The Effect of Small Tumor Volumes on Studies of Intratumoral Heterogeneity of Tracer Uptake

被引:137
作者
Brooks, Frank J. [1 ]
Grigsby, Perry W. [1 ,2 ,3 ,4 ]
机构
[1] Washington Univ, Sch Med, Dept Radiat Oncol, St Louis, MO 63110 USA
[2] Washington Univ, Med Ctr, Mallinckrodt Inst Radiol, Div Nucl Med, St Louis, MO 63110 USA
[3] Washington Univ, Med Ctr, Dept Obstet & Gynecol, St Louis, MO 63110 USA
[4] Washington Univ, Med Ctr, Alvin J Siteman Canc Ctr, St Louis, MO 63110 USA
关键词
F-18-fluorodeoxyglucose; cancer of the uterine cervix; local entropy; positron emission tomography; texture analysis; CERVICAL-CANCER; PET; METABOLISM; IMAGES;
D O I
10.2967/jnumed.112.116715
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
The number of studies in the literature involving quantification of the metabolic heterogeneity seen in F-18-FDG PET images has increased sharply over recent years. We hypothesized that inclusion of very small regions of interest as unique data points will have deleterious effects on these studies. Methods: Using a combination of probability theory and clinical 18F-FDG PET data, we numerically calculated the curve describing the probability a given tumor volume is large enough to adequately sample the underlying tumor biology assayed via a PET/CT scanner at a planar resolution of 4 mm and transaxial resolution of 4 mm (64 mm(3) voxel size). We then used a computer simulation to isolate the effects of tumor volume on the image local entropy. Results: We computed the underlying global intensity distribution for 70 cervical cancer tumors ranging from 4 to 248 cm(3)), which were ensemble-averaged over the same intensity scale. From this distribution, we determined that about 700 total voxels (45 cm(3)) are required to give 95% certainty that the global intensity distribution has been sufficiently sampled for common statistical comparisons of individual tumor intensity distributions to be made canonically. We demonstrated that one previously suggested measure of heterogeneity is dependent on tumor volume and that measurement of heterogeneity is about 5 times more sensitive to volume changes for volumes below the proposed minimum than for those above it. Conclusion: Inclusion of tumor volumes below 45 cm(3) can profoundly bias comparisons of intratumoral uptake heterogeneity metrics derived from data from the current generation of whole-body F-18-FDG PET scanners.
引用
收藏
页码:37 / 42
页数:6
相关论文
共 16 条
[1]   Quantification of heterogeneity observed in medical images [J].
Brooks, Frank J. ;
Grigsby, Perry W. .
BMC MEDICAL IMAGING, 2013, 13
[2]   Exploring feature-based approaches in PET images for predicting cancer treatment outcomes [J].
El Naqa, I. ;
Grigsby, P. W. ;
Apte, A. ;
Kidd, E. ;
Donnelly, E. ;
Khullar, D. ;
Chaudhari, S. ;
Yang, D. ;
Schmitt, M. ;
Laforest, Richard ;
Thorstad, W. L. ;
Deasy, J. O. .
PATTERN RECOGNITION, 2009, 42 (06) :1162-1171
[3]  
Fisher R.A, 1970, Statistical Methods for Research Workers, P83
[4]   TEXTURAL FEATURES FOR IMAGE CLASSIFICATION [J].
HARALICK, RM ;
SHANMUGAM, K ;
DINSTEIN, I .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1973, SMC3 (06) :610-621
[5]  
HEPPNER GH, 1984, CANCER RES, V44, P2259
[6]   RECENT DEVELOPMENTS IN NONPARAMETRIC DENSITY-ESTIMATION [J].
IZENMAN, AJ .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1991, 86 (413) :205-224
[7]   Intratumoral metabolic heterogeneity of cervical cancer [J].
Kidd, Elizabeth A. ;
Grigsby, Perry W. .
CLINICAL CANCER RESEARCH, 2008, 14 (16) :5236-5241
[8]   Warburg revisited: imaging tumour blood flow and metabolism [J].
Miles, K. A. ;
Williams, R. E. .
CANCER IMAGING, 2008, 8 (01) :81-86
[9]   Measurement of tumor volume by PET to evaluate prognosis in patients with advanced cervical cancer treated by radiation therapy [J].
Miller, TR ;
Grigsby, PW .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2002, 53 (02) :353-359
[10]   A statistical measure of tissue heterogeneity with application to 3D PET sarcoma data [J].
O'Sullivan, F ;
Roy, S ;
Eary, J .
BIOSTATISTICS, 2003, 4 (03) :433-448