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Assi HI, Alameh IA, Khoury J, Bou Zerdan M, Akiki V, Charafeddine M, El Saheb GI, Sukhon F, Sbaity E, Baydoun S, Shabb N, Berjawi G, Haidar MB. Diagnostic Performance of FDG-PET/CT Scan as Compared to US-Guided FNA in Prediction of Axillary Lymph Node Involvement in Breast Cancer Patients. Front Oncol 2021; 11:740336. [PMID: 34660301 PMCID: PMC8518554 DOI: 10.3389/fonc.2021.740336] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Accepted: 09/13/2021] [Indexed: 11/13/2022] Open
Abstract
Purpose The aim of this study was to evaluate the diagnostic ability of 2-deoxy-2-[fluorine-18]fluoro-d-glucose (18F-FDG) PET/non-contrast CT compared with those of ultrasound (US)-guided fine needle aspiration (FNA) for axillary lymph node (ALN) staging in breast cancer patients. Patients and Methods Preoperative 18F-FDG PET/non-contrast CT was performed in 268 women with breast cancer, as well as ALN dissection or sentinel lymph node (SLN) biopsy. One hundred sixty-four patients underwent US-guided FNA in combination with 18F-FDG PET/CT. The diagnostic performance of each modality was evaluated using histopathologic assessments as the reference standard. The receiver operating characteristic (ROC) curves were compared to evaluate the diagnostic ability of several imaging modalities. Results Axillary 18F-FDG uptake was positive in 180 patients, and 125 patients had axillary metastases according to the final pathology obtained by ALN dissection and/or SLN dissection. Of the patients with positive 18F-FDG uptake in the axilla, 21% had false-positive results, whereas 79% were truly positive. Eighty-eight patients had negative 18F-FDG uptake in the axilla, among which 25% were false-negative. 18F-FDG-PET/CT had a sensitivity of 86.59% and a specificity of 63.46% in the assessment of ALN metastasis; on the other hand, US-guided FNA had a sensitivity of 91.67% and a specificity of 87.50%. The mean primary cancer size (p = 0.04) and tumor grade (p = 0.04) in combination were the only factors associated with the accuracy of 18F-FDG PET/CT for detecting metastatic ALNs. Conclusion The diagnostic performance of 18F-FDG PET/CT for the detection of axillary node metastasis in breast cancer patients was not significantly different from that of US-guided FNA. Combining 18F-FDG PET/CT with US-guided FNA or SLN biopsy could improve the diagnostic performance compared to 18F-FDG PET/CT alone.
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Affiliation(s)
- Hazem I Assi
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, Beirut, Lebanon
| | - Ibrahim A Alameh
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, Beirut, Lebanon
| | - Jessica Khoury
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, Beirut, Lebanon
| | - Maroun Bou Zerdan
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, Beirut, Lebanon
| | - Vanessa Akiki
- Department of Internal Medicine, Division of Endocrinology, American University of Beirut Medical Center, Beirut, Lebanon
| | - Maya Charafeddine
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, Beirut, Lebanon
| | - Ghida I El Saheb
- Department of Radiology, American University of Beirut Medical Center, Beirut, Lebanon
| | - Fares Sukhon
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, Beirut, Lebanon
| | - Eman Sbaity
- Department of General Surgery, American University of Beirut Medical Center, Beirut, Lebanon
| | - Serine Baydoun
- Department of Radiology, American University of Beirut Medical Center, Beirut, Lebanon
| | - Nina Shabb
- Department of Pathology, American University of Beirut Medical Center, Beirut, Lebanon
| | - Ghina Berjawi
- Department of Radiology, American University of Beirut Medical Center, Beirut, Lebanon
| | - Mohamad B Haidar
- Department of Radiology, American University of Beirut Medical Center, Beirut, Lebanon
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Ren T, Lin S, Huang P, Duong TQ. Convolutional Neural Network of Multiparametric MRI Accurately Detects Axillary Lymph Node Metastasis in Breast Cancer Patients With Pre Neoadjuvant Chemotherapy. Clin Breast Cancer 2021; 22:170-177. [PMID: 34384696 DOI: 10.1016/j.clbc.2021.07.002] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Revised: 06/29/2021] [Accepted: 07/06/2021] [Indexed: 12/21/2022]
Abstract
BACKGROUND Accurate assessment of the axillary lymph nodes (aLNs) in breast cancer patients is essential for prognosis and treatment planning. Current radiological staging of nodal metastasis has poor accuracy. This study aimed to investigate the machine learning convolutional neural networks (CNNs) on multiparametric MRI to detect nodal metastasis with 18FDG-PET as ground truths. MATERIALS AND METHODS Data were obtained via a retrospective search. Inclusion criteria were patients with bilateral breast MRI and 18FDG-PETand/or CT scans obtained before neoadjuvant chemotherapy. In total, 238 aLNs were obtained from 56 breast cancer patients with 18FDG-PET and/or CT and breast MRI data. Radiologists scored each node based on all MRI as diseased and non-diseased nodes. Five models were built using T1-W MRI, T2-W MRI, DCE MRI, T1-W + T2-W MRI, and DCE + T2-W MRI model. Performance was evaluated using receiver operating curve (ROC) analysis, including area under the curve (AUC). RESULTS All CNN models yielded similar performance with an accuracy ranging from 86.08% to 88.50% and AUC ranging from 0.804 to 0.882. The CNN model using T1-W MRI performed better than that using T2-W MRI in detecting nodal metastasis. CNN model using combined T1- and T2-W MRI performed the best compared to all other models (accuracy = 88.50%, AUC = 0.882), but similar in AUC to the DCE + T2-W MRI model (accuracy = 88.02%, AUC = 0.880). All CNN models performed better than radiologists in detecting nodal metastasis (accuracy = 65.8%). CONCLUSION xxxxxx.
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Affiliation(s)
- Thomas Ren
- Department of Radiology, Montefiore Medical Center and Albert Einstein College of Medicine, New York, NY
| | - Stephanie Lin
- Department of Radiology, Montefiore Medical Center and Albert Einstein College of Medicine, New York, NY
| | - Pauline Huang
- Department of Radiology, Montefiore Medical Center and Albert Einstein College of Medicine, New York, NY
| | - Tim Q Duong
- Department of Radiology, Montefiore Medical Center and Albert Einstein College of Medicine, New York, NY.
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Zhang X, Liu Y, Luo H, Zhang J. PET
/
CT
and
MRI
for Identifying Axillary Lymph Node Metastases in Breast Cancer Patients: Systematic Review and Meta‐Analysis. J Magn Reson Imaging 2020; 52:1840-1851. [PMID: 32567090 DOI: 10.1002/jmri.27246] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Revised: 05/19/2020] [Accepted: 05/20/2020] [Indexed: 11/08/2022] Open
Affiliation(s)
- Xin Zhang
- Department of Breast Surgery, Sichuan Cancer Hospital and Research Institute, Sichuan Cancer Center, School of Medicine University of Electronic Science and Technology Chengdu China
| | - Yuanyuan Liu
- Division of Radiology, Sichuan Cancer Hospital and Research Institute, Sichuan Cancer Center, School of Medicine University of Electronic Science and Technology Chengdu China
| | - Hongbing Luo
- Division of Radiology, Sichuan Cancer Hospital and Research Institute, Sichuan Cancer Center, School of Medicine University of Electronic Science and Technology Chengdu China
| | - Jianhui Zhang
- Department of Breast Surgery, Sichuan Cancer Hospital and Research Institute, Sichuan Cancer Center, School of Medicine University of Electronic Science and Technology Chengdu China
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Ren T, Cattell R, Duanmu H, Huang P, Li H, Vanguri R, Liu MZ, Jambawalikar S, Ha R, Wang F, Cohen J, Bernstein C, Bangiyev L, Duong TQ. Convolutional Neural Network Detection of Axillary Lymph Node Metastasis Using Standard Clinical Breast MRI. Clin Breast Cancer 2019; 20:e301-e308. [PMID: 32139272 DOI: 10.1016/j.clbc.2019.11.009] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2019] [Revised: 11/18/2019] [Accepted: 11/30/2019] [Indexed: 12/13/2022]
Abstract
BACKGROUND Axillary lymph node status is important for breast cancer staging and treatment planning as the majority of breast cancer metastasis spreads through the axillary lymph nodes. There is currently no reliable noninvasive imaging method to detect nodal metastasis associated with breast cancer. MATERIALS AND METHODS Magnetic resonance imaging (MRI) data were those from the peak contrast dynamic image from 1.5 Tesla MRI scanners at the pre-neoadjuvant chemotherapy stage. Data consisted of 66 abnormal nodes from 38 patients and 193 normal nodes from 61 patients. Abnormal nodes were those determined by expert radiologist based on 18Fluorodeoxyglucose positron emission tomography images. Normal nodes were those with negative diagnosis of breast cancer. The convolutional neural network consisted of 5 convolutional layers with filters from 16 to 128. Receiver operating characteristic analysis was performed to evaluate prediction performance. For comparison, an expert radiologist also scored the same nodes as normal or abnormal. RESULTS The convolutional neural network model yielded a specificity of 79.3% ± 5.1%, sensitivity of 92.1% ± 2.9%, positive predictive value of 76.9% ± 4.0%, negative predictive value of 93.3% ± 1.9%, accuracy of 84.8% ± 2.4%, and receiver operating characteristic area under the curve of 0.91 ± 0.02 for the validation data set. These results compared favorably with scoring by radiologists (accuracy of 78%). CONCLUSION The results are encouraging and suggest that this approach may prove useful for classifying lymph node status on MRI in clinical settings in patients with breast cancer, although additional studies are needed before routine clinical use can be realized. This approach has the potential to ultimately be a noninvasive alternative to lymph node biopsy.
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Affiliation(s)
- Thomas Ren
- Department of Radiology, Stony Brook School of Medicine, Stony Brook, NY
| | - Renee Cattell
- Department of Radiology, Stony Brook School of Medicine, Stony Brook, NY; Department of Biomedical Engineering
| | - Hongyi Duanmu
- Department of Radiology, Stony Brook School of Medicine, Stony Brook, NY; Department of Computer Science, Stony Brook University, Stony Brook, NY
| | - Pauline Huang
- Department of Radiology, Stony Brook School of Medicine, Stony Brook, NY
| | - Haifang Li
- Department of Radiology, Stony Brook School of Medicine, Stony Brook, NY
| | - Rami Vanguri
- Department of Radiology, Columbia University Medical Center, New York, NY; Data Science Institute, Columbia University, New York, NY
| | - Michael Z Liu
- Department of Radiology, Columbia University Medical Center, New York, NY
| | | | - Richard Ha
- Department of Radiology, Columbia University Medical Center, New York, NY
| | - Fusheng Wang
- Department of Computer Science, Stony Brook University, Stony Brook, NY; Department of Biomedical Informatics, Stony Brook University, Stony Brook, NY
| | - Jules Cohen
- Department of Radiology, Stony Brook School of Medicine, Stony Brook, NY
| | - Clifford Bernstein
- Department of Radiology, Stony Brook School of Medicine, Stony Brook, NY
| | - Lev Bangiyev
- Department of Radiology, Stony Brook School of Medicine, Stony Brook, NY
| | - Timothy Q Duong
- Department of Radiology, Stony Brook School of Medicine, Stony Brook, NY.
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El Hage Chehade H, Headon H, El Tokhy O, Heeney J, Kasem A, Mokbel K. Is sentinel lymph node biopsy a viable alternative to complete axillary dissection following neoadjuvant chemotherapy in women with node-positive breast cancer at diagnosis? An updated meta-analysis involving 3,398 patients. Am J Surg 2016; 212:969-981. [PMID: 27671032 DOI: 10.1016/j.amjsurg.2016.07.018] [Citation(s) in RCA: 85] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2016] [Revised: 07/21/2016] [Accepted: 07/23/2016] [Indexed: 02/06/2023]
Abstract
BACKGROUND The use of sentinel lymph node biopsy (SLNB) following neoadjuvant chemotherapy (NAC) in patients presenting with clinically positive lymph nodes remains controversial. METHODS A computer-aided search of the literature regarding SLNB in clinically node-positive breast cancer treated with NAC was carried out to identify the false negative rate (FNR), sentinel lymph node identification rate (IR), and axillary pathological complete response (pCR). RESULTS Nineteen articles were used in the analysis yielding 3,398 patients. The pooled estimate of the FNR was 13% and that of the IR was 91%. The adjusted pCR rate was 47%. A trend toward significance was observed with only clinical stage N1 (cN1) disease whereby clinical stage N1 was associated with an increased pCR rate when compared to N2 or N3 disease (P = .06). CONCLUSIONS SLNB after NAC in biopsy-proven node-positive patients results in reasonably acceptable FNR and IR, making it a valid alternative management strategy to axillary dissection. More refined patient selection and optimal techniques can improve the FNR and IR in this patient population.
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Affiliation(s)
- Hiba El Hage Chehade
- The London Breast Institute, The Princess Grace Hospital, 42-52 Nottingham Place, London W1U 5NY, UK
| | - Hannah Headon
- The London Breast Institute, The Princess Grace Hospital, 42-52 Nottingham Place, London W1U 5NY, UK
| | - Omar El Tokhy
- The London Breast Institute, The Princess Grace Hospital, 42-52 Nottingham Place, London W1U 5NY, UK
| | - Jennifer Heeney
- The London Breast Institute, The Princess Grace Hospital, 42-52 Nottingham Place, London W1U 5NY, UK
| | - Abdul Kasem
- The London Breast Institute, The Princess Grace Hospital, 42-52 Nottingham Place, London W1U 5NY, UK
| | - Kefah Mokbel
- The London Breast Institute, The Princess Grace Hospital, 42-52 Nottingham Place, London W1U 5NY, UK.
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Nakano Y, Noguchi M, Yokoi-Noguchi M, Ohno Y, Morioka E, Kosaka T, Takahashi T, Minato H. The roles of 18F-FDG-PET/CT and US-guided FNAC in assessment of axillary nodal metastases in breast cancer patients. Breast Cancer 2016; 24:121-127. [DOI: 10.1007/s12282-016-0684-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2015] [Accepted: 03/01/2016] [Indexed: 01/01/2023]
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Jung NY, Kim SH, Kang BJ, Park SY, Chung MH. The value of primary tumor 18F-FDG uptake on preoperative PET/CT for predicting intratumoral lymphatic invasion and axillary nodal metastasis. Breast Cancer 2016; 23:712-7. [DOI: 10.1007/s12282-015-0629-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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Park SH, Kim JC, Lee JE, Park IK. Virtual lymph node analysis to evaluate axillary lymph node coverage provided by tangential breast irradiation. Radiat Oncol J 2015; 33:50-6. [PMID: 25874178 PMCID: PMC4394069 DOI: 10.3857/roj.2015.33.1.50] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2014] [Revised: 02/24/2015] [Accepted: 03/02/2015] [Indexed: 11/03/2022] Open
Abstract
PURPOSE To investigate the coverage of axillary lymph node with tangential breast irradiation fields by using virtual lymph node (LN) analysis. MATERIALS AND METHODS Forty-eight women who were treated with whole breast irradiation after breast-conserving surgery were analyzed. The axillary and breast volumes were delineated according to the Radiation Therapy Oncology Group (RTOG) contouring atlas. To generate virtual LN contours, preoperative fluorodeoxyglucose positron emission tomography/computed tomography (FDG-PET/CT) scans with identifiable LN were fused with the CT scans, and the virtual LN contour were delineated on the CT. RESULTS The median level I and II axillary volume coverage percentages at the VD95% line were 33.5% (range, 5.3% to 90.4%) and 0.6% (range, 0.0% to 14.6%), respectively. Thirty-one LNs in 18 patients were delineated (26 in level I and 5 in level II). In the level I axilla, 84.6% of virtual LNs were encompassed by the 95% isodose line. In the level II axilla, by contrast, none of the virtual LNs were encompassed by the 95% isodose volumes. There was a substantial discrepancy between the RTOG contouring atlas-based axillary volume analysis and the virtual LN analysis, especially for the level I axillary coverage. The axillary volume coverage was associated with the body mass index (BMI) and breast volume. CONCLUSION The tangential breast irradiation did not deliver adequate therapeutic doses to the axillary region, particularly those in the level II axilla. Patients with small breast volumes or lower BMI showed reduced axillary coverage from the tangential breast fields. For axillary LN irradiation, individualized anatomy-based radiation fields for patients would be necessary.
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Affiliation(s)
- Shin-Hyung Park
- Department of Radiation Oncology, Kyungpook National University Hospital, Daegu, Korea
| | - Jae-Chul Kim
- Department of Radiation Oncology, Kyungpook National University Hospital, Daegu, Korea
| | - Jeong Eun Lee
- Department of Radiation Oncology, Kyungpook National University Hospital, Daegu, Korea
| | - In-Kyu Park
- Department of Radiation Oncology, Kyungpook National University Hospital, Daegu, Korea
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Krammer J, Schnitzer A, Kaiser CG, Buesing KA, Sperk E, Brade J, Wasgindt S, Suetterlin M, Schoenberg SO, Sutton EJ, Wasser K. (18) F-FDG PET/CT for initial staging in breast cancer patients - Is there a relevant impact on treatment planning compared to conventional staging modalities? Eur Radiol 2015; 25:2460-9. [PMID: 25680729 DOI: 10.1007/s00330-015-3630-6] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2014] [Revised: 12/13/2014] [Accepted: 01/21/2015] [Indexed: 12/13/2022]
Abstract
OBJECTIVE To evaluate the impact of whole-body (18) F-FDG PET/CT on initial staging of breast cancer in comparison to conventional staging modalities. METHODS This study included 102 breast cancer patients, 101 patients were eligible for evaluation. Preoperative whole-body staging with PET/CT was performed in patients with clinical stage ≥ T2 tumours or positive local lymph nodes (n = 91). Postoperative PET/CT was performed in patients without these criteria but positive sentinel lymph node biopsy (n = 10). All patients underwent PET/CT and a conventional staging algorithm, which included bone scan, chest X-ray and abdominal ultrasound. PET/CT findings were compared to conventional staging and the impact on therapeutic management was evaluated. RESULTS PET/CT led to an upgrade of the N or M stage in overall 19 patients (19 %) and newly identified manifestation of breast cancer in two patients (2 %). PET/CT findings caused a change in treatment of 11 patients (11 %). This is within the range of recent studies, all applying conventional inclusion criteria based on the initial T and N status. CONCLUSIONS PET/CT has a relevant impact on initial staging and treatment of breast cancer when compared to conventional modalities. Further studies should assess inclusion criteria beyond the conventional T and N status, e.g. tumour grading and receptor status. KEY POINTS • PET/CT may be relevant in staging breast cancer patients at higher risk for metastases • PET/CT may modify the N and M stage in multiple patients • PET/CT may impact treatment planning in breast cancer patients.
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Affiliation(s)
- J Krammer
- Institute of Clinical Radiology and Nuclear Medicine, University Medical Centre Mannheim, Medical Faculty Mannheim, University of Heidelberg, Theodor-Kutzer-Ufer 1-3, 68167, Mannheim, Germany,
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García Vicente A, Soriano Castrejón Á, Cruz Mora M, Ortega Ruiperez C, Espinosa Aunión R, León Martín A, González Ageitos A, Van Gómez López O. Dual time point 2-deoxy-2-[18F]fluoro-d-glucose PET/CT: Nodal staging in locally advanced breast cancer. Rev Esp Med Nucl Imagen Mol 2014; 33:1-5. [DOI: 10.1016/j.remnie.2013.12.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Krammer J, Wasser K, Schnitzer A, Henzler T, Schoenberg S, Kaiser C. Axillary lymph node characterization in breast cancer patients using magnetic resonance mammography: A prospective comparative study with FDG PET-CT and healthy women. Eur J Radiol 2013; 82:2194-8. [DOI: 10.1016/j.ejrad.2013.08.010] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2013] [Accepted: 08/02/2013] [Indexed: 11/17/2022]
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12
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García Vicente AM, Soriano Castrejón A, Cruz Mora MÁ, Ortega Ruiperez C, Espinosa Aunión R, León Martín A, González Ageitos A, Van Gómez López O. Dual time point 2-deoxy-2-[18F]fluoro-D-glucose PET/CT: nodal staging in locally advanced breast cancer. Rev Esp Med Nucl Imagen Mol 2013; 33:1-5. [PMID: 23707190 DOI: 10.1016/j.remn.2013.03.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2013] [Revised: 03/21/2013] [Accepted: 03/22/2013] [Indexed: 12/01/2022]
Abstract
AIM To assess dual time point 2-deoxy-2-[(18)F]fluoro-D-glucose (18)(F)FDG PET-CT accuracy in nodal staging and in detection of extra-axillary involvement. MATERIAL AND METHODS Dual time point [(18)F] FDG PET/CT scan was performed in 75 patients. Visual and semiquantitative assessment of lymph nodes was performed. Semiquantitative measurement of SUV and ROC-analysis were carried out to calculate SUV(max) cut-off value with the best diagnostic performance. Axillary and extra-axillary lymph node chains were evaluated. RESULTS Sensitivity and specificity of visual assessment was 87.3% and 75%, respectively. SUV(max) values with the best sensitivity were 0.90 and 0.95 for early and delayed PET, respectively. SUV(max) values with the best specificity were 1.95 and 2.75, respectively. Extra-axillary lymph node involvement was detected in 26.7%. CONCLUSION FDG PET/CT detected extra-axillary lymph node involvement in one-fourth of the patients. Semiquantitative lymph node analysis did not show any advantage over the visual evaluation.
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Affiliation(s)
- A M García Vicente
- Nuclear Medicine Department, University General Hospital, Ciudad Real, Spain.
| | - A Soriano Castrejón
- Nuclear Medicine Department, University General Hospital, Ciudad Real, Spain
| | - M Á Cruz Mora
- Oncology Department, Virgen de la Salud Hospital, Toledo, Spain
| | | | - R Espinosa Aunión
- Oncology Department, La Mancha Centro Hospital, Alcázar de San Juan, Ciudad Real, Spain
| | - A León Martín
- Investigation Unit, University General Hospital, Ciudad Real, Spain
| | - A González Ageitos
- Oncology Department, Nuestra Sra. del Prado Hospital, Talavera de la Reina, Toledo, Spain
| | - O Van Gómez López
- Nuclear Medicine Department, University General Hospital, Ciudad Real, Spain
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Cintolo JA, Tchou J, Pryma DA. Diagnostic and prognostic application of positron emission tomography in breast imaging: emerging uses and the role of PET in monitoring treatment response. Breast Cancer Res Treat 2013; 138:331-46. [PMID: 23504108 DOI: 10.1007/s10549-013-2451-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2012] [Accepted: 02/18/2013] [Indexed: 12/22/2022]
Abstract
Positron emission tomography (PET) is an imaging modality that using radiotracers, permits real-time dynamic monitoring of biologic processes such as cell metabolic behavior and proliferation, and has proven useful as a research tool for understanding tumor biology. While it does not have a well-defined role in breast cancer for the purposes of screening, diagnosis, or prognosis, emerging PET technologies and uses could expand the applications of PET in breast cancer. Positron emission mammography may provide an alternative adjunct imaging modality for the screening and diagnosis of high-risk patients unable to tolerate MRI. The development of radiotracers with the ability to measure hormonal activity could provide a non-invasive way to assess hormone receptor status and functionality. Finally, the role of PET technologies in monitoring early treatment response may prove particularly useful to research involving new therapeutic interventions.
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Smith RL, Rahni AA, Jones J, Wells K. Recursive Bayesian estimation for respiratory motion correction in Nuclear Medicine imaging. 2012 IEEE Nuclear Science Symposium and Medical Imaging Conference Record (NSS/MIC) 2012. [DOI: 10.1109/nssmic.2012.6551672] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/01/2023]
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Kim J, Yoo SW, Kang SR, Cho SG, Oh JR, Chong A, Min JJ, Bom HS, Yoon JH, Song HC. Prognostic Significance of Metabolic Tumor Volume Measured by (18)F-FDG PET/CT in Operable Primary Breast Cancer. Nucl Med Mol Imaging 2012; 46:278-85. [PMID: 24900075 DOI: 10.1007/s13139-012-0161-9] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2012] [Revised: 07/24/2012] [Accepted: 07/26/2012] [Indexed: 10/28/2022] Open
Abstract
PURPOSE We investigated whether PET indices measured by (18) F-fluorodeoxyglucose (FDG) positron emission tomography/computed tomography (PET/CT) can predict prognosis in patients with operable primary breast cancer. METHODS We reviewed 53 patients with operable primary breast cancer who underwent pretreatment FDG PET/CT. PET indices, maximum standardized uptake value (SUV) and metabolic tumor volume (MTV), were measured in the primary breast tumor (P), metastatic lymph nodes (N) and total tumor (T). The Cox proportional hazards model was used with age, tumor size, clinical lymph node status, method of surgery, presence or absence of neoadjuvant chemotherapy, histological type, histological grade, hormone receptors and HER2 status to predict disease-free survival (DFS) and overall survival (OS). RESULTS Median follow-up period was 50 months (range, 17-73 months), during which 17 patients had recurrent disease and nine of whom died. The univariate analysis showed that high SUV of N (NSUV, P = 0.011), MTV of N (NMTV, P = 0.011) and MTV of T (TMTV, P = 0.045) as well as high histological grade (P = 0.008), negative estrogen (P = 0.045) and negative progesterone (P = 0.029) receptor status were associated with shorter DFS. High NSUV (P = 0.035), NMTV (P = 0.035) and TMTV (P = 0.035) as well as high histological grade (P = 0.012) and negative estrogen receptor status (P = 0.009) were associated with shorter OS. NSUV, NMTV and TMTV were found to be significantly associated with high histological grade (P = 0.005). However, those failed to be statistically significant prognostic factors on multivariate analysis. CONCLUSIONS PET indices seem to be useful in the preoperative evaluation of prognosis in patients with operable primary breast cancer. NSUV, NMTV and TMTV might be considerable factors associated with patient outcome in operable breast cancer.
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Keam B, Im S, Koh Y, Han S, Oh D, Cho N, Kim JH, Han W, Kang KW, Moon WK, Kim T, Park IA, Noh D, Chung J, Bang Y. Predictive value of FDG PET/CT for pathologic axillary node involvement after neoadjuvant chemotherapy. Breast Cancer 2013; 20:167-73. [DOI: 10.1007/s12282-011-0323-0] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2011] [Accepted: 11/24/2011] [Indexed: 11/25/2022]
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17
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Kim BS, Sung SH. Usefulness of 18F-FDG uptake with clinicopathologic and immunohistochemical prognostic factors in breast cancer. Ann Nucl Med 2012; 26:175-83. [DOI: 10.1007/s12149-011-0556-1] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2011] [Accepted: 11/09/2011] [Indexed: 01/30/2023]
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18
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Park HJ, Shin KH, Cho KH, Park IH, Lee KS, Ro J, Jung SY, Lee S, Kim SW, Kang HS, Chie EK, Ha SW. Outcomes of Positron Emission Tomography–Staged Clinical N3 Breast Cancer Treated With Neoadjuvant Chemotherapy, Surgery, and Radiotherapy. Int J Radiat Oncol Biol Phys 2011; 81:e689-95. [DOI: 10.1016/j.ijrobp.2010.11.061] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2010] [Revised: 10/25/2010] [Accepted: 11/02/2010] [Indexed: 11/17/2022]
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19
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Peare R, Staff RT, Heys SD. The use of FDG-PET in assessing axillary lymph node status in breast cancer: a systematic review and meta-analysis of the literature. Breast Cancer Res Treat 2010; 123:281-90. [PMID: 20140703 DOI: 10.1007/s10549-010-0771-9] [Citation(s) in RCA: 52] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2009] [Accepted: 01/22/2010] [Indexed: 10/19/2022]
Abstract
Axillary lymph node status is the most powerful prognostic indicator in patients with breast cancer. FDG-PET has been suggested as a non-invasive method of staging the axilla. The aim of this study was to review and aggregate all studies that measured the performance of FDG-PET in patients with breast cancer, using surgically obtained axillary histology as a reference, in a meta-analysis. A systematic review of the literature was performed and data extracted from all eligible studies. These were then analysed using meta-analysis software and summary receiver operating characteristic (SROC) curves were plotted for the aggregate data. The data was then tested to determine which parameters impacted on the sensitivity and specificity of the studies. Sensitivities ranging from 20 to 100% and specificities ranging from 65 to 100% have been reported. An aggregated ROC analysis found an area under the curve of 0.95 (95% CI 0.91-0.97) and a Q* value of 0.89 (95% CI 0.85-0.92) in a total of 25 studies involving 2,460 patients. The AUC and Q* values indicated little difference between the compared study characteristics. The performance of the technique currently remains below, which is required to replace assessment of axillary node status by surgical biopsy and histological assessment. However, sensitivity and specificity are high and FDG-PET may have a role to play under particular circumstances. Moreover, the additional benefit of an assessment of distal metastatic spread provided by FDG-PET requires further investigation.
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Çermik TF, Mavi A, Alavi A. Role of [F-18] 2-Deoxy-2-Fluoro-d-Glucose PET and PET/CT in Staging and Follow-Up of Breast Cancer. PET Clin 2009; 4:391-404. [DOI: 10.1016/j.cpet.2009.11.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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22
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Abstract
The widespread application of sentinel lymph node biopsy in the evaluation of patients with breast cancer has allowed for the more limited, selective treatment of regional lymph nodes and decreased the number of complete regional dissections performed in patients without nodal metastases. Surgical excision and pathologic evaluation of nodes for metastases allow for reliable staging and prediction of additional lymph node metastases. Sentinel lymph node biopsy also enables a meticulous histologic evaluation of multiple sections augmented by immunohistochemical staining. The current role of sentinel lymph node biopsy in the staging of breast cancer and ongoing controversies relating to the procedure are discussed.
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Affiliation(s)
- Robert E Roses
- Department of Surgery, University of Pennsylvania School of Medicine, 4 Silverstein, 3400 Spruce Street, Philadelphia, PA 19104, USA
| | - Rakesh Kumar
- Department of Nuclear Medicine, All India Institute of Medical Sciences, New Delhi, India
| | - Abass Alavi
- Department Section, Radiology, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Brian J Czerniecki
- Department of Surgery, University of Pennsylvania School of Medicine, 4 Silverstein, 3400 Spruce Street, Philadelphia, PA 19104, USA; Department of Nuclear Medicine, All India Institute of Medical Sciences, New Delhi, India
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23
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Garami Z, Hascsi Z, Garai I, Tanyi M, Lukács G, Damjanovich L. [The role of preoperative investigation with 18-FDG-PET/CT in primary operable breast cancer]. Magy Seb 2009; 62:107-12. [PMID: 19525175 DOI: 10.1556/maseb.62.2009.3.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
INTRODUCTION The widespread use of PET/CT has a potential to change oncological diagnosis fundamentally. In our study we intended to clarify if preoperative PET/CT was able to assess axillary lymph node status, and the potential of these to modify preliminary treatment plans based on conventional diagnostic methods. PATIENTS AND METHODS We carried out 18-FDG PET/CT before elective surgery in 52 primary operable breast cancer patients between February 2008 and February 2009 at the DEOEC Clinical Department of Surgery. Total body imaging was performed in all cases; scans were evaluated by two specialists first visually, then semi-quantitatively based on body mass-corrected lesion suvmax values. The assessments were compared with axillary ultrasound and final histological diagnosis. RESULTS Two patients were excluded from the study due to failure to report for further treatment. Based on the results obtained from the remaining 50 patients, PET/CT showed a sensitivity of 80%, a specificity of 100%, positive and negative predictive values of 100% and 84.6% respectively for detecting axillary lymph node metastases. The same figures for axillary ultrasound, in respective order, were 30%, 81.8%, 60% and 56.2%. Prompted by the PET/CT results, we modified 9 patients' (18%) preliminary, conventional diagnosis-based treatment schemes. CONCLUSIONS In case of a positive axillary PET/CT, it is unnecessary to perform SNB--axillary block dissection is called for with no further deliberation. Preoperative PET/CT can facilitate patient selection as regards possible benefit from neoadjuvant therapy. Preoperative PET/CT has a potential to modify the original management plan in about 15 to 20%. In case of a negative PET/CT scan, further studies are necessary to be able to spare the axilla from surgical intervention with confidence.
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Affiliation(s)
- Zoltán Garami
- Debreceni Egyetem Orvos- és Egészségtudományi Centrum Sebészeti Intézet 4032 Debrecen Nagyerdei krt. 98.
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24
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Abstract
The care of patients with breast cancer has become increasingly complex with advancements in diagnostic modalities, surgical approaches, and adjuvant treatments. A multidisciplinary approach to breast cancer care is essential to the successful integration of available therapies. This article addresses the key components of multidisciplinary breast cancer care, with a special emphasis on new and emerging approaches over the past 10 years in the fields of diagnostics, surgery, radiation, medical oncology, and plastic surgery.
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Escalona S, Blasco JA, Reza MM, Andradas E, Gómez N. A systematic review of FDG-PET in breast cancer. Med Oncol 2010; 27:114-29. [DOI: 10.1007/s12032-009-9182-3] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2008] [Accepted: 02/09/2009] [Indexed: 11/26/2022]
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26
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Ueda S, Tsuda H, Asakawa H, Omata J, Fukatsu K, Kondo N, Kondo T, Hama Y, Tamura K, Ishida J, Abe Y, Mochizuki H. Utility of 18F-fluoro-deoxyglucose emission tomography/computed tomography fusion imaging (18F-FDG PET/CT) in combination with ultrasonography for axillary staging in primary breast cancer. BMC Cancer 2008; 8:165. [PMID: 18541009 PMCID: PMC2430574 DOI: 10.1186/1471-2407-8-165] [Citation(s) in RCA: 101] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2007] [Accepted: 06/09/2008] [Indexed: 12/23/2022] Open
Abstract
Background Accurate evaluation of axillary lymph node (ALN) involvement is mandatory before treatment of primary breast cancer. The aim of this study is to compare preoperative diagnostic accuracy between positron emission tomography/computed tomography with 18F-fluorodeoxyglucose (18F-FDG PET/CT) and axillary ultrasonography (AUS) for detecting ALN metastasis in patients having operable breast cancer, and to assess the clinical management of axillary 18F-FDG PET/CT for therapeutic indication of sentinel node biopsy (SNB) and preoperative systemic chemotherapy (PSC). Methods One hundred eighty-three patients with primary operable breast cancer were recruited. All patients underwent 18F-FDG PET/CT and AUS followed by SNB and/or ALN dissection (ALND). Using 18F-FDG PET/CT, we studied both a visual assessment of 18F-FDG uptake and standardized uptake value (SUV) for axillary staging. Results In a visual assessment of 18F-FDG PET/CT, the diagnostic accuracy of ALN metastasis was 83% with 58% in sensitivity and 95% in specificity, and when cut-off point of SUV was set at 1.8, sensitivity, specificity, and accuracy were 36, 100, and 79%, respectively. On the other hand, the diagnostic accuracy of AUS was 85% with 54% in sensitivity and 99% in specificity. By the combination of 18F-FDG PET/CT and AUS to the axilla, the sensitivity, specificity, and accuracy were 64, 94, and 85%, respectively. If either 18F-FDG PET uptake or AUS was positive in allixa, the probability of axillary metastasis was high; 50% (6 of 12) in 18F-FDG PET uptake only, 80% (4 of 5) in AUS positive only, and 100% (28 of 28) in dual positive. By the combination of AUS and 18F-FDG PET/CT, candidates of SNB were more appropriately selected. The axillary 18F-FDG uptake was correlated with the maximum size and nuclear grade of metastatic foci (p = 0.006 and p = 0.03). Conclusion The diagnostic accuracy of 18F-FDG PET/CT was shown to be nearly equal to ultrasound, and considering their limited sensitivities, the high radiation exposure by 18F-FDG PET/CT and also costs of the examination, it is likely that AUS will be more cost-effective in detecting massive axillary tumor burden. However, when we cannot judge the axillary staging using AUS alone, metabolic approach of 18F-FDG PET/CT for axillary staging would enable us a much more confident diagnosis.
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Affiliation(s)
- Shigeto Ueda
- Department of Surgery, National Defense Medical College, 3-2 Namiki, Tokorozawa, Saitama 359-8513, Japan.
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Abstract
Positron emission tomography (PET) with fluorine-18 fluorodeoxyglucose (FDG) is a radiotracer imaging method that is used in the care of patients with cancer. We conducted a nonsystematic review of the literature regarding the applicability of this technique in patients with breast cancer, encompassing the impact of FDG-PET on surgical management, including axillary node staging and sentinel lymph node biopsy; the use of FDG-PET in the evaluation of the primary tumor; the role of FDG-PET in the evaluation of distant metastases both at diagnosis and in the investigation of suspected recurrence; and the ability of FDG-PET to predict treatment response. FDG-PET is not sufficiently sensitive to replace histologic surgical staging of the axilla. Although FDG avidity of the primary tumor has been shown to be an unfavorable indicator, there is insufficient information to recommend its routine use for this indication. FDG-PET is more sensitive than conventional imaging in the detection of metastatic or recurrent disease, but the impact of increased sensitivity on patient care and outcome has not been demonstrated. The data regarding prediction of treatment response are insufficient to reach any conclusion. There are a number of prospective, adequately powered clinical trials currently in progress that should provide more definitive answers regarding the role, if any, of this technique in the management of patients with breast cancer.
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Affiliation(s)
- Nicole C Hodgson
- Department of Surgical Oncology, Juravinski Cancer Centre, 699 Concession St, Hamilton, Ontario L8V 5C2, Canada.
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Hall NC, Povoski SP, Murrey DA, Knopp MV, Martin EW. Combined approach of perioperative 18F-FDG PET/CT imaging and intraoperative 18F-FDG handheld gamma probe detection for tumor localization and verification of complete tumor resection in breast cancer. World J Surg Oncol 2007; 5:143. [PMID: 18154677 PMCID: PMC2235860 DOI: 10.1186/1477-7819-5-143] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2007] [Accepted: 12/21/2007] [Indexed: 11/16/2022] Open
Abstract
Background 18F-fluorodeoxyglucose (18F-FDG) positron emission tomography/computed tomography (PET/CT) has become an established method for detecting hypermetabolic sites of known and occult disease and is widely used in oncology surgical planning. Intraoperatively, it is often difficult to localize tumors and verify complete resection of tumors that have been previously detected on diagnostic PET/CT at the time of the original evaluation of the cancer patient. Therefore, we propose an innovative approach for intraoperative tumor localization and verification of complete tumor resection utilizing 18F-FDG for perioperative PET/CT imaging and intraoperative gamma probe detection. Methods Two breast cancer patients were evaluated. 18F-FDG was administered and PET/CT was acquired immediately prior to surgery. Intraoperatively, tumors were localized and resected with the assistance of a handheld gamma probe. Resected tumors were scanned with specimen PET/CT prior to pathologic processing. Shortly after the surgical procedure, patients were re-imaged with PET/CT utilizing the same preoperatively administered 18F-FDG dose. Results One patient had primary carcinoma of breast and a metastatic axillary lymph node. The second patient had a solitary metastatic liver lesion. In both cases, preoperative PET/CT verified these findings and demonstrated no additional suspicious hypermetabolic lesions. Furthermore, intraoperative gamma probe detection, specimen PET/CT, and postoperative PET/CT verified complete resection of the hypermetabolic lesions. Conclusion Immediate preoperative and postoperative PET/CT imaging, utilizing the same 18F-FDG injection dose, is feasible and image quality is acceptable. Such perioperative PET/CT imaging, along with intraoperative gamma probe detection and specimen PET/CT, can be used to verify complete tumor resection. This innovative approach demonstrates promise for assisting the oncologic surgeon in localizing and verifying resection of 18F-FDG positive tumors and may ultimately positively impact upon long-term patient outcomes.
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Affiliation(s)
- Nathan C Hall
- Section of PET, Division of Nuclear Medicine, Department of Radiology, The Ohio State University, Columbus, OH, 43210, USA.
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Franc BL, Hawkins RA. Positron Emission Tomography, Positron Emission Tomography–Computed Tomography, and Molecular Imaging of the Breast Cancer Patient. Semin Roentgenol 2007; 42:265-79. [DOI: 10.1053/j.ro.2007.06.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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