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Cavalcanti YC, Oberlin T, Ferraris V, Dobigeon N, Ribeiro M, Tauber C. Compartment model-based nonlinear unmixing for kinetic analysis of dynamic PET images. Med Image Anal 2023; 84:102689. [PMID: 36502604 DOI: 10.1016/j.media.2022.102689] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2020] [Revised: 09/14/2022] [Accepted: 11/08/2022] [Indexed: 11/23/2022]
Abstract
When no arterial input function is available, quantification of dynamic PET images requires a previous step devoted to the extraction of a reference time-activity curve (TAC). Factor analysis is often applied for this purpose. This paper introduces a novel approach that conducts a new kind of nonlinear factor analysis relying on a compartment model, and computes the kinetic parameters of specific binding tissues jointly. To this end, it capitalizes on data-driven parametric imaging methods to provide a physical description of the underlying PET data, directly relating the specific binding with the kinetics of the non-specific binding in the corresponding tissues. This characterization is introduced into the factor analysis formulation to yield a novel nonlinear unmixing model designed for PET image analysis. This model also explicitly introduces global kinetic parameters that allow for a direct estimation of a binding potential that represents the ratio at equilibrium of specifically bound radioligand to the concentration of nondisplaceable radioligand in each non-specific binding tissue. The performance of the method is evaluated on synthetic and real data to demonstrate its potential interest.
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Affiliation(s)
| | | | - Vinicius Ferraris
- University of Toulouse, IRIT/INP-ENSEEIHT, 31071, Toulouse Cedex 7, France.
| | - Nicolas Dobigeon
- University of Toulouse, IRIT/INP-ENSEEIHT, 31071, Toulouse Cedex 7, France; Institut Universitaire de France (IUF), France.
| | - Maria Ribeiro
- UMRS Inserm U930 - Université de Tours, 37032 Tours, France.
| | - Clovis Tauber
- UMRS Inserm U930 - Université de Tours, 37032 Tours, France.
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2
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MRI Radiogenomics in Precision Oncology: New Diagnosis and Treatment Method. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2022; 2022:2703350. [PMID: 35845886 PMCID: PMC9282990 DOI: 10.1155/2022/2703350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Revised: 05/04/2022] [Accepted: 05/25/2022] [Indexed: 11/21/2022]
Abstract
Precision medicine for cancer affords a new way for the most accurate and effective treatment to each individual cancer. Given the high time-evolving intertumor and intratumor heterogeneity features of personal medicine, there are still several obstacles hindering its diagnosis and treatment in clinical practice regardless of extensive exploration on it over the past years. This paper is to investigate radiogenomics methods in the literature for precision medicine for cancer focusing on the heterogeneity analysis of tumors. Based on integrative analysis of multimodal (parametric) imaging and molecular data in bulk tumors, a comprehensive analysis and discussion involving the characterization of tumor heterogeneity in imaging and molecular expression are conducted. These investigations are intended to (i) fully excavate the multidimensional spatial, temporal, and semantic related information regarding high-dimensional breast magnetic resonance imaging data, with integration of the highly specific structured data of genomics and combination of the diagnosis and cognitive process of doctors, and (ii) establish a radiogenomics data representation model based on multidimensional consistency analysis with multilevel spatial-temporal correlations.
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3
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Notohamiprodjo S, Varasteh Z, Beer AJ, Niu G, Chen X(S, Weber W, Schwaiger M. Tumor Vasculature. Mol Imaging 2021. [DOI: 10.1016/b978-0-12-816386-3.00090-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022] Open
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4
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Silva MD, Yerby B, Moriguchi J, Gomez A, Toni Jun H, Coxon A, Ungersma SE. Response-Derived Input Function Estimation for Dynamic Contrast-Enhanced MRI Demonstrated by Anti-DLL4 Treatment in a Murine U87 Xenograft Model. Mol Imaging Biol 2018; 19:673-682. [PMID: 28265853 DOI: 10.1007/s11307-017-1065-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE Dynamic contrast-enhanced magnetic resonance imaging (DCE MRI) is an accepted method to evaluate tumor perfusion and permeability and anti-vascular cancer therapies. However, there is no consensus on the vascular input function estimation method, which is critical to kinetic modeling and K trans estimation. This work proposes a response-derived input function (RDIF) estimated from the response of the tumor, modeled as a linear, time-invariant (LTI) system. PROCEDURES In an LTI system, an unknown input can be estimated from the system response. If applied to DCE MRI, this method would eliminate need of distal image-derived inputs, model inputs, or reference regions. The RDIF method first determines each tumor pixel's best-fit input function, and then combines the individual fits into a single input function for the entire tumor. The method was tested with simulations and a xenograft study with anti-vascular drug treatment. RESULTS Simulations showed successful estimation of input function expected values and good performance in the presence of noise. In vivo, significant reductions in K trans and AUC occurred 2 days following anti-delta-like ligand 4 treatment. The in vivo study results yielded K trans consistent with published data in xenograft models. CONCLUSION The RDIF method for DCE analysis offers an alternative, easy-to-implement method for estimating the input function in tumors. The method assumes that during the DCE experiment, the changes observed by MRI result solely from vascular perfusion and permeability kinetics, and that information can be used to model the input function. Importantly, the method is demonstrated in a murine xenograft study to yield K trans results consistent with literature values and suitable for compound studies.
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Affiliation(s)
- Matthew D Silva
- Department of Research Imaging Sciences, Amgen, Inc., Thousand Oaks, CA, 93021, USA.
| | - Brittany Yerby
- Department of Research Imaging Sciences, Amgen, Inc., Thousand Oaks, CA, 93021, USA
| | - Jodi Moriguchi
- Department of Oncology, Amgen, Inc., Thousand Oaks, CA, 93021, USA
| | - Albert Gomez
- Department of Comparative Animal Research, Amgen, Inc., Thousand Oaks, CA, 93021, USA
| | - H Toni Jun
- Department of Oncology, Amgen, Inc., Thousand Oaks, CA, 93021, USA
| | - Angela Coxon
- Department of Oncology, Amgen, Inc., Thousand Oaks, CA, 93021, USA
| | - Sharon E Ungersma
- Department of Research Imaging Sciences, Amgen, Inc., Thousand Oaks, CA, 93021, USA
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Ye J, Fu G, Yan X, Liu J, Wang X, Cheng L, Zhang F, Sun PZ, Liu G. Noninvasive magnetic resonance/photoacoustic imaging for photothermal therapy response monitoring. NANOSCALE 2018; 10:5864-5868. [PMID: 29560489 DOI: 10.1039/c8nr00044a] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
In vivo assessment of vascular permeability and therapeutic response provides novel insights into photothermal therapy (PTT) that is currently under clinical investigation. We have developed noninvasive imaging strategies to improve the monitoring of nanoparticle-mediated PTT responses for personalized nanomedicine. Briefly, dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) and photoacoustic imaging (PAI) were applied to study the enhanced permeability and retention (EPR) effect in tumor models of different microvascular permeabilities (i.e., 4T1 mouse breast tumor model and HUH-7 human hepatoma model in nude mice). Magnetic resonance temperature imaging (MRTI) and diffusion-weighted MRI (DWI) showed that the 4T1 tumor model exhibits a higher PTT temperature response than that of the HUH-7 tumor model. Our findings demonstrate that the combined use of MRI and PAI techniques is useful in monitoring the vascular permeability and temperature status following PTT, promising to help guide PTT in future translational investigation.
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Affiliation(s)
- Jing Ye
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics & Center for Molecular Imaging and Translational Medicine, School of Public Health, Xiamen University, Xiamen, 361102, China.
| | - Guifeng Fu
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics & Center for Molecular Imaging and Translational Medicine, School of Public Health, Xiamen University, Xiamen, 361102, China. and Medical Imaging Department, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710067, China
| | - Xiaohui Yan
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics & Center for Molecular Imaging and Translational Medicine, School of Public Health, Xiamen University, Xiamen, 361102, China.
| | - Jingyi Liu
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics & Center for Molecular Imaging and Translational Medicine, School of Public Health, Xiamen University, Xiamen, 361102, China.
| | - Xiaoyong Wang
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics & Center for Molecular Imaging and Translational Medicine, School of Public Health, Xiamen University, Xiamen, 361102, China.
| | - Liang Cheng
- Institute of Functional Nano & Soft Materials (FUNSOM), Collaborative Innovation Center of Suzhou Nano Science and Technology, Soochow University, Suzhou, 215123, China
| | - Fan Zhang
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics & Center for Molecular Imaging and Translational Medicine, School of Public Health, Xiamen University, Xiamen, 361102, China.
| | - Phillip Zhe Sun
- Yerkes Imaging Center, Yerkes National Primate Research Center, Emory University, Atlanta, 30329, USA.
| | - Gang Liu
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics & Center for Molecular Imaging and Translational Medicine, School of Public Health, Xiamen University, Xiamen, 361102, China.
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Wang C, Horton JK, Yin FF, Chang Z. Assessment of Treatment Response With Diffusion-Weighted MRI and Dynamic Contrast-Enhanced MRI in Patients With Early-Stage Breast Cancer Treated With Single-Dose Preoperative Radiotherapy: Initial Results. Technol Cancer Res Treat 2016; 15:651-60. [PMID: 26134438 PMCID: PMC4914478 DOI: 10.1177/1533034615593191] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2014] [Accepted: 05/28/2015] [Indexed: 11/16/2022] Open
Abstract
Single-dose preoperative stereotactic body radiotherapy is a novel radiotherapy technique for the early-stage breast cancer, and the treatment response pattern of this technique needs to be investigated on a quantitative basis. In this work, dynamic contrast-enhanced magnetic resonance imaging and diffusion-weighted magnetic resonance imaging were used to study the treatment response pattern in a unique cohort of patients with early-stage breast cancer treated with preoperative radiation. Fifteen female qualified patients received single-dose preoperative radiotherapy with 1 of the 3 prescription doses: 15 Gy, 18 Gy, and 21 Gy. Magnetic resonance imaging scans including both diffusion-weighted magnetic resonance imaging and dynamic contrast-enhanced magnetic resonance imaging were acquired before radiotherapy for planning and after radiotherapy but before surgical resection. In diffusion-weighted magnetic resonance imaging, the regional averaged apparent diffusion coefficient was calculated. In dynamic contrast-enhanced magnetic resonance imaging, quantitative parameters K (trans) and v e were evaluated using the standard Tofts model based on the average contrast agent concentration within the region of interest, and the semiquantitative initial area under the concentration curve (iAUC6min) was also recorded. These parameters' relative changes after radiotherapy were calculated for gross tumor volume, clinical target volume, and planning target volume. The initial results showed that after radiotherapy, initial area under the concentration curve significantly increased in planning target volume (P < .006) and clinical target volume (P < .006), and v e significantly increased in planning target volume (P < .05) and clinical target volume (P < .05). Statistical studies suggested that linear correlations between treatment dose and the observed parameter changes exist in most examined tests, and among these tests, the change in gross tumor volume regional averaged apparent diffusion coefficient (P < .012) and between treatment dose and planning target volume K (trans) (P < .029) were found to be statistically significant. Although it is still preliminary, this pilot study may be useful to provide insights for future works.
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Affiliation(s)
- Chunhao Wang
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
| | - Janet K Horton
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
| | - Fang-Fang Yin
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
| | - Zheng Chang
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
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Eilaghi A, Yeung T, d'Esterre C, Bauman G, Yartsev S, Easaw J, Fainardi E, Lee TY, Frayne R. Quantitative Perfusion and Permeability Biomarkers in Brain Cancer from Tomographic CT and MR Images. BIOMARKERS IN CANCER 2016; 8:47-59. [PMID: 27398030 PMCID: PMC4933536 DOI: 10.4137/bic.s31801] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/19/2015] [Revised: 11/03/2015] [Accepted: 11/06/2015] [Indexed: 12/28/2022]
Abstract
Dynamic contrast-enhanced perfusion and permeability imaging, using computed tomography and magnetic resonance systems, are important techniques for assessing the vascular supply and hemodynamics of healthy brain parenchyma and tumors. These techniques can measure blood flow, blood volume, and blood-brain barrier permeability surface area product and, thus, may provide information complementary to clinical and pathological assessments. These have been used as biomarkers to enhance the treatment planning process, to optimize treatment decision-making, and to enable monitoring of the treatment noninvasively. In this review, the principles of magnetic resonance and computed tomography dynamic contrast-enhanced perfusion and permeability imaging are described (with an emphasis on their commonalities), and the potential values of these techniques for differentiating high-grade gliomas from other brain lesions, distinguishing true progression from posttreatment effects, and predicting survival after radiotherapy, chemotherapy, and antiangiogenic treatments are presented.
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Affiliation(s)
- Armin Eilaghi
- Department of Radiology, University of Calgary, Calgary, AB, Canada.; Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Seaman Family MR Centre, Foothills Medical Centre, Calgary, AB, Canada
| | - Timothy Yeung
- Lawson Health Research Institute and Robarts Research Institute, London, ON, Canada
| | - Christopher d'Esterre
- Department of Radiology, University of Calgary, Calgary, AB, Canada.; Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Seaman Family MR Centre, Foothills Medical Centre, Calgary, AB, Canada
| | - Glenn Bauman
- Lawson Health Research Institute and Robarts Research Institute, London, ON, Canada
| | - Slav Yartsev
- Lawson Health Research Institute and Robarts Research Institute, London, ON, Canada
| | - Jay Easaw
- Department of Oncology, University of Calgary, Calgary, AB, Canada
| | - Enrico Fainardi
- Neuroradiology Unit, Department of Neurosciences and Rehabilitation, Azienda Ospedaliero-Universitaria, Arcispedale S. Anna, Ferrara, Italy.; Neuroradiology Unit, Department of Radiology, Azienda Ospedaliero-Universitaria Careggi, Firenze, Italy
| | - Ting-Yim Lee
- Lawson Health Research Institute and Robarts Research Institute, London, ON, Canada
| | - Richard Frayne
- Department of Radiology, University of Calgary, Calgary, AB, Canada.; Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada.; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.; Seaman Family MR Centre, Foothills Medical Centre, Calgary, AB, Canada
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Antitumoral Effect of Mural Cells Assessed With High-Resolution MRI and Fluorescence Microscopy. AJR Am J Roentgenol 2015; 205:W11-8. [PMID: 26102408 DOI: 10.2214/ajr.14.13680] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
OBJECTIVE The purpose of this study was to detect labeled mural cells in vivo and study their therapeutic effect on tumor growth and on functional changes in the vascular network by use of MRI and fibered confocal fluorescence microscopy (FCFM). MATERIALS AND METHODS Twenty-eight mice were allocated to the following three groups 7 days after injection of TC1 tumor cells (C157 black 6): control, no injection (n = 7); sham, injection of phosphate-buffered saline solution (n = 10); and treated, injection of human mural cells (n = 11). Tumor growth was measured with calipers. Labeled mural cells were tracked with high-resolution MRI and FCFM. Microvessel density was assessed with MRI and FCFM, and the findings were compared with the histologic results. RESULTS Tumor growth was significantly slowed in the treated group starting on day 10 (p = 0.001). Round signal-intensity voids were observed in the center of six of seven tumors treated with magnetically labeled mural cells. Positive staining for iron was observed in histologic sections of two of five of these tumors. Microvessel density measured with FCFM was greater in the treated mice (p = 0.03). Flow cytometry revealed viable human mural cells only in treated tumors. CONCLUSION In this study, imaging techniques such as high-resolution MRI and FCFM showed the therapeutic effect of mural cell injection on tumor growth and microvessel function.
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Xiao Y, Xue R, You T, Li X, Pei F. A new biodegradable and biocompatible gadolinium (III) -polymer for liver magnetic resonance imaging contrast agent. Magn Reson Imaging 2015; 33:822-8. [DOI: 10.1016/j.mri.2015.03.002] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2014] [Revised: 03/02/2015] [Accepted: 03/30/2015] [Indexed: 12/13/2022]
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10
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Longo DL, Dastrù W, Consolino L, Espak M, Arigoni M, Cavallo F, Aime S. Cluster analysis of quantitative parametric maps from DCE-MRI: application in evaluating heterogeneity of tumor response to antiangiogenic treatment. Magn Reson Imaging 2015; 33:725-36. [PMID: 25839393 DOI: 10.1016/j.mri.2015.03.005] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2014] [Revised: 03/24/2015] [Accepted: 03/30/2015] [Indexed: 10/23/2022]
Abstract
PURPOSE The objective of this study was to compare a clustering approach to conventional analysis methods for assessing changes in pharmacokinetic parameters obtained from dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) during antiangiogenic treatment in a breast cancer model. MATERIALS AND METHODS BALB/c mice bearing established transplantable her2+ tumors were treated with a DNA-based antiangiogenic vaccine or with an empty plasmid (untreated group). DCE-MRI was carried out by administering a dose of 0.05 mmol/kg of Gadocoletic acid trisodium salt, a Gd-based blood pool contrast agent (CA) at 1T. Changes in pharmacokinetic estimates (K(trans) and vp) in a nine-day interval were compared between treated and untreated groups on a voxel-by-voxel analysis. The tumor response to therapy was assessed by a clustering approach and compared with conventional summary statistics, with sub-regions analysis and with histogram analysis. RESULTS Both the K(trans) and vp estimates, following blood-pool CA injection, showed marked and spatial heterogeneous changes with antiangiogenic treatment. Averaged values for the whole tumor region, as well as from the rim/core sub-regions analysis were unable to assess the antiangiogenic response. Histogram analysis resulted in significant changes only in the vp estimates (p<0.05). The proposed clustering approach depicted marked changes in both the K(trans) and vp estimates, with significant spatial heterogeneity in vp maps in response to treatment (p<0.05), provided that DCE-MRI data are properly clustered in three or four sub-regions. CONCLUSIONS This study demonstrated the value of cluster analysis applied to pharmacokinetic DCE-MRI parametric maps for assessing tumor response to antiangiogenic therapy.
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Affiliation(s)
- Dario Livio Longo
- Institute of Biostructure and Bioimaging (CNR) c/o Molecular Biotechnologies Center, Via Nizza 52, 10126, Torino, Italy; Molecular Imaging Center, University of Torino, Via Nizza 52, 10126 Torino, Italy
| | - Walter Dastrù
- Molecular Imaging Center, University of Torino, Via Nizza 52, 10126 Torino, Italy; Department of Molecular Biotechnology and Health Sciences, University of Torino, Via Nizza 52, 10126 Torino, Italy
| | - Lorena Consolino
- Molecular Imaging Center, University of Torino, Via Nizza 52, 10126 Torino, Italy; Department of Molecular Biotechnology and Health Sciences, University of Torino, Via Nizza 52, 10126 Torino, Italy
| | - Miklos Espak
- Dept. of Computer Science, University College London, Gower Street, London WC1E 6BT, United Kingdom
| | - Maddalena Arigoni
- Department of Molecular Biotechnology and Health Sciences, University of Torino, Via Nizza 52, 10126 Torino, Italy
| | - Federica Cavallo
- Department of Molecular Biotechnology and Health Sciences, University of Torino, Via Nizza 52, 10126 Torino, Italy
| | - Silvio Aime
- Molecular Imaging Center, University of Torino, Via Nizza 52, 10126 Torino, Italy; Department of Molecular Biotechnology and Health Sciences, University of Torino, Via Nizza 52, 10126 Torino, Italy.
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Chen L, Choyke PL, Wang N, Clarke R, Bhujwalla ZM, Hillman EMC, Wang G, Wang Y. Unsupervised deconvolution of dynamic imaging reveals intratumor vascular heterogeneity and repopulation dynamics. PLoS One 2014; 9:e112143. [PMID: 25379705 PMCID: PMC4224420 DOI: 10.1371/journal.pone.0112143] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2014] [Accepted: 10/12/2014] [Indexed: 02/06/2023] Open
Abstract
With the existence of biologically distinctive malignant cells originated within the same tumor, intratumor functional heterogeneity is present in many cancers and is often manifested by the intermingled vascular compartments with distinct pharmacokinetics. However, intratumor vascular heterogeneity cannot be resolved directly by most in vivo dynamic imaging. We developed multi-tissue compartment modeling (MTCM), a completely unsupervised method of deconvoluting dynamic imaging series from heterogeneous tumors that can improve vascular characterization in many biological contexts. Applying MTCM to dynamic contrast-enhanced magnetic resonance imaging of breast cancers revealed characteristic intratumor vascular heterogeneity and therapeutic responses that were otherwise undetectable. MTCM is readily applicable to other dynamic imaging modalities for studying intratumor functional and phenotypic heterogeneity, together with a variety of foreseeable applications in the clinic.
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Affiliation(s)
- Li Chen
- Genetics Branch, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, United States of America
- Department of Electrical and Computer Engineering, Virginia Polytechnic Institute and State University, Arlington, VA 22203, United States of America
| | - Peter L. Choyke
- Molecular Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, United States of America
| | - Niya Wang
- Department of Electrical and Computer Engineering, Virginia Polytechnic Institute and State University, Arlington, VA 22203, United States of America
| | - Robert Clarke
- Lombardi Comprehensive Cancer Center, Georgetown University, Washington, D. C. 20057, United States of America
| | - Zaver M. Bhujwalla
- Department of Radiology and Radiological Science, Johns Hopkins University School of Medicine, Baltimore, MD 21205, United States of America
| | - Elizabeth M. C. Hillman
- Department of Biomedical Engineering, Columbia University, New York, NY 10027, United States of America
| | - Ge Wang
- Department of Biomedical Engineering, Biomedical Imaging Center, Rensselaer Polytechnic Institute, Troy, NY 12180, United States of America
| | - Yue Wang
- Department of Electrical and Computer Engineering, Virginia Polytechnic Institute and State University, Arlington, VA 22203, United States of America
- * E-mail:
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Tartare G, Hamad D, Azahaf M, Puech P, Betrouni N. Spectral clustering applied for dynamic contrast-enhanced MR analysis of time-intensity curves. Comput Med Imaging Graph 2014; 38:702-13. [PMID: 25179917 DOI: 10.1016/j.compmedimag.2014.07.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2014] [Revised: 06/24/2014] [Accepted: 07/21/2014] [Indexed: 10/24/2022]
Abstract
Dynamic contrast-enhanced (DCE)-magnetic resonance imaging (MRI) represents an emerging method for the prediction of biomarker responses in cancer. However, DCE images remain difficult to analyze and interpret. Although pharmacokinetic approaches, which involve multi-step processes, can provide a general framework for the interpretation of these data, they are still too complex for robust and accurate implementation. Therefore, statistical data analysis techniques were recently suggested as another valid interpretation strategy for DCE-MRI. In this context, we propose a spectral clustering approach for the analysis of DCE-MRI time-intensity signals. This graph theory-based method allows for the grouping of signals after spatial transformation. Subsequently, these data clusters can be labeled following comparison to arterial signals. Here, we have performed experiments with simulated (i.e., generated via pharmacokinetic modeling) and clinical (i.e., obtained from patients scanned during prostate cancer diagnosis) data sets in order to demonstrate the feasibility and applicability of this kind of unsupervised and non-parametric approach.
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Affiliation(s)
- Guillaume Tartare
- INSERM, U703, 152 rue du Docteur Yersin, 59120 CHRU Lille, France; Université Littoral Côte d'Opale, Laboratoire d'Informatique, Signal et Image de la Côte d'Opale, France
| | - Denis Hamad
- Université Littoral Côte d'Opale, Laboratoire d'Informatique, Signal et Image de la Côte d'Opale, France
| | - Mustapha Azahaf
- INSERM, U703, 152 rue du Docteur Yersin, 59120 CHRU Lille, France; Université Littoral Côte d'Opale, Laboratoire d'Informatique, Signal et Image de la Côte d'Opale, France; Service de Radiologie, Hôpital Claude Huriez, CHRU de Lille, France
| | - Philippe Puech
- INSERM, U703, 152 rue du Docteur Yersin, 59120 CHRU Lille, France; Université Littoral Côte d'Opale, Laboratoire d'Informatique, Signal et Image de la Côte d'Opale, France; Service de Radiologie, Hôpital Claude Huriez, CHRU de Lille, France
| | - Nacim Betrouni
- INSERM, U703, 152 rue du Docteur Yersin, 59120 CHRU Lille, France; Université Littoral Côte d'Opale, Laboratoire d'Informatique, Signal et Image de la Côte d'Opale, France.
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Wang CH, Yin FF, Horton J, Chang Z. Review of treatment assessment using DCE-MRI in breast cancer radiation therapy. World J Methodol 2014; 4:46-58. [PMID: 25332905 PMCID: PMC4202481 DOI: 10.5662/wjm.v4.i2.46] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/22/2013] [Revised: 12/31/2013] [Accepted: 02/18/2014] [Indexed: 02/06/2023] Open
Abstract
As a noninvasive functional imaging technique, dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) is being used in oncology to measure properties of tumor microvascular structure and permeability. Studies have shown that parameters derived from certain pharmacokinetic models can be used as imaging biomarkers for tumor treatment response. The use of DCE-MRI for quantitative and objective assessment of radiation therapy has been explored in a variety of methods and tumor types. However, due to the complexity in imaging technology and divergent outcomes from different pharmacokinetic approaches, the method of using DCE-MRI in treatment assessment has yet to be standardized, especially for breast cancer. This article reviews the basic principles of breast DCE-MRI and recent studies using DCE-MRI in treatment assessment. Technical and clinical considerations are emphasized with specific attention to assessment of radiation treatment response.
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Russo V, Di Paola L. Chemical reaction engineering methodologies for post-contrastographic biomedical imaging analysis. ASIA-PAC J CHEM ENG 2014. [DOI: 10.1002/apj.1803] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Valentina Russo
- Faculty of Engineering; University Campus Bio-Medico of Rome; Via Alvaro del Portillo 21 00128 Rome Italy
| | - Luisa Di Paola
- Faculty of Engineering; University Campus Bio-Medico of Rome; Via Alvaro del Portillo 21 00128 Rome Italy
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Alic L, van Vliet M, Wielopolski PA, ten Hagen TLM, van Dijke CF, Niessen WJ, Veenland JF. Regional heterogeneity changes in DCE-MRI as response to isolated limb perfusion in experimental soft-tissue sarcomas. CONTRAST MEDIA & MOLECULAR IMAGING 2013; 8:340-9. [PMID: 23613437 DOI: 10.1002/cmmi.1528] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/24/2012] [Revised: 10/31/2012] [Accepted: 12/11/2012] [Indexed: 12/17/2022]
Abstract
Experimental evidence supports an association between heterogeneity in tumor perfusion and response to chemotherapy/radiotherapy, disease progression and malignancy. Therefore, changes in tumor perfusion may be used to assess early effects of tumor treatment. However, evaluating changes in tumor perfusion during treatment is complicated by extensive changes in tumor type, size, shape and appearance. Therefore, this study assesses the regional heterogeneity of tumors by dynamic contrast-enhanced MRI (DCE-MRI) and evaluates changes in response to isolated limb perfusion (ILP) with tumor necrosis factor alpha and melphalan. Data were acquired in an experimental cancer model, using a macromolecular contrast medium, albumin-(Gd-DTPA)45. Small fragments of BN 175 (a soft-tissue sarcoma) were implanted in eight brown Norway rats. MRI of five drug-treated and three sham-treated rats was performed at baseline and 1 h after ILP intervention. Properly co-registered baseline and follow-up DCE-MRI were used to estimate the volume transfer constant (K(trans) ) pharmacokinetic maps. The regional heterogeneity was estimated in 16 tumor sectors and presented in cumulative map-volume histograms. On average, ILP-treated tumors showed a decrease in regional heterogeneity on the histograms. This study shows that heterogenic changes in regional tumor perfusion, estimated using DCE-MRI pharmacokinetic maps, can be measured and used to assess the short-term effects of a potentially curative treatment on the tumor microvasculature in an experimental soft-tissue sarcoma model.
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Affiliation(s)
- L Alic
- Erasmus MC - University Medical Centre Rotterdam, Department of Medical Informatics, Rotterdam, The Netherlands.
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16
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Ravanelli M, Farina D, Morassi M, Roca E, Cavalleri G, Tassi G, Maroldi R. Texture analysis of advanced non-small cell lung cancer (NSCLC) on contrast-enhanced computed tomography: prediction of the response to the first-line chemotherapy. Eur Radiol 2013; 23:3450-5. [PMID: 23835926 DOI: 10.1007/s00330-013-2965-0] [Citation(s) in RCA: 94] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2013] [Revised: 06/06/2013] [Accepted: 06/14/2013] [Indexed: 11/24/2022]
Abstract
OBJECTIVES To assess whether tumour heterogeneity, quantified by texture analysis (TA) on contrast-enhanced computed tomography (CECT), can predict response to chemotherapy in advanced non-small cell lung cancer (NSCLC). METHODS Fifty-three CECT studies of patients with advanced NSCLC who had undergone first-line chemotherapy were retrospectively reviewed. Response to chemotherapy was evaluated according to RECIST1.1. Tumour uniformity was assessed by a TA method based on Laplacian of Gaussian filtering. The resulting parameters were correlated with treatment response and overall survival by multivariate analysis. RESULTS Thirty-one out of 53 patients were non-responders and 22 were responders. Average overall survival was 13 months (4-35), minimum follow-up was 12 months. In the adenocarcinoma group (n = 31), the product of tumour uniformity and grey level (GL*U) was the unique independent variable correlating with treatment response. Dividing the GL*U (range 8.5-46.6) into tertiles, lesions belonging to the second and the third tertiles had an 8.3-fold higher probability of treatment response compared with those in the first tertile. No association between texture features and response to treatment was observed in the non-adenocarcinoma group (n = 22). GL*U did not correlate with overall survival. CONCLUSIONS TA on CECT images in advanced lung adenocarcinoma provides an independent predictive indicator of response to first-line chemotherapy.
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Affiliation(s)
- Marco Ravanelli
- Department of Radiology, University of Brescia, Brescia, Italy,
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17
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Liu HS, Chung HW, Chou MC, Liou M, Wang CY, Kao HW, Chiang SW, Juan CJ, Huang GS, Chen CY. Effects of microvascular permeability changes on contrast-enhanced T1 and pharmacokinetic MR imagings after ischemia. Stroke 2013; 44:1872-7. [PMID: 23743977 DOI: 10.1161/strokeaha.113.001558] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
BACKGROUND AND PURPOSE Brain enhancement on contrast-enhanced T1-weighted imaging (CET1-WI) after ischemic stroke is generally accepted as an indicator of the blood-brain barrier disruption. However, this phenomenon usually starts to become visible at the subacute phase. The purpose of this study was to evaluate the time-course profiles of K(trans), cerebral blood volume (vp), and CET1-WI with early detection of blood-brain barrier changes on K(trans) maps and their role for prediction of subsequent hemorrhagic transformation in acute middle cerebral arterial infarct. METHODS Twenty-six patients with acute middle cerebral arterial stroke and early spontaneous reperfusion, whose MR images were obtained at predetermined stroke stages, were included. T2*-based MR perfusion-weighted images were acquired using the first-pass pharmacokinetic model to derive K(trans) and vp. Parenchymal enhancement observed on maps of K(trans), vp, and CET1-WI at each stage was compared. Association among these measurements and hemorrhagic transformation was analyzed. RESULTS K(trans) map showed significantly higher parenchymal enhancement in ischemic parenchyma as compared with that of vp map and CET1-WI at early stroke stages (P<0.05). The increased K(trans) at acute stage was not associated with parenchymal enhancement in CET1-WI at the same stage. Parenchymal enhancement in CET1-WI started to occur at the late subacute stage and tended to be luxury reperfusion-dependent. Patients with hemorrhagic transformation showed higher mean K(trans) values as compared with patients without hemorrhagic transformation (P=0.02). CONCLUSIONS Postischemic brain enhancement on routine CET1-WI seems to be closely related to the luxury reperfusion at the late subacute stage and is not dependent on microvascular permeability changes at the acute stage.
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Affiliation(s)
- Hua-Shan Liu
- Department of Radiology, Tri-Service General Hospital, Taipei, Taiwan
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18
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Nathan P, Vinayan A. Imaging techniques as predictive and prognostic biomarkers in renal cell carcinoma. Ther Adv Med Oncol 2013; 5:119-31. [PMID: 23450112 PMCID: PMC3556873 DOI: 10.1177/1758834012463624] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023] Open
Abstract
A number of imaging modalities are showing promise as predictive and prognostic biomarkers in advanced renal cell carcinoma. This review discusses progress to date in this exciting area and identifies areas of future promise.
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Affiliation(s)
- Paul Nathan
- Mount Vernon Cancer Centre - Medical Oncology, Rickmansworth Road, Northwood, Middlesex HA6 2RN, UK
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19
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Magnetic Resonance Imaging Enhancement Features Before and After Neoadjuvant Chemotherapy in Patients With Breast Cancer. J Comput Assist Tomogr 2013; 37:432-9. [DOI: 10.1097/rct.0b013e31828386ae] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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20
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Davenport MS, Heye T, Dale BM, Horvath JJ, Breault SR, Feuerlein S, Bashir MR, Boll DT, Merkle EM. Inter- and intra-rater reproducibility of quantitative dynamic contrast enhanced MRI using TWIST perfusion data in a uterine fibroid model. J Magn Reson Imaging 2012; 38:329-35. [DOI: 10.1002/jmri.23974] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2012] [Accepted: 11/02/2012] [Indexed: 12/13/2022] Open
Affiliation(s)
| | - Tobias Heye
- Duke University Medical Center; Durham; North Carolina; USA
| | - Brian M. Dale
- Duke University Medical Center; Durham; North Carolina; USA
| | | | | | | | | | - Daniel T. Boll
- Duke University Medical Center; Durham; North Carolina; USA
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21
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Thaker AA, Razjouyan F, Woods DL, Haemmerich D, Sekhar K, Wood BJ, Dreher MR. Combination therapy of radiofrequency ablation and bevacizumab monitored with power Doppler ultrasound in a murine model of hepatocellular carcinoma. Int J Hyperthermia 2012; 28:766-75. [PMID: 23043501 DOI: 10.3109/02656736.2012.724517] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
PURPOSE The purpose of this study was to monitor tumour blood flow with power Doppler ultrasound following antiangiogenic therapy with bevacizumab in order to optimally time the application of radiofrequency (RF) ablation to increase ablation diameter. MATERIALS AND METHODS Athymic nude mice bearing human hepatocellular carcinoma xenografts were treated with bevacizumab and imaged daily with power Doppler ultrasound to quantify tumour blood flow. Mice were treated with RF ablation alone or in combination with bevacizumab at the optimal time, as determined by ultrasound. Ablation diameter was measured with histology and tumour microvascular density was calculated with immunohistochemistry. A computational thermal model of RF ablation was used to estimate ablation volume. RESULTS A maximum reduction of 27.8 ± 8.6% in tumour blood flow occurred on day 2 following antiangiogenic therapy, while control tumours increased 29.3 ± 17.1% (p < 0.05). Tumour microvascular density was similarly reduced by 45.1 ± 5.9% on day 2 following antiangiogenic therapy. Histology demonstrated a 13.6 ± 5.6% increase in ablation diameter (40 ± 21% increase in volume) consistent with a computational model. CONCLUSION Quantitative power Doppler ultrasound is a useful biomarker to monitor tumour blood flow following antiangiogenic treatment and to guide the application of RF ablation as a drug plus device combination therapy.
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Affiliation(s)
- Ashesh A Thaker
- Center for Interventional Oncology, Radiology and Imaging Sciences, Clinical Center, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
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22
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Del Vescovo R, Pisanti F, Russo V, Battisti S, Cazzato RL, D'Agostino F, Giurazza F, Quattrocchi CC, Faiella E, Setola R, Giulianelli R, Grasso RF, Beomonte Zobel B. Dynamic contrast-enhanced MR evaluation of prostate cancer before and after endorectal high-intensity focused ultrasound. Radiol Med 2012; 118:851-62. [PMID: 22986696 DOI: 10.1007/s11547-012-0876-9] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2011] [Accepted: 12/04/2011] [Indexed: 11/30/2022]
Abstract
PURPOSE The authors sought to determine the diagnostic performance of dynamic contrast-enhanced magnetic resonance (DCE-MR) imaging in the evaluation of prostate cancer before and after transrectal high-intensity focused ultrasound (HIFU) treatment. MATERIALS AND METHODS We analysed 25 patients with prostate cancer. The prostate-specific antigen (PSA) value was evaluated 1, 4 and 6 months after treatment. DCE-MR imaging was performed the day prior to and 1, 4 and 6 months after HIFU treatment. Transrectal prostate biopsies were obtained at the time of diagnosis and 6 months after treatment. RESULTS Before treatment, intraglandular lesions were considered to be potential sites of neoplasm and subsequently confirmed as sites of prostate adenocarcinoma in all 25 patients based on prostatespecific antigen (PSA) values and histological examinations (rho=1; p<0.001). Using histology as the gold standard, DCE-MR imaging displayed 100% sensitivity, 100% specificity, 100% positive predictive value and 100% negative predictive value before treatment. After HIFU treatment, DCE-MR imaging showed 100% sensitivity and 96% specificity. CONCLUSIONS DCE-MR imaging can be used to visualise prostate adenocarcinoma. Several morphological and postgadolinium modifications in the follow-up DCE-MR images after HIFU treatment were also observed.
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Affiliation(s)
- R Del Vescovo
- Department of Radiology, Campus Bio-Medico, University of Rome, Rome, Italy.
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23
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Wang N, Zhang M, Sun T, Chen H, Huang Z, Yan L, Wang L, Li F, Chen Z. A comparative study: Diffusion weighted whole body imaging with background body signal suppression and hybrid Positron Emission Computed Tomography on detecting lesions in oncologic clinics. Eur J Radiol 2012; 81:1662-6. [PMID: 21477959 DOI: 10.1016/j.ejrad.2011.03.047] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2011] [Revised: 03/04/2011] [Accepted: 03/11/2011] [Indexed: 01/02/2023]
Affiliation(s)
- Nianfei Wang
- Oncology Department, Second Affiliated Hospital of Anhui Medical University, Hefei, Anhui Province 230601, China
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24
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Büchert M, Mross K. Ir-truefisp: A New Dce-mri Approach in Comparison with 3d-flash Multi Flip Angle Method. MAGNETIC RESONANCE INSIGHTS 2012. [DOI: 10.4137/mri.s9832] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
For assessing treatment response to novel cancer therapeutics, dynamic contrast enhanced magnetic resonance imaging (DCE-MRI) is a valuable tool. Quantitative functional parameter estimates can be obtained by fitting physiological models to the data. In this study the IR-TrueFISP approach was evaluated as DCE-MRI acquisition sequence against the widely used 3D-Flash protocol. For comparison both protocols providing different spatial and temporal information were investigated in phantom and patient examinations. 12 advanced tumor patients underwent two examinations on consecutive days using both protocols. Results were compared and were in good agreement with each other. IR-TrueFISP data showed a lower variability compared to 3D-Flash results. This work demonstrates the pros and cons of both investigated methods. It was demonstrated that the known IR-TrueFISP sequence can successfully be employed as DCE-MRI acquisition method estimating perfusion parameters. The benefits of the IR-TrueFISP protocol are high temporal resolution and good accuracy.
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Affiliation(s)
- Martin Büchert
- MR Development and Application Center, Department of Radiology, University Medical Center Freiburg, Freiburg, Germany
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25
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Burrell JS, Walker-Samuel S, Baker LC, Boult JK, Jamin Y, Ryan AJ, Waterton JC, Halliday J, Robinson SP. Evaluation of novel combined carbogen USPIO (CUSPIO) imaging biomarkers in assessing the antiangiogenic effects of cediranib (AZD2171) in rat C6 gliomas. Int J Cancer 2012; 131:1854-62. [DOI: 10.1002/ijc.27460] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2011] [Accepted: 01/03/2012] [Indexed: 12/22/2022]
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26
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Heijmen L, Verstappen MCHM, Ter Voert EEGW, Punt CJA, Oyen WJG, de Geus-Oei LF, Hermans JJ, Heerschap A, van Laarhoven HWM. Tumour response prediction by diffusion-weighted MR imaging: ready for clinical use? Crit Rev Oncol Hematol 2012; 83:194-207. [PMID: 22269446 DOI: 10.1016/j.critrevonc.2011.12.008] [Citation(s) in RCA: 52] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2011] [Revised: 12/06/2011] [Accepted: 12/28/2011] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND The efficacy of anticancer therapy is usually evaluated by anatomical imaging. However, this method may be suboptimal for the evaluation of novel treatment modalities, such as targeted therapy. Theoretically, functional assessment of tumour response by diffusion weighted imaging (DWI) is an attractive tool for this purpose and may allow an early prediction of response. The optimal use of this method has still to be determined. METHOD We reviewed the published literature on clinical DWI in the prediction of response to anticancer therapy, especially targeted therapy. Studies investigating the role of DWI in patients with cancer either for response prediction and/or response monitoring were selected for this analysis. RESULTS We identified 24 studies that met our criteria. Most studies showed a significant correlation between (changes in) apparent diffusion coefficient (ADC) values and treatment response. However, in different tumours and studies, both high and low pretreatment ADC were found to be associated with response rate. In the course of treatment, an increase in ADC was associated with response in most cases. CONCLUSION The potential of DWI for (early) response monitoring of anticancer therapies has been demonstrated. However, validation is hampered by the lack of reproducibility and standardisation. We recommend that these issues should be properly addressed prior to further testing the clinical use of DWI in the assessment of treatments.
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Affiliation(s)
- Linda Heijmen
- Department of Medical Oncology, Radboud University Nijmegen Medical Centre, Nijmegen, The Netherlands
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27
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Chen L, Choyke PL, Chan TH, Chi CY, Wang G, Wang Y. Tissue-specific compartmental analysis for dynamic contrast-enhanced MR imaging of complex tumors. IEEE TRANSACTIONS ON MEDICAL IMAGING 2011; 30:2044-58. [PMID: 21708498 PMCID: PMC6309689 DOI: 10.1109/tmi.2011.2160276] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
Dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) provides a noninvasive method for evaluating tumor vasculature patterns based on contrast accumulation and washout. However, due to limited imaging resolution and tumor tissue heterogeneity, tracer concentrations at many pixels often represent a mixture of more than one distinct compartment. This pixel-wise partial volume effect (PVE) would have profound impact on the accuracy of pharmacokinetics studies using existing compartmental modeling (CM) methods. We, therefore, propose a convex analysis of mixtures (CAM) algorithm to explicitly mitigate PVE by expressing the kinetics in each pixel as a nonnegative combination of underlying compartments and subsequently identifying pure volume pixels at the corners of the clustered pixel time series scatter plot simplex. The algorithm is supported theoretically by a well-grounded mathematical framework and practically by plug-in noise filtering and normalization preprocessing. We demonstrate the principle and feasibility of the CAM-CM approach on realistic synthetic data involving two functional tissue compartments, and compare the accuracy of parameter estimates obtained with and without PVE elimination using CAM or other relevant techniques. Experimental results show that CAM-CM achieves a significant improvement in the accuracy of kinetic parameter estimation. We apply the algorithm to real DCE-MRI breast cancer data and observe improved pharmacokinetic parameter estimation, separating tumor tissue into regions with differential tracer kinetics on a pixel-by-pixel basis and revealing biologically plausible tumor tissue heterogeneity patterns. This method combines the advantages of multivariate clustering, convex geometry analysis, and compartmental modeling approaches. The open-source MATLAB software of CAM-CM is publicly available from the Web.
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Affiliation(s)
- Li. Chen
- Bradley Department of Electrical and Computer Engineering, Virginia Polytechnic Institute and State University, Arlington, VA 22203 USA
| | - Peter L. Choyke
- Molecular Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892 USA
| | - Tsung-Han Chan
- Institute of Communications Engineering and Department of Electrical Engineering, National Tsing Hua University, Hsinchu 30013, Taiwan
| | - Chong-Yung Chi
- Institute of Communications Engineering and Department of Electrical Engineering, National Tsing Hua University, Hsinchu 30013, Taiwan
| | - Ge Wang
- School of Biomedical Engineering and Science, Virginia Polytechnic Institute and State University, Blacksburg, VA 24061 USA
| | - Yue Wang
- Bradley Department of Electrical and Computer Engineering, Virginia Polytechnic Institute and State University, Arlington, VA 22203 USA
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28
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Yang M, Gao H, Yan Y, Sun X, Chen K, Quan Q, Lang L, Kiesewetter D, Niu G, Chen X. PET imaging of early response to the tyrosine kinase inhibitor ZD4190. Eur J Nucl Med Mol Imaging 2011; 38:1237-47. [PMID: 21360246 PMCID: PMC3184245 DOI: 10.1007/s00259-011-1742-z] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2010] [Accepted: 01/04/2011] [Indexed: 12/20/2022]
Abstract
PURPOSE We evaluated noninvasive positron emission tomography (PET) imaging for monitoring tumor response to the VEGFR-2 tyrosine kinase (TK) inhibitor ZD4190 during cancer therapy. EXPERIMENTAL DESIGN Orthotopic MDA-MB-435 tumor-bearing mice were treated with ZD4190 (100 mg/kg orally per day for three consecutive days). Tumor growth was monitored by caliper measurement. During the therapeutic period, longitudinal PET scans were acquired using (18)F-FDG, (18)F-FLT and (18)F-FPPRGD2 as imaging tracers to evaluate tumor glucose metabolism, tumor cell proliferation, and angiogenesis, respectively. Imaging metrics were validated by immunohistochemical analysis of Ki67, GLUT-1, F4/80, CD31, murine integrin β3, and human integrin αvβ3. RESULTS Three consecutive daily oral administrations of 100 mg/kg of ZD4190 were effective in delaying MDA-MB-435 tumor growth. A significant difference in tumor volume was observed on day 7 between the treatment group and the control group (p < 0.01). After the final treatment, tumor growth resumed after a short delay. In the control tumors, (18)F-FPPRGD2 uptake was stable between days 0 and 7. In ZD4190-treated tumors, (18)F-FPPRGD2 uptake had decreased significantly relative to baseline by 26.74 ± 8.12% (p < 0.05) on day 1 and by 41.19 ± 6.63% (p < 0.01) on day 3, then had returned to baseline on day 7. Tumor uptake of (18)F-FLT had also decreased on both day 1 and day 3 after initiation of ZD4190 treatment. No significant change in (18)F-FDG uptake in ZD4190-treated tumors was observed, however, compared with the control group. All of the imaging findings were supported by ex vivo analysis of related biomarkers. CONCLUSION The longitudinal imaging results demonstrated the usefulness of quantitative (18)F-FLT and (18)F-FPPRGD2 PET imaging in evaluating the early antiproliferative and antiangiogenic effects of ZD4190. The quantification data from the PET imaging were consistent with the pattern of initial growth inhibition with treatment, followed by tumor relapse after treatment cessation.
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Affiliation(s)
- Min Yang
- Key Laboratory of Nuclear Medicine, Ministry of Health, Jiangsu Key Laboratory of Molecular Nuclear Medicine, Jiangsu Institute of Nuclear Medicine, Wuxi, Jiangsu, China
- Laboratory of Molecular Imaging and Nanomedicine (LOMIN), National Institute of Biomedical Imaging and Bioengineering (NIBIB), National Institutes of Health (NIH), 31 Center Drive, Suite 1C14, Bethesda, MD 20892-2281, USA
| | - Haokao Gao
- Laboratory of Molecular Imaging and Nanomedicine (LOMIN), National Institute of Biomedical Imaging and Bioengineering (NIBIB), National Institutes of Health (NIH), 31 Center Drive, Suite 1C14, Bethesda, MD 20892-2281, USA
- Department of Cardiology, Xijing Hospital, The Fourth Military Medical University, Xi’an, China
| | - Yongjun Yan
- Laboratory of Molecular Imaging and Nanomedicine (LOMIN), National Institute of Biomedical Imaging and Bioengineering (NIBIB), National Institutes of Health (NIH), 31 Center Drive, Suite 1C14, Bethesda, MD 20892-2281, USA
| | - Xilin Sun
- Laboratory of Molecular Imaging and Nanomedicine (LOMIN), National Institute of Biomedical Imaging and Bioengineering (NIBIB), National Institutes of Health (NIH), 31 Center Drive, Suite 1C14, Bethesda, MD 20892-2281, USA
| | - Kai Chen
- Laboratory of Molecular Imaging and Nanomedicine (LOMIN), National Institute of Biomedical Imaging and Bioengineering (NIBIB), National Institutes of Health (NIH), 31 Center Drive, Suite 1C14, Bethesda, MD 20892-2281, USA
| | - Qimeng Quan
- Laboratory of Molecular Imaging and Nanomedicine (LOMIN), National Institute of Biomedical Imaging and Bioengineering (NIBIB), National Institutes of Health (NIH), 31 Center Drive, Suite 1C14, Bethesda, MD 20892-2281, USA
| | - Lixin Lang
- Laboratory of Molecular Imaging and Nanomedicine (LOMIN), National Institute of Biomedical Imaging and Bioengineering (NIBIB), National Institutes of Health (NIH), 31 Center Drive, Suite 1C14, Bethesda, MD 20892-2281, USA
| | - Dale Kiesewetter
- Laboratory of Molecular Imaging and Nanomedicine (LOMIN), National Institute of Biomedical Imaging and Bioengineering (NIBIB), National Institutes of Health (NIH), 31 Center Drive, Suite 1C14, Bethesda, MD 20892-2281, USA
| | - Gang Niu
- Laboratory of Molecular Imaging and Nanomedicine (LOMIN), National Institute of Biomedical Imaging and Bioengineering (NIBIB), National Institutes of Health (NIH), 31 Center Drive, Suite 1C14, Bethesda, MD 20892-2281, USA
| | - Xiaoyuan Chen
- Laboratory of Molecular Imaging and Nanomedicine (LOMIN), National Institute of Biomedical Imaging and Bioengineering (NIBIB), National Institutes of Health (NIH), 31 Center Drive, Suite 1C14, Bethesda, MD 20892-2281, USA
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29
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Bell LK, Ainsworth NL, Lee SH, Griffiths JR. MRI & MRS assessment of the role of the tumour microenvironment in response to therapy. NMR IN BIOMEDICINE 2011; 24:612-35. [PMID: 21567513 DOI: 10.1002/nbm.1720] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2010] [Revised: 02/28/2011] [Accepted: 03/07/2011] [Indexed: 05/30/2023]
Abstract
MRI and MRS techniques are being applied to the characterisation of various aspects of the tumour microenvironment and to the assessment of tumour response to therapy. For example, kinetic parameters describing tumour blood vessel flow and permeability can be derived from dynamic contrast-enhanced MRI data and have been correlated with a positive tumour response to antivascular therapies. The ongoing development and validation of noninvasive, high-resolution anatomical/molecular MR techniques will equip us with the means to detect specific tumour biomarkers early on, and then to monitor the efficacy of cancer treatments efficiently and reliably, all within a clinically relevant time frame. Reliable tumour microenvironment imaging biomarkers will provide obvious advantages by enabling tumour-specific treatment tailoring and potentially improving patient outcome. However, for routine clinical application across many disease types, such imaging biomarkers must be quantitative, robust, reproducible, sufficiently sensitive and cost-effective. These characteristics are all difficult to achieve in practice, but image biomarker development and validation have been greatly facilitated by an increasing number of pertinent preclinical in vivo cancer models. Emphasis must now be placed on discovering whether the preclinical results translate into an improvement in patient care and, therefore, overall survival.
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Affiliation(s)
- Leanne K Bell
- Cancer Research UK, Cambridge Research Institute, Li Ka Shing Centre, Cambridge, UK.
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30
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Mason RP, Zhao D, Liu L, Trawick ML, Pinney KG. A perspective on vascular disrupting agents that interact with tubulin: preclinical tumor imaging and biological assessment. Integr Biol (Camb) 2011; 3:375-87. [PMID: 21321746 PMCID: PMC3071431 DOI: 10.1039/c0ib00135j] [Citation(s) in RCA: 80] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
The tumor microenvironment provides a rich source of potential targets for selective therapeutic intervention with properly designed anticancer agents. Significant physiological differences exist between the microvessels that nourish tumors and those that supply healthy tissue. Selective drug-mediated damage of these tortuous and chaotic microvessels starves a tumor of necessary nutrients and oxygen and eventually leads to massive tumor necrosis. Vascular targeting strategies in oncology are divided into two separate groups: angiogenesis inhibiting agents (AIAs) and vascular disrupting agents (VDAs). The mechanisms of action between these two classes of compounds are profoundly distinct. The AIAs inhibit the actual formation of new vessels, while the VDAs damage and/or destroy existing tumor vasculature. One subset of small-molecule VDAs functions by inhibiting the assembly of tubulin into microtubules, thus causing morphology changes to the endothelial cells lining the tumor vasculature, triggered by a cascade of cell signaling events. Ultimately this results in catastrophic damage to the vessels feeding the tumor. The rapid emergence and subsequent development of the VDA field over the past decade has led to the establishment of a synergistic combination of preclinical state-of-the-art tumor imaging and biological evaluation strategies that are often indicative of future clinical efficacy for a given VDA. This review focuses on an integration of the appropriate biochemical and biological tools necessary to assess (preclinically) new small-molecule, tubulin active VDAs for their potential to be clinically effective anticancer agents.
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Affiliation(s)
- Ralph P. Mason
- Department of Radiology, 5323 Harry Hines Boulevard, The University of Texas Southwestern Medical Center, Dallas, Texas, 75390-9058 USA
| | - Dawen Zhao
- Department of Radiology, 5323 Harry Hines Boulevard, The University of Texas Southwestern Medical Center, Dallas, Texas, 75390-9058 USA
| | - Li Liu
- Department of Radiology, 5323 Harry Hines Boulevard, The University of Texas Southwestern Medical Center, Dallas, Texas, 75390-9058 USA
| | - Mary Lynn Trawick
- Department of Chemistry and Biochemistry, One Bear Place #97348, Baylor University, Waco, Texas 76798-7348, USA
| | - Kevin G. Pinney
- Department of Chemistry and Biochemistry, One Bear Place #97348, Baylor University, Waco, Texas 76798-7348, USA
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Chen BB, Hsu CY, Yu CW, Hou HA, Liu CY, Wei SY, Chou WC, Tien HF, Shih TTF. Dynamic Contrast-enhanced MR Imaging Measurement of Vertebral Bone Marrow Perfusion May Be Indicator of Outcome of Acute Myeloid Leukemia Patients in Remission. Radiology 2011; 258:821-831. [DOI: 10.1148/radiol.10100995] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/30/2023]
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Zhou JH, Cao LH, Liu JB, Zheng W, Liu M, Luo RZ, Han F, Li AH. Quantitative assessment of tumor blood flow in mice after treatment with different doses of an antiangiogenic agent with contrast-enhanced destruction-replenishment US. Radiology 2011; 259:406-13. [PMID: 21292869 DOI: 10.1148/radiol.10101339] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
PURPOSE To quantify tumor blood flow by using contrast material-enhanced destruction-replenishment ultrasonography (US) to evaluate tumor response to different doses of an agent for antiangiogenic treatment in hepatoma-bearing mice, with histologic measurements of microvascular density (MVD) as the reference standard. MATERIALS AND METHODS Experiments were approved by the regional animal care committee. Mice bearing subcutaneous H22 hepatoma were treated with different doses of thalidomide, 100 mg/kg in group B and 200 mg/kg in group C. Group A (control group) was treated with 0.5% carboxylmethylcellulose. Treatment groups and the control group included 10 mice each. Contrast-enhanced US was used to evaluate the percentage of nonenhanced area, and contrast-enhanced destruction-replenishment US was used to evaluate tumor blood flow. Tumor blood flow was compared with measurements of MVD. Comparisons were made by using one-way analysis of variance and the post hoc least significant difference test for multiple comparisons. RESULTS Contrast-enhanced gray-scale US showed significant increases in the percentage of nonenhanced area in group C (mean, 10.56% ± 7.25 [standard deviation]), as compared with groups A (mean, 2.40% ± 3.12; P = .004) and B (mean, 3.75% ± 5.55; P = .012). Contrast-enhanced destruction-replenishment US showed significant decreases of tumor blood flow in groups B and C, as compared with group A (P = .003 and P < .001, respectively), and the blood flow in group C was significantly lower than that of group B (P = .01). Immunohistochemical analysis revealed significant decreases of MVD in groups B and C, as compared with MVD in group A (P = .002 and P < .001, respectively); however, there was no significant difference in MVD between groups B and C (P = .21). CONCLUSION Quantification of tumor blood flow by using contrast-enhanced destruction-replenishment US shows the potential to guide drug dosage during antiangiogenic therapy.
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Affiliation(s)
- Jian-hua Zhou
- Department of Ultrasound, State Key Laboratory of Oncology in Southern China, Cancer Center, Sun Yat-Sen University, 651 Dongfeng Road East, Guangzhou 510060, People's Republic of China
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Wang H, Marchal G, Ni Y. Multiparametric MRI biomarkers for measuring vascular disrupting effect on cancer. World J Radiol 2011; 3:1-16. [PMID: 21286490 PMCID: PMC3030722 DOI: 10.4329/wjr.v3.i1.1] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/07/2010] [Revised: 01/13/2011] [Accepted: 01/20/2011] [Indexed: 02/06/2023] Open
Abstract
Solid malignancies have to develop their own blood supply for their aggressive growth and metastasis; a process known as tumor angiogenesis. Angiogenesis is largely involved in tumor survival, progression and spread, which are known to be significantly attributed to treatment failures. Over the past decades, efforts have been made to understand the difference between normal and tumor vessels. It has been demonstrated that tumor vasculature is structurally immature with chaotic and leaky phenotypes, which provides opportunities for developing novel anticancer strategies. Targeting tumor vasculature is not only a unique therapeutic intervention to starve neoplastic cells, but also enhances the efficacy of conventional cancer treatments. Vascular disrupting agents (VDAs) have been developed to disrupt the already existing neovasculature in actively growing tumors, cause catastrophic vascular shutdown within short time, and induce secondary tumor necrosis. VDAs are cytostatic; they can only inhibit tumor growth, but not eradicate the tumor. This novel drug mechanism has urged us to develop multiparametric imaging biomarkers to monitor early hemodynamic alterations, cellular dysfunctions and metabolic impairments before tumor dimensional changes can be detected. In this article, we review the characteristics of tumor vessels, tubulin-destabilizing mechanisms of VDAs, and in vivo effects of the VDAs that have been mostly studied in preclinical studies and clinical trials. We also compare the different tumor models adopted in the preclinical studies on VDAs. Multiparametric imaging biomarkers, mainly diffusion-weighted imaging and dynamic contrast-enhanced imaging from magnetic resonance imaging, are evaluated for their potential as morphological and functional imaging biomarkers for monitoring therapeutic effects of VDAs.
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Tracer kinetic modelling of tumour angiogenesis based on dynamic contrast-enhanced CT and MRI measurements. Eur J Nucl Med Mol Imaging 2010; 37 Suppl 1:S30-51. [PMID: 20503049 DOI: 10.1007/s00259-010-1448-7] [Citation(s) in RCA: 67] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
PURPOSE Technical developments in both magnetic resonance imaging (MRI) and computed tomography (CT) have helped to reduce scan times and expedited the development of dynamic contrast-enhanced (DCE) imaging techniques. Since the temporal change of the image signal following the administration of a diffusible, extracellular contrast agent (CA) is related to the local blood supply and the extravasation of the CA into the interstitial space, DCE imaging can be used to assess tissue microvasculature and microcirculation. It is the aim of this review to summarize the biophysical and tracer kinetic principles underlying this emerging imaging technique offering great potential for non-invasive characterization of tumour angiogenesis. METHODS In the first part, the relevant contrast mechanisms are presented that form the basis to relate signal variations measured by serial CT and MRI to local tissue concentrations of the administered CA. In the second part, the concepts most widely used for tracer kinetic modelling of concentration-time courses derived from measured DCE image data sets are described in a consistent and unified manner to highlight their particular structure and assumptions as well as the relationships among them. Finally, the concepts presented are exemplified by the analysis of representative DCE data as well as discussed with respect to present and future applications in cancer diagnosis and therapy. RESULTS Depending on the specific protocol used for the acquisition of DCE image data and the particular model applied for tracer kinetic analysis of the derived concentration-time courses, different aspects of tumour angiogenesis can be quantified in terms of well-defined physiological tissue parameters. CONCLUSIONS DCE imaging offers promising prospects for improved tumour diagnosis, individualization of cancer treatment as well as the evaluation of novel therapeutic concepts in preclinical and early-stage clinical trials.
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Niu G, Chen X. Vascular endothelial growth factor as an anti-angiogenic target for cancer therapy. Curr Drug Targets 2010; 11:1000-17. [PMID: 20426765 DOI: 10.2174/138945010791591395] [Citation(s) in RCA: 265] [Impact Index Per Article: 18.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2009] [Accepted: 04/14/2010] [Indexed: 12/12/2022]
Abstract
New blood vessel formation (angiogenesis) is fundamental to tumor growth, invasion, and metastatic dissemination. The vascular endothelial growth factor (VEGF) signaling pathway plays pivotal roles in regulating tumor angiogenesis. VEGF as a therapeutic target has been validated in various types of human cancers. Different agents including antibodies, aptamers, peptides, and small molecules have been extensively investigated to block VEGF and its pro-angiogenic functions. Some of these agents have been approved by FDA and some are currently in clinical trials. Combination therapies are also being pursued for better tumor control. By providing comprehensive real-time information, molecular imaging of VEGF pathway may accelerate the drug development process. Moreover, the imaging will be of great help for patient stratification and therapeutic effect monitoring, which will promote effective personalized molecular cancer therapy. This review summarizes the current status of tumor therapeutic agents targeting to VEGF and the applications of VEGF related molecular imaging.
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Affiliation(s)
- Gang Niu
- Laboratory of Molecular Imaging and Nanomedicine, National Institute of Biomedical Imaging and Bioengineering, National Institute of Health, 9 Memorial Drive, Bethesda, MD 20892, USA.
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Coenegrachts K, Ghekiere J, Denolin V, Gabriele B, Hérigault G, Haspeslagh M, Daled P, Bipat S, Stoker J, Rigauts H. Perfusion maps of the whole liver based on high temporal and spatial resolution contrast-enhanced MRI (4D THRIVE): Feasibility and initial results in focal liver lesions. Eur J Radiol 2010; 74:529-35. [DOI: 10.1016/j.ejrad.2009.03.029] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2008] [Revised: 03/03/2009] [Accepted: 03/13/2009] [Indexed: 10/20/2022]
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Meng H, Xing G, Sun B, Zhao F, Lei H, Li W, Song Y, Chen Z, Yuan H, Wang X, Long J, Chen C, Liang X, Zhang N, Chai Z, Zhao Y. Potent angiogenesis inhibition by the particulate form of fullerene derivatives. ACS NANO 2010; 4:2773-2783. [PMID: 20429577 DOI: 10.1021/nn100448z] [Citation(s) in RCA: 99] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
Antiangiogenesis is an effective strategy for cancer treatment because uncontrolled tumor growth depends on tumor angiogenesis and sufficient blood supply. Great progress has been made in developing a "molecular" form of angiogenesis inhibitors; however, the narrow inhibition spectrum limits anticancer efficacy as those inhibitors that usually target a few or even a single angiogenic factor among many angiogenic factors might initially be effective but ultimately lead to the failure of the treatment due to the induction of expression of other angiogenic factors. In this work, we report that with a multiple hydroxyl groups functionalized surface, the Gd@C(82)(OH)(22) fullerenic nanoparticles (f-NPs) are capable of simultaneously downregulating more than 10 angiogenic factors in the mRNA level that is further confirmed at the protein level. After studying this antiangiogenesis activity of the f-NPs by cellular experiment, we further investigated its anticancer efficacy in vivo. A two-week treatment with the f-NPs decreased >40% tumor microvessels density and efficiently lowered the speed of blood supply to tumor tissues by approximately 40%. Efficacy of the treatment using f-NPs in nude mice was comparable to the clinic anticancer drug paclitaxel, while no pronounced side effects were found. These findings indicate that the f-NPs with multiple hydroxyl groups serve as a potent antiangiogenesis inhibitor that can simultaneously target multiple angiogenic factors. We propose that using nanoscale "particulate" itself as a new form of medicine (particulate medicine) may be superior to the traditional "molecular" form of medicine (molecular medicine) in cancer treatment.
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Affiliation(s)
- Huan Meng
- CAS Key Laboratory for Biomedical Effects of Nanomaterials & Nanosafety, Institute of High Energy Physics, Chinese Academy of Sciences, Beijing 100049, China
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Park SY, Kim JJ, Kim TH, Lim SH, Han DH, Park BK, Kim CK, Kwon GY, Choi HY, Lee HM. The role of endorectal magnetic resonance imaging in predicting extraprostatic extension and seminal vesicle invasion in clinically localized prostate cancer. Korean J Urol 2010; 51:308-12. [PMID: 20495692 PMCID: PMC2873883 DOI: 10.4111/kju.2010.51.5.308] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2010] [Accepted: 04/29/2010] [Indexed: 11/18/2022] Open
Abstract
Purpose We aimed to assess the clinical value of endorectal magnetic resonance imaging (MRI) in predicting extraprostatic extension and seminal vesicle invasion in patients with clinically localized prostate cancer. Materials and Methods A total of 54 patients who underwent radical prostatectomy for clinically localized prostate cancer were retrospectively analyzed. The findings of endorectal MRI, performed at least 3 weeks after biopsy, were compared with the pathological results of radical prostatectomy specimens. The sensitivity, specificity, and accuracy of the detection of extraprostatic extension and seminal vesicle invasion were calculated. Results The sensitivity, specificity, and accuracy of the endorectal MRI findings were 50.0%, 82.6%, and 77.8% for the detection of extraprostatic extension, respectively, and 75.0%, 92.0%, and 90.7% for the detection of seminal vesicle invasion, respectively. The sensitivity of endorectal MRI in the detection of extraprostatic extension improved as the Gleason score increased. Conclusions Endorectal MRI findings demonstrated modest sensitivity for predicting extraprostatic extension, whereas specificity was relatively high. In addition, endorectal MRI showed better sensitivity for detecting high-grade tumors.
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Affiliation(s)
- Seo Yong Park
- Department of Urology, Sungkyunkwan University School of Medicine, Seoul, Korea
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Craciunescu O, Brizel D, Cleland E, Yoo D, Muradyan N, Carroll M, Barboriak D, MacFall J. Dynamic contrast enhanced-MRI in head and neck cancer patients: Variability of the precontrast longitudinal relaxation time (T10). Med Phys 2010; 37:2683-92. [DOI: 10.1118/1.3427487] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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Cao Q, Liu S, Niu G, Chen K, Yan Y, Liu Z, Chen X. Phage display peptide probes for imaging early response to bevacizumab treatment. Amino Acids 2010; 41:1103-12. [PMID: 20232090 DOI: 10.1007/s00726-010-0548-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2010] [Accepted: 02/25/2010] [Indexed: 10/19/2022]
Abstract
Early evaluation of cancer response to a therapeutic regimen can help increase the effectiveness of treatment schemes and, by enabling early termination of ineffective treatments, minimize toxicity, and reduce expenses. Biomarkers that provide early indication of tumor therapy response are urgently needed. Solid tumors require blood vessels for growth, and new anti-angiogenic agents can act by preventing the development of a suitable blood supply to sustain tumor growth. The purpose of this study is to develop a class of novel molecular imaging probes that will predict tumor early response to an anti-angiogenic regimen with the humanized vascular endothelial growth factor antibody bevacizumab. Using a bevacizumab-sensitive LS174T colorectal cancer model and a 12-mer bacteriophage (phage) display peptide library, a bevacizumab-responsive peptide (BRP) was identified after six rounds of biopanning and tested in vitro and in vivo. This 12-mer peptide was metabolically stable and had low toxicity to both endothelial cells and tumor cells. Near-infrared dye IRDye800-labeled BRP phage showed strong binding to bevacizumab-treated tumors, but not to untreated control LS174T tumors. In addition, both IRDye800- and (18)F-labeled BRP peptide had significantly higher uptake in tumors treated with bevacizumab than in controls treated with phosphate-buffered saline. Ex vivo histopathology confirmed the specificity of the BRP peptide to bevacizumab-treated tumor vasculature. In summary, a novel 12-mer peptide BRP selected using phage display techniques allowed non-invasive visualization of early responses to anti-angiogenic treatment. Suitably labeled BRP peptide may be potentially useful pre-clinically and clinically for monitoring treatment response.
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Affiliation(s)
- Qizhen Cao
- Molecular Imaging Program at Stanford, Department of Radiology and Bio-X Program, Stanford University School of Medicine, CA 94305, USA
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Vos PC, Hambrock T, Barenstz JO, Huisman HJ. Computer-assisted analysis of peripheral zone prostate lesions using T2-weighted and dynamic contrast enhanced T1-weighted MRI. Phys Med Biol 2010; 55:1719-34. [DOI: 10.1088/0031-9155/55/6/012] [Citation(s) in RCA: 80] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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Biomarqueurs en imagerie pour l’évaluation des nouvelles thérapies anticancéreuses. ONCOLOGIE 2010. [DOI: 10.1007/s10269-010-1870-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Coenegrachts K. Magnetic resonance imaging of the liver: New imaging strategies for evaluating focal liver lesions. World J Radiol 2009; 1:72-85. [PMID: 21160723 PMCID: PMC2999307 DOI: 10.4329/wjr.v1.i1.72] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2009] [Revised: 11/12/2009] [Accepted: 11/16/2009] [Indexed: 02/06/2023] Open
Abstract
The early detection of focal liver lesions, particularly those which are malignant, is of utmost importance. The resection of liver metastases of some malignancies (including colorectal cancer) has been shown to improve the survival of patients. Exact knowledge of the number, size, and regional distribution of liver metastases is essential to determine their resectability. Almost all focal liver lesions larger than 10 mm are demonstrated with current imaging techniques but the detection of smaller focal liver lesions is still relatively poor. One of the advantages of magnetic resonance imaging (MRI) of the liver is better soft tissue contrast (compared to other radiologic modalities), which allows better detection and characterization of the focal liver lesions in question. Developments in MRI hardware and software and the availability of novel MRI contrast agents have further improved the diagnostic yield of MRI in lesion detection and characterization. Although the primary modalities for liver imaging are ultrasound and computed tomography, recent studies have suggested that MRI is the most sensitive method for detecting small liver metastatic lesions, and MRI is now considered the pre-operative standard method for diagnosis. Two recent developments in MRI sequences for the upper abdomen comprise unenhanced diffusion-weighted imaging (DWI), and keyhole-based dynamic contrast-enhanced (DCE) MRI (4D THRIVE). DWI allows improved detection (b = 10 s/mm2) of small (< 10 mm) focal liver lesions in particular, and is useful as a road map sequence. Also, using higher b-values, the calculation of the apparent diffusion coefficient value, true diffusion coefficient, D, and the perfusion fraction, f, has been used for the characterization of focal liver lesions. DCE 4D THRIVE enables MRI of the liver with high temporal and spatial resolution and full liver coverage. 4D THRIVE improves evaluation of focal liver lesions, providing multiple arterial and venous phases, and allows the calculation of perfusion parameters using pharmacokinetic models. 4D THRIVE has potential benefits in terms of detection, characterization and staging of focal liver lesions and in monitoring therapy.
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Wernicke AG, Rosenblatt R, Rasca M, Parhar P, Christos PJ, Fischer A, Parashar B, Nori D. Quantitative Assessment of Radiation-Induced Fibrosis of the Breast with Tissue Compliance Meter, Palpation, and Radiological Imaging: Preliminary Results. Breast J 2009; 15:583-92. [DOI: 10.1111/j.1524-4741.2009.00835.x] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Mross K, Fasol U, Frost A, Benkelmann R, Kuhlmann J, Büchert M, Unger C, Blum H, Hennig J, Milenkova TP, Tessier J, Krebs AD, Ryan AJ, Fischer R. DCE-MRI assessment of the effect of vandetanib on tumor vasculature in patients with advanced colorectal cancer and liver metastases: a randomized phase I study. JOURNAL OF ANGIOGENESIS RESEARCH 2009; 1:5. [PMID: 19946413 PMCID: PMC2776237 DOI: 10.1186/2040-2384-1-5] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/10/2009] [Accepted: 09/21/2009] [Indexed: 12/28/2022]
Abstract
BACKGROUND Vandetanib is a once-daily oral inhibitor of VEGFR, EGFR and RET signaling pathways. In patients with advanced colorectal cancer and liver metastases, the effect of vandetanib on tumor vasculature was assessed using dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI). METHODS Eligible patients received vandetanib 100 or 300 mg/day. DCE-MRI (iAUC(60 )and K(trans)) was used to quantify the primary endpoints of tumor perfusion and vascular permeability. An exploratory assessment of tumor oxygenation was performed using MRI/T2*. All MRI parameters were measured at baseline (twice) and on days 2, 8, 29 and 57. RESULTS Twenty-two patients received vandetanib (n = 10, 100 mg; n = 12, 300 mg). Baseline measurements of iAUC(60 )and K(trans )were reproducible, with low intrapatient coefficients of variation (11% and 24%, respectively). Estimates of mean % changes from baseline were -3.4% (100 mg) and -4.6% (300 mg) for iAUC(60), and -4.6% (100 mg) and -2.7% (300 mg) for K(trans); these changes were not significantly different between doses. The exploratory T2* measurement showed a significant increase at 300 mg versus 100 mg (P = 0.006). Both doses of vandetanib were generally well tolerated; common toxicities were fatigue, rash and diarrhea (majority CTC grade 1 or 2). The pharmacokinetic profile of vandetanib was similar to that observed previously. There were no RECIST-defined objective responses; five patients experienced stable disease >/=8 weeks. CONCLUSION In this study in patients with advanced colorectal cancer, vandetanib did not modulate gadolinium uptake in tumor vasculature and tissue measured by the DCE-MRI parameters iAUC(60 )and K(trans). TRIAL REGISTRATION NCT00496509 (ClinicalTrials.gov); D4200C00050 (AstraZeneca).
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Affiliation(s)
- Klaus Mross
- Tumor Biology Centre at the Albert-Ludwigs-University, Freiburg, Germany
| | - Ulrike Fasol
- Magnetic Resonance Development and Application Center, Universitätsklinikum, Freiburg, Germany
| | - Annette Frost
- Tumor Biology Centre at the Albert-Ludwigs-University, Freiburg, Germany
| | - Robin Benkelmann
- Tumor Biology Centre at the Albert-Ludwigs-University, Freiburg, Germany
| | - Jan Kuhlmann
- Tumor Centre Ludwig-Heilmeyer, Comprehensive Cancer Center Freiburg, University Hospital, Freiburg, Germany
| | - Martin Büchert
- Magnetic Resonance Development and Application Center, Universitätsklinikum, Freiburg, Germany
| | - Clemens Unger
- Tumor Biology Centre at the Albert-Ludwigs-University, Freiburg, Germany
| | - Hubert Blum
- Tumor Centre Ludwig-Heilmeyer, Comprehensive Cancer Center Freiburg, University Hospital, Freiburg, Germany
| | - Jürgen Hennig
- Magnetic Resonance Development and Application Center, Universitätsklinikum, Freiburg, Germany
| | | | | | | | | | - Richard Fischer
- Tumor Centre Ludwig-Heilmeyer, Comprehensive Cancer Center Freiburg, University Hospital, Freiburg, Germany
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Simulation-based comparison of two approaches frequently used for dynamic contrast-enhanced MRI. Eur Radiol 2009; 20:432-42. [PMID: 19727758 DOI: 10.1007/s00330-009-1556-6] [Citation(s) in RCA: 58] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2008] [Revised: 06/05/2009] [Accepted: 07/05/2009] [Indexed: 10/20/2022]
Abstract
PURPOSE The purpose was to compare two approaches for the acquisition and analysis of dynamic-contrast-enhanced MRI data with respect to differences in the modelling of the arterial input-function (AIF), the dependency of the model parameters on physiological parameters and their numerical stability. Eight hundred tissue concentration curves were simulated for different combinations of perfusion, permeability, interstitial volume and plasma volume based on two measured AIFs and analysed according to the two commonly used approaches. The transfer constants (Approach 1) K (trans) and (Approach 2) k (ep) were correlated with all tissue parameters. K (trans) showed a stronger dependency on perfusion, and k (ep) on permeability. The volume parameters (Approach 1) v (e) and (Approach 2) A were mainly influenced by the interstitial and plasma volume. Both approaches allow only rough characterisation of tissue microcirculation and microvasculature. Approach 2 seems to be somewhat more robust than 1, mainly due to the different methods of CA administration.
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Razek AAKA, Elsorogy LG, Soliman NY, Nada N. Dynamic susceptibility contrast perfusion MR imaging in distinguishing malignant from benign head and neck tumors: a pilot study. Eur J Radiol 2009; 77:73-9. [PMID: 19695805 DOI: 10.1016/j.ejrad.2009.07.022] [Citation(s) in RCA: 62] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2009] [Revised: 07/16/2009] [Accepted: 07/16/2009] [Indexed: 01/21/2023]
Abstract
PURPOSE To preliminarily investigate the utility of dynamic susceptibility contrast perfusion MR imaging in distinguishing malignant from benign head and neck tumors. MATERIAL AND METHODS Seventy eight patients with head and neck masses underwent single shot dynamic susceptibility contrast T2*-weighted perfusion weighted MR imaging after bolus infusion of gadolinium-DTPA was administrated. The signal intensity time curve of the lesion was created. Dynamic susceptibility contrast percentage (DSC%) was calculated and correlated with pathological findings. RESULTS The mean DSC% of malignant tumor (n=40) was 39.3±9.6% and of benign lesions (n=38) was 24.3±10.3%. There was a statistically significant difference of the DSC% between benign and malignant tumors (P=0.001) and within benign tumors (P=0.001). When DSC% of 30.7% was used as a threshold for differentiating malignant from benign tumors, the best results were obtained: accuracy of 84.6%, sensitivity of 80% and specificity of 89.2%. CONCLUSION Dynamic susceptibility contrast perfusion weighted MR imaging is a non-invasive imaging technique that can play a role in differentiation between malignant and benign head and neck tumors.
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Pike MM, Stoops CN, Langford CP, Akella NS, Nabors LB, Gillespie GY. High-resolution longitudinal assessment of flow and permeability in mouse glioma vasculature: Sequential small molecule and SPIO dynamic contrast agent MRI. Magn Reson Med 2009; 61:615-25. [PMID: 19235262 DOI: 10.1002/mrm.21931] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
The poor prognosis associated with malignant glioma is largely attributable to its invasiveness and robust angiogenesis. Angiogenesis involves host-tumor interaction and requires in vivo evaluation. Despite their versatility, few studies have used mouse glioma models with perfusion MRI approaches, and generally lack longitudinal study design. Using a micro-MRI system (8.5 Tesla), a novel dual bolus-tracking perfusion MRI strategy was implemented. Using the small molecule contrast agent Magnevist, dynamic contrast enhanced MRI was implemented in the intracranial 4C8 mouse glioma model to determine K(trans) and v(e), indices of tumor vascular permeability and cellularity, respectively. Dynamic susceptibility contrast MRI was subsequently implemented to assess both cerebral blood flow and volume, using the macromolecular superparamagnetic iron oxide, Feridex, which circumvented tumor bolus susceptibility curve distortions from first-pass extravasation. The high-resolution parametric maps obtained over 4 weeks, indicated a progression of tumor vascularization, permeability, and decreased cellularity with tumor growth. In conclusion, a comprehensive array of key parameters were reliably quantified in a longitudinal mouse glioma study. The syngeneic 4C8 intracerebral mouse tumor model has excellent characteristics for studies of glioma angiogenesis. This approach provides a useful platform for noninvasive and highly diagnostic longitudinal investigations of anti-angiogenesis strategies in a relevant orthotopic animal model.
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Affiliation(s)
- M M Pike
- Department of Medicine, Division of Cardiovascular Disease, University of Alabama at Birmingham, Birmingham, Alabama, USA.
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