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1.
Technol Cancer Res Treat ; 13(5): 445-54, 2014 Oct.
Article in English | MEDLINE | ID: mdl-24000989

ABSTRACT

Dynamic contrast enhanced MRI is applied as an adjuvant tool for breast cancer detection, diagnosis, and follow-up of therapy. Despite improvements through the years in achieving higher spatial and temporal resolution, it still suffers from lack of scanning and processing standardization, and consequently, high variability in the radiological evaluation, particularly differentiating malignant from benign lesions. We describe here a hybrid method for achieving standardization of the radiological evaluation of breast dynamic contrast enhanced (DCE)-magnetic resonance imaging (MRI) protocols, based on integrating the model based three time point (3TP) method with principal component analysis (PCA). The scanning and image processing procedures consisted of three main steps: 1. 3TP standardization of the MRI acquisition parameters according to a kinetic model, 2. Applying PCA to test cases and constructing an eigenvectors' base related to the contrast-enhancement kinetics and 3. Projecting all new cases on the eigenvectors' base and evaluating the clinical outcome. Datasets of overall 96 malignant and 26 benign breast lesions were recorded on 1.5T and 3T scanners, using three different MRI acquisition parameters optimized by the 3TP method. The final radiological evaluation showed similar detection and diagnostic ability for the three different MRI acquisition parameters. The area under the curve of receiver operating characteristic analysis yielded a value of 0.88 ± 0.034 for differentiating malignant from benign lesions. This 3TP+PCA hybrid method is fast and can be readily applied as a computer aided diagnostic tool of breast cancer. The underlying principles of this method can be extended to standardize the evaluation of malignancies in other organs.


Subject(s)
Breast Neoplasms/diagnostic imaging , Carcinoma, Ductal, Breast/diagnostic imaging , Adult , Aged , Aged, 80 and over , Algorithms , Area Under Curve , Contrast Media , Evaluation Studies as Topic , Female , Humans , Magnetic Resonance Imaging/methods , Middle Aged , Principal Component Analysis , ROC Curve , Radiography , Reference Standards , Young Adult
2.
J Exp Clin Cancer Res ; 21(3 Suppl): 47-54, 2002 Sep.
Article in English | MEDLINE | ID: mdl-12585654

ABSTRACT

The development and growth of solid tumors rely on a process known as perfusion which allows for the delivery and clearance of nutrients through their vasculature. The classical approach of studying tumor vasculature by histologic staining of endothelial cells provides a measure of microvessel density in areas of high vascularization (so-called "hot spots"). More advanced high-resolution, parametric, contrast-enhanced MRI techniques enable quantitative assessment of the vascular distribution and function over the entire tumor. Hence, MRI overcomes the intratumoral variation of the histological method. Clinical testing of the MRI approach, that evaluates the permeability and surface area of the tumor vasculature, demonstrates improved accuracy of breast cancer diagnosis.


Subject(s)
Breast Neoplasms/blood supply , Breast Neoplasms/diagnosis , Magnetic Resonance Imaging , Neovascularization, Pathologic/diagnosis , Contrast Media , Humans , Image Processing, Computer-Assisted , Magnetic Resonance Imaging/methods
3.
J Magn Reson Imaging ; 13(6): 862-7, 2001 Jun.
Article in English | MEDLINE | ID: mdl-11382945

ABSTRACT

The spatial resolution of three-dimensional (3D) gradient-echo T1-weighted images, from 40 women with 25 malignant and 23 benign lesions, was purposely degraded to determine the role of spatial resolution in recording, analysis, and diagnosis of dynamic contrast-enhanced breast MRI. Images were recorded and analyzed at pixel resolution according to the 3TP method (Degani et al., Nat Med 1997;3:780-782). Reduction in spatial resolution degraded the appearance of foci with fast wash-in and fast washout dynamics. This resulted in an increase in false-negative diagnoses. The sensitivity for differentiating between malignant and benign lesions, using threshold criteria defined by the 3TP analysis, of 76% decreased to 60% and 24% for a 2- and 4-fold reduction in spatial resolution, respectively, without affecting significantly the high specificity (96-100%). In order to minimize false-negative diagnoses of contrast-enhanced breast MRI and maintain high specificity, it is essential to record and analyze the dynamic behavior at high spatial resolution. J. Magn. Reson. Imaging 2001;13:862-867.


Subject(s)
Breast Neoplasms/diagnosis , Breast/pathology , Image Enhancement , Imaging, Three-Dimensional , Magnetic Resonance Imaging , Biopsy , Breast Diseases/diagnosis , Breast Diseases/pathology , Breast Neoplasms/pathology , Carcinoma, Ductal, Breast/diagnosis , Carcinoma, Ductal, Breast/pathology , Carcinoma, Intraductal, Noninfiltrating/diagnosis , Carcinoma, Intraductal, Noninfiltrating/pathology , Diagnosis, Differential , Female , Humans , Image Interpretation, Computer-Assisted , Mammography , Sensitivity and Specificity , Ultrasonography, Mammary
4.
Clin Cancer Res ; 4(10): 2299-304, 1998 Oct.
Article in English | MEDLINE | ID: mdl-9796958

ABSTRACT

Variations in the cellular volume fraction and in the microvascular permeability of MCF7 human breast tumors were used to assess response to tamoxifen. These pathophysiological features were mapped by applying the three-time-point, contrast-enhanced, high resolution magnetic resonance imaging method (H. Degani et al, Nat. Med., 3: 780-782, 1997). Short-term treatment with tamoxifen caused a highly significant increase in the fraction of pixels displaying intermediate contrast agent clearance pattern and a significant increase in the fraction of pixels displaying high rate of contrast agent entrance. These changes resulted from a marked rise in the extracellular volume fraction, indicating increased necrosis, and from an augmentation in the microvascular permeability, predominantly in the vicinity of the high extracellular volume fraction areas, as a result of stress-induced angiogenesis.


Subject(s)
Breast Neoplasms/drug therapy , Estrogen Antagonists/therapeutic use , Tamoxifen/therapeutic use , Breast Neoplasms/physiopathology , Capillary Permeability , Female , Humans , Magnetic Resonance Imaging , Neovascularization, Pathologic/diagnosis , Tumor Cells, Cultured
5.
J Magn Reson Imaging ; 8(3): 634-41, 1998.
Article in English | MEDLINE | ID: mdl-9626879

ABSTRACT

The differential capacity of iron oxide microspheres and of gadolinium-diethylenetriamine pentaacetic acid (Gd-DTPA) to serve as contrast agents that can map the microcirculation of MCF7 human breast cancer implanted in nude mice has been examined by high resolution MRI. Modulation of signal intensity in T2*-weighted, gradient-echo images after iron oxide administration and the temporal signal enhancement after Gd-DTPA administration were monitored and analyzed at a spatial resolution of 98 x 98 x 500 microm and 195 x 390 x 1,000 microm, respectively. The pathophysiologic features revealed in the contrast-enhanced images were analyzed in reference to those obtained from the corresponding high resolution T2-weighted, spin-echo images and from histologic sections stained with hematoxylin and eosin and with an endothelial cell marker. The results showed that iron oxide microspheres can aid in the characterization of gross histopathologic features and in the assessment of the distribution of the microvasculature, whereas Gd-DTPA estimates the permeability of the microvessels to this agent and determines the cellularity (cell volume fraction) in the vicinity of the vessels.


Subject(s)
Contrast Media , Gadolinium DTPA , Image Enhancement/instrumentation , Iron , Magnetic Resonance Imaging/instrumentation , Mammary Neoplasms, Experimental/diagnosis , Oxides , Animals , Dextrans , Female , Ferrosoferric Oxide , Humans , Image Processing, Computer-Assisted/instrumentation , Magnetite Nanoparticles , Mammary Neoplasms, Experimental/blood supply , Mice , Mice, Nude , Microcirculation/pathology , Neoplasm Transplantation , Neovascularization, Pathologic/diagnosis , Neovascularization, Pathologic/pathology , Tumor Cells, Cultured
6.
J Magn Reson ; 128(2): 161-71, 1997 Oct.
Article in English | MEDLINE | ID: mdl-9356271

ABSTRACT

High resolution, dynamic GdDTPA-enhanced images of MCF7 human breast tumors in immunodeficient mice were analyzed at pixel resolution. The analysis, based on a physiological model, was performed by applying a nonlinear least-square algorithm using a color coded scale. The final output mapped at pixel resolution capillary permeability times surface area and fraction of extracellular volume, for each tumor slice. In addition, the output included assessment of the fit to the model by determining the proportion of variability (R2) for each pixel. The spatial variation in the R2 values served to identify regions where the predominant mechanism of enhancement was leakage from the intravascular volume to the extracellular volume (R2 close to 1). In regions with low R2 other mechanisms of enhancement appear to be dominating presumably diffusion within the extracellular space. As expected, in necrotic regions lacking microcapillaries and identified by analyzing T2-weighted images of the same tumors, the model failed to fit the dynamic contrast enhanced data. The heterogeneous distribution of the determined pathophysiological features demonstrates the importance of recording and analyzing breast tumor images at high spatial resolution.


Subject(s)
Breast Neoplasms/diagnosis , Gadolinium DTPA , Magnetic Resonance Imaging/methods , Algorithms , Animals , Contrast Media , Female , Humans , Image Processing, Computer-Assisted , Mice , Mice, Nude , Neoplasm Transplantation , Time Factors , Transplantation, Heterologous , Tumor Cells, Cultured
7.
Proc Natl Acad Sci U S A ; 93(13): 6247-51, 1996 Jun 25.
Article in English | MEDLINE | ID: mdl-8692800

ABSTRACT

The mechanism of contrast enhancement of tumors using magnetic resonance imaging was investigated in MCF7 human breast cancer implanted in nude mice. Dynamic contrast-enhanced images recorded at high spatial resolution were analyzed by an image analysis method based on a physiological model, which included the blood circulation, the tumor, the remaining tissues, and clearance via the kidneys. This analysis enabled us to map in rapidly enhancing regions within the tumor, the capillary permeability factor (capillary permeability times surface area per voxel volume) and the fraction of leakage space. Correlation of these maps with T2-weighted spin echo images, with histopathology, and with immunohistochemical staining of endothelial cells demonstrated the presence of dense permeable microcapillaries in the tumor periphery and in intratumoral regions that surrounded necrotic loci. The high leakage from the intratumoral permeable capillaries indicated an induction of a specific angiogenic process associated with stress conditions that cause necrosis. This induction was augmented in tumors responding to tamoxifen treatment. Determination of the distribution and extent of this stress-induced angiogenic activity by contrast-enhanced MRI might be of diagnostic and of prognostic value.


Subject(s)
Breast Neoplasms/blood supply , Neovascularization, Pathologic/diagnostic imaging , Animals , Breast Neoplasms/diagnostic imaging , Breast Neoplasms/drug therapy , Capillary Permeability , Contrast Media , Female , Gadolinium DTPA , Humans , Magnetic Resonance Imaging , Mice , Mice, Nude , Neoplasm Transplantation , Organometallic Compounds , Pentetic Acid/analogs & derivatives , Radiography , Stress, Physiological/physiopathology , Tamoxifen/therapeutic use , Tumor Cells, Cultured
8.
J Magn Reson Imaging ; 6(1): 195-202, 1996.
Article in English | MEDLINE | ID: mdl-8851428

ABSTRACT

Dynamic gadolinium diethylenetriamine pentaacetic acid (Gd-DTPA)-enhanced MRI was followed during growth and regression of MCF7 human breast tumors implanted in nude mice in the presence of estrogen and tamoxifen, respectively. Gradient-echo and spin-echo sequences were applied at a temporal resolution of 12 and 100 seconds, respectively, and a spatial resolution of 195 x 390 x 1000 microns. Maps of initial rates of contrast enhancement demonstrated stimulation of local growth of permeable microcapillaries at regions bordering necrotic areas, resulting from tamoxifen treatment. This localized angiogenic stimulation was confirmed by immunohistochemical staining of endothelial cells. After 1 week of tamoxifen treatment, the fraction of tumor pixels exhibiting rapid initial rate of contrast enhancement increased significantly from .28 +/- .05 to .46 +/- .06. In parallel, the fraction of tumor area showing contrast enhancement 3 minutes after Gd-DTPA injection also increased significantly, from .42 +/- .06 to .58 +/- .06. On the basis of these changes, it was possible to assess the response to tamoxifen therapy at an early stage.


Subject(s)
Antineoplastic Agents, Hormonal/pharmacology , Breast Neoplasms/blood supply , Estradiol/pharmacology , Neovascularization, Pathologic/diagnosis , Organometallic Compounds , Pentetic Acid/analogs & derivatives , Tamoxifen/pharmacology , Analysis of Variance , Animals , Breast Neoplasms/diagnosis , Breast Neoplasms/pathology , Contrast Media , Female , Gadolinium DTPA , Humans , Magnetic Resonance Imaging/methods , Mice , Mice, Nude , Necrosis , Neoplasm Transplantation , Neovascularization, Pathologic/chemically induced
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