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Kafouris PP, Koutagiar IP, Georgakopoulos AT, Pianou NK, Metaxas MG, Spyrou GM, Anagnostopoulos CD. Adjustment of vascular 2-deoxy-2-[ 18F]fluoro-D-glucose uptake values over time through a modeling approach. THE INTERNATIONAL JOURNAL OF CARDIOVASCULAR IMAGING 2019; 35:955-964. [PMID: 30706352 DOI: 10.1007/s10554-018-01514-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2018] [Accepted: 12/15/2018] [Indexed: 12/11/2022]
Abstract
To develop and test a model predicting 2-deoxy-2-[18F]fluoro-D-glucose ([18F]FDG) standardized uptake value (SUV) changes over time in the aorta and the superior vena cava (SVC). Maximum aortic SUV and mean SVC SUV were determined at two time points (T1 and T2) in the ascending (ASC), descending (DSC), abdominal (ABD) aorta, aortic arch (ARC) and SVC of patients who have undergone [18F]FDG PET/CT for clinical purposes. For SUV prediction at T2, linear and non-linear models of SUV difference for a given time change were developed in a derivation group. The results were tested in an independent validation group, whilst model reproducibility was tested in patients of the validation group who have undergone a second clinically indicated scan. Applying the linear model in the derivation group, there were no statistically significant differences in measurements obtained in the examined segments: mean differences ranged from 0 ± 0.10 in SVC to 0.01 ± 0.13 in ARC between measured and predicted SUV. In contrast, in the non-linear model, there were statistically significant differences in measurements, except in ARC, with mean differences ranging from 0.04 ± 0.14 in ARC to 0.28 ± 0.13 in ABD. In the validation group using the linear model, there were no statistically significant differences, with mean differences ranging from - 0.01 ± 0.08 in ASC to - 0.03 ± 0.11 in ABD. Regarding reproducibility, mean differences were no statistically significant, ranging from 0.004 ± 0.06 in ASC to - 0.02 ± 0.16 in ABD. We have developed a linear model allowing accurate and reproducible prediction of SUV changes over time in the aorta and SVC.
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Affiliation(s)
- Pavlos P Kafouris
- Department of Informatics and Telecommunications, National and Kapodistrian University of Athens, Athens, Greece
- Experimental Surgery, Clinical and Translational Research Centre, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
| | - Iosif P Koutagiar
- First Department of Cardiology, Hippokration Hospital, Athens, Greece
| | - Alexandros T Georgakopoulos
- Experimental Surgery, Clinical and Translational Research Centre, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
| | - Nikoletta K Pianou
- Experimental Surgery, Clinical and Translational Research Centre, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
| | - Marinos G Metaxas
- Experimental Surgery, Clinical and Translational Research Centre, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
| | - George M Spyrou
- Bioinformatics ERA Chair, The Cyprus Institute of Neurology and Genetics, Nicosia, Cyprus
| | - Constantinos D Anagnostopoulos
- Experimental Surgery, Clinical and Translational Research Centre, Biomedical Research Foundation of the Academy of Athens, Athens, Greece.
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Abstract
After an overview of the principles of fludeoxyglucose-PET/computed tomography (CT) in breast cancer, its advantages and limits to evaluate treatment response are discussed. The metabolic information is helpful for early assessment of the response to neoadjuvant chemotherapy and could be used to monitor treatment, especially in aggressive breast cancer subtypes. PET/CT is also a powerful method for early assessment of the treatment response in the metastatic setting. It allows evaluation of different sites of metastases in a single examination and detection of a heterogeneous response. However, to use PET/CT to assess responses, methodology for image acquisition and analysis needs standardization.
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Affiliation(s)
- David Groheux
- Department of Nuclear Medicine, Saint-Louis Hospital, 1 Avenue Claude Vellefaux, Paris 75475 Cedex 10, France.
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Lee HJ, Hong CM, Song BI, Kim HW, Kang S, Jeong SY, Lee SW, Lee J, Ahn BC. Preoperative risk stratification using 18F-FDG PET/CT in women with endometrial cancer. Nuklearmedizin 2017; 50:204-13. [DOI: 10.3413/nukmed-0375-10-12] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2010] [Accepted: 06/07/2011] [Indexed: 12/13/2022]
Abstract
SummaryThe aim of this study is to evaluate the usefulness of 18F-FDG PET/CT for preoperative stratification of high-risk and low-risk carcinomas in patients with endometrial cancer. Patients, methods: 60 women (mean age 53.8 ± 9.9 years) with endometrial cancer, who underwent 18F-FDG PET/CT for preoperative staging work-up, followed by primary cytoreductive surgery, were enrolled in this study. Maximum and mean standardized uptake values (SUVmax, SUVmean) of endometrial tumors were measured, and compared with the various clinicopathologic findings obtained after surgery. Tumour aggressiveness was classified as high-risk and low-risk carcinomas. Patients with stage I or II, endometrioid adenocarcinoma, histologic grade 1 or 2, invasion of less than half of the myometrium, maximum tumor size less than 2.0 cm, and absence of cervical invasion and lymphovascular space involvement (LVSI) were classified as the lowrisk carcinoma group. The remaining patients were classified as the high-risk carcinoma group. Results: In univariate analysis, SUVmax of the primary endometrial tumor was significantly higher in patients who were in a postmenopausal state (p = 0.047), large (> 2 cm) primary tumor (p <0.001), nonendometrioid subtype (p = 0.024), invasion of more than half of the myometrium (p = 0.020), or LVSI (p = 0.004). SUVmax differed significantly according to FIGO stage (p = 0.013) and histologic grade (p <0.001). In multivariate analysis, FIGO stage, histologic grade, LVSI, and maximum tumor size demonstrated a significant association with SUVmax (p <0.001; r = 0.843, r2 = 0.711). SUVmean showed similar results. Forty-one (68.3%) patients were diagnosed postoperatively as high-risk and 19 patients (31.7%) as low-risk carcinoma. Patients with high-risk carcinoma (12.1 ± 6.1) showed significantly higher SUVmax than patients with low-risk carcinoma (5.8 ± 2.8, p <0.001). The optimal SUVmax cut-off value of 8.7, determined by ROC analysis, revealed 75.6% sensitivity, 89.5% specificity, and 81.7% accuracy for risk stratification. Conclusion: High-risk endometrial cancer might be differentiated by means of higher SUVmax from low-risk endometrial cancer. 18F-FDG FDG PET/CT can be applied preoperatively for stratification of risk in patients with endometrial cancer.
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Williams JM, Rani SD, Li X, Arlinghaus LR, Lee TC, MacDonald LR, Partridge SC, Kang H, Whisenant JG, Abramson RG, Linden HM, Kinahan PE, Yankeelov TE. Comparison of prone versus supine 18F-FDG-PET of locally advanced breast cancer: Phantom and preliminary clinical studies. Med Phys 2016; 42:3801-13. [PMID: 26133582 DOI: 10.1118/1.4921363] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
PURPOSE Previous studies have demonstrated how imaging of the breast with patients lying prone using a supportive positioning device markedly facilitates longitudinal and/or multimodal image registration. In this contribution, the authors' primary objective was to determine if there are differences in the standardized uptake value (SUV) derived from [(18)F]fluorodeoxyglucose (18F-FDG) positron emission tomography (PET) in breast tumors imaged in the standard supine position and in the prone position using a specialized positioning device. METHODS A custom positioning device was constructed to allow for breast scanning in the prone position. Rigid and nonrigid phantom studies evaluated differences in prone and supine PET. Clinical studies comprised 18F-FDG-PET of 34 patients with locally advanced breast cancer imaged in the prone position (with the custom support) followed by imaging in the supine position (without the support). Mean and maximum values (SUVpeak and SUVmax, respectively) were obtained from tumor regions-of-interest for both positions. Prone and supine SUV were linearly corrected to account for the differences in 18F-FDG uptake time. Correlation, Bland-Altman, and nonparametric analyses were performed on uptake time-corrected and uncorrected data. RESULTS SUV from the rigid PET breast phantom imaged in the prone position with the support device was 1.9% lower than without the support device. In the nonrigid PET breast phantom, prone SUV with the support device was 5.0% lower than supine SUV without the support device. In patients, the median (range) difference in uptake time between prone and supine scans was 16.4 min (13.4-30.9 min), which was significantly-but not completely-reduced by the linear correction method. SUVpeak and SUVmax from prone versus supine scans were highly correlated, with concordance correlation coefficients of 0.91 and 0.90, respectively. Prone SUVpeak and SUVmax were significantly lower than supine in both original and uptake time-adjusted data across a range of index times (P < < 0.0001, Wilcoxon signed rank test). Before correcting for uptake time differences, Bland-Altman analyses revealed proportional bias between prone and supine measurements (SUVpeak and SUVmax) that increased with higher levels of FDG uptake. After uptake time correction, this bias was significantly reduced (P < 0.01). Significant prone-supine differences, with regard to the spatial distribution of lesions relative to isocenter, were observed between the two scan positions, but this was poorly correlated with the residual (uptake time-corrected) prone-supine SUVpeak difference (P = 0.78). CONCLUSIONS Quantitative 18F-FDG-PET/CT of the breast in the prone position is not deleteriously affected by the support device but yields SUV that is consistently lower than those obtained in the standard supine position. SUV differences between scans arising from FDG uptake time differences can be substantially reduced, but not removed entirely, with the current correction method. SUV from the two scan orientations is quantitatively different and should not be assumed equivalent or interchangeable within the same subject. These findings have clinical relevance in that they underscore the importance of patient positioning while scanning as a clinical variable that must be accounted for with longitudinal PET measurement, for example, in the assessment of treatment response.
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Affiliation(s)
- Jason M Williams
- Institute of Imaging Science, Vanderbilt University, Nashville, Tennessee 37232 and Department of Radiology and Radiological Sciences, Vanderbilt University, Nashville, Tennessee 37232
| | - Sudheer D Rani
- Institute of Imaging Science, Vanderbilt University, Nashville, Tennessee 37232 and Department of Radiology and Radiological Sciences, Vanderbilt University, Nashville, Tennessee 37232
| | - Xia Li
- Institute of Imaging Science, Vanderbilt University, Nashville, Tennessee 37232 and Department of Radiology and Radiological Sciences, Vanderbilt University, Nashville, Tennessee 37232
| | - Lori R Arlinghaus
- Institute of Imaging Science, Vanderbilt University, Nashville, Tennessee 37232
| | - Tzu-Cheng Lee
- Department of Bioengineering, University of Washington, Seattle, Washington 98195
| | | | | | - Hakmook Kang
- Institute of Imaging Science, Vanderbilt University, Nashville, Tennessee 37232 and Department of Biostatistics, Vanderbilt University, Nashville, Tennessee 37232
| | - Jennifer G Whisenant
- Institute of Imaging Science, Vanderbilt University, Nashville, Tennessee 37232 and Department of Radiology and Radiological Sciences, Vanderbilt University, Nashville, Tennessee 37232
| | - Richard G Abramson
- Institute of Imaging Science, Vanderbilt University, Nashville, Tennessee 37232 and Department of Radiology and Radiological Sciences, Vanderbilt University, Nashville, Tennessee 37232
| | - Hannah M Linden
- Department of Medical Oncology, University of Washington, Seattle, Washington 98195
| | - Paul E Kinahan
- Department of Radiology, University of Washington, Seattle, Washington 98195; Department of Bioengineering, University of Washington, Seattle, Washington 98195; Department of Physics, University of Washington, Seattle, Washington 98195; and Department of Electrical Engineering, University of Washington, Seattle, Washington 98195
| | - Thomas E Yankeelov
- Institute of Imaging Science, Vanderbilt University, Nashville, Tennessee 37232; Department of Radiology and Radiological Sciences, Vanderbilt University, Nashville, Tennessee 37232; Department of Biomedical Engineering, Vanderbilt University, Nashville, Tennessee 37232; Department of Physics, Vanderbilt University, Nashville, Tennessee 37232; and Department of Cancer Biology, Vanderbilt University, Nashville, Tennessee 37232
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Groheux D, Espié M, Giacchetti S, Hindié E. Performance of FDG PET/CT in the clinical management of breast cancer. Radiology 2012; 266:388-405. [PMID: 23220901 DOI: 10.1148/radiol.12110853] [Citation(s) in RCA: 170] [Impact Index Per Article: 13.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
In this analysis, the role of metabolic imaging with fluorine 18 fluorodeoxyglucose (FDG) in breast cancer is reviewed. The analysis was limited to recent works by using state-of-the-art positron emission tomography (PET)/computed tomography (CT) technology. The strengths and limitations of FDG PET/CT are examined in various clinical settings, and the following questions are answered: Is FDG PET/CT useful to differentiate malignant from benign breast lesions? Can FDG PET/CT replace sentinel node biopsy for axillary staging? What is the role of FDG PET/CT in initial staging of inflammatory or locally advanced breast cancer? What is the role of FDG PET/CT in initial staging of clinical stage IIA and IIB and primary operable stage IIIA breast cancer? How does FDG PET/CT compare with conventional techniques in the restaging of cancer in patients who are suspected of having disease recurrence? What is the role of FDG PET/CT in the assessment of early response to neoadjuvant therapy and of response to therapy for metastatic disease? Some recommendations for clinical practice are given.
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Affiliation(s)
- David Groheux
- Department of Nuclear Medicine and Department of Medical Oncology, Breast Diseases Unit, Saint-Louis Hospital, 1 avenue Claude Vellefaux, 75475 Paris Cedex 10, France.
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