusion CT data acquired during a research study approved by the institutional review board. Both components involved texture analysis to quantify the relative contribution of CT features between 2 and 12 pixels wide to overall image brightness and uniformity. The effect of acquisition factors on texture was assessed on CT images of a cylindric phantom filled with water obtained by using tube currents between 100 and 250 mAs and voltages between 80 and 140 kVp. Texture on apparently normal portal phase CT images of the liver and hepatic perfusion parameters were related to patient survival by using Kaplan-Meier survival analysis. Results: A texture parameter that compared the uniformity of distribution of CT image features 10 and 12 pixels wide exhibited the least variability with CT acquisition parameters (maximum coefficient of variation, 2.6%) and was the best predictor of patient survival (P < .005). There was no significant association between survival and hepatic perfusion parameters. Conclusion: The study provides preliminary evidence that analysis of liver texture on portal phase CT images is potentially a superior predictor of survival for patients with colorectal cancer than CT perfusion imaging. (C) RSNA, 2008
引用
收藏
页码:444 / 452
页数:9
相关论文
共 28 条
[11]  
HUSSAIN AS, 2000, P 2000 IEEE SIGN PRO, V2, P831
[12]   Follow-up for patients with colorectal cancer after curative-intent primary treatment [J].
Johnson, FE ;
Virgo, KS ;
Fossati, R .
JOURNAL OF CLINICAL ONCOLOGY, 2004, 22 (08) :1363-1365
[13]   Discrimination of small hepatic hemangiomas from hypervascular malignant tumors smaller than 3 cm with three-phase helical CT [J].
Kim, T ;
Federle, MP ;
Baron, RL ;
Peterson, MS ;
Kawamori, Y .
RADIOLOGY, 2001, 219 (03) :699-706
[14]   DIAGNOSIS OF FOCAL LIVER-LESIONS BY TEXTURE ANALYSIS OF DYNAMIC COMPUTER TOMOGRAMS [J].
KLEIN, HM ;
KLOSE, KC ;
EISELE, T ;
BRENNER, M ;
AMELING, W ;
GUNTHER, RW .
FORTSCHRITTE AUF DEM GEBIETE DER RONTGENSTRAHLEN UND DER NEUEN BILDGEBENDEN VERFAHREN, 1993, 159 (01) :10-15
[15]   Hepatic perfusion changes in mice livers with developing colorectal cancer metastases [J].
Kruskal, JB ;
Thomas, P ;
Kane, RA ;
Goldberg, SN .
RADIOLOGY, 2004, 231 (02) :482-490
[16]   Prognostic power of Doppler perfusion index in colorectal cancer - Correlation with survival [J].
Leen, E ;
Angerson, WG ;
Cooke, TG ;
McArdle, CS .
ANNALS OF SURGERY, 1996, 223 (02) :199-203
[17]  
Mala K, 2005, INDICON 2005 PROCEEDINGS, P216
[18]   FUNCTIONAL IMAGES OF HEPATIC PERFUSION OBTAINED WITH DYNAMIC CT [J].
MILES, KA ;
HAYBALL, MP ;
DIXON, AK .
RADIOLOGY, 1993, 188 (02) :405-411
[19]   Quantitative contrast-enhanced computed tomography: is there a need for system calibration? [J].
Miles, Kenneth A. ;
Young, Helen ;
Chica, Sandra L. ;
Esser, Peter D. .
EUROPEAN RADIOLOGY, 2007, 17 (04) :919-926
[20]  
Mir A H, 1995, Biomed Sci Instrum, V31, P213