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Wang L, Wang P, Shao H, Li J, Yang Q. Role of contrast-enhanced mammography in the preoperative detection of ductal carcinoma in situ of the breasts: a comparison with low-energy image and magnetic resonance imaging. Eur Radiol 2024; 34:3342-3351. [PMID: 37853174 DOI: 10.1007/s00330-023-10312-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2022] [Revised: 08/13/2023] [Accepted: 08/20/2023] [Indexed: 10/20/2023]
Abstract
OBJECTIVES To compare contrast-enhanced mammography (CEM) with low-energy image (LEI) alone and with magnetic resonance imaging (MRI) in the preoperative diagnosis of ductal carcinoma in situ (DCIS). METHODS In this single-center retrospective study, we reviewed 98 pure DCIS lesions in 96 patients who underwent CEM and MRI within 2 weeks preoperatively. The diagnostic performances of each imaging modality, lesion morphology, and extent were evaluated. RESULTS The sensitivity of CEM to DCIS was similar to that of MRI (92.9% vs. 93.9%, p = 0.77) and was significantly higher than that of LEI alone (76.5%, p = 0.002). The sensitivity of CEM to calcified DCIS (92.4%) was not significantly different from LEI alone (92.4%) and from MRI (93.9%, p = 1.00). However, CEM contributed to the simultaneous comparison of calcifications with enhancements. CEM had considerably higher sensitivity compared with LEI alone (93.8% vs. 43.8%, p < 0.001) and performed similarly to MRI (93.8%, p = 1.00) for noncalcified DCIS. All DCIS lesions were enhanced in MRI, whereas 94.9% (93/98) were enhanced in CEM. Non-mass enhancement was the most common presentation (CEM 63.4% and MRI 66.3%). The difference between the lesion size on each imaging modality and the histopathological size was smallest in MRI, followed by CEM, and largest in LEI. CONCLUSION CEM was more sensitive than LEI alone and comparable to MRI in DCIS diagnosis. The enhanced morphology of DCIS in CEM was consistent with that in MRI. CEM was superior to LEI alone in size measurement of DCIS. CLINICAL RELEVANCE STATEMENT This study investigated the value of CEM in the diagnosis and evaluation of DCIS, aiming to offer a reference for the selection of examination methods for DCIS and contribute to the early diagnosis and precise treatment of DCIS. KEY POINTS • DCIS is an important indication for breast surgery. Early and accurate diagnosis is crucial for DCIS treatment and prognosis. • CEM overcomes the deficiency of mammography in noncalcified DCIS diagnosis, exhibiting similar sensitivity to MRI; and CEM contributes to the comparison of calcification and enhancement of calcified DCIS, thereby outperforming MRI. • CEM is superior to LEI alone and slightly inferior to MRI in the size evaluation of DCIS.
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Affiliation(s)
- Liping Wang
- Department of Radiology, Yantai Yuhuangding Hospital, The Affiliated Hospital of Qingdao University, No. 20 Yuhuangdingdong Road, Yantai, 264000, Shandong, People's Republic of China
| | - Ping Wang
- Department of Radiology, Yantai Yuhuangding Hospital, The Affiliated Hospital of Qingdao University, No. 20 Yuhuangdingdong Road, Yantai, 264000, Shandong, People's Republic of China
| | - Huafei Shao
- Department of Radiology, Yantai Yuhuangding Hospital, The Affiliated Hospital of Qingdao University, No. 20 Yuhuangdingdong Road, Yantai, 264000, Shandong, People's Republic of China
| | - Jun Li
- Department of Radiology, Yantai Affiliated Hospital of Binzhou Medical University, Yantai, 264100, Shandong, People's Republic of China
| | - Qinglin Yang
- Department of Radiology, Yantai Yuhuangding Hospital, The Affiliated Hospital of Qingdao University, No. 20 Yuhuangdingdong Road, Yantai, 264000, Shandong, People's Republic of China.
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Pawlak ME, Rudnicki W, Borkowska A, Skubisz K, Rydzyk R, Łuczyńska E. Comparative Analysis of Diagnostic Performance of Automatic Breast Ultrasound, Full-Field Digital Mammography and Contrast-Enhanced Mammography in Relation to Breast Composition. Biomedicines 2023; 11:3226. [PMID: 38137447 PMCID: PMC10741119 DOI: 10.3390/biomedicines11123226] [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: 10/25/2023] [Revised: 12/01/2023] [Accepted: 12/04/2023] [Indexed: 12/24/2023] Open
Abstract
This single center study includes a comparative analysis of the diagnostic performance of full-field digital mammography (FFDM), contrast-enhanced mammography (CEM) and automatic breast ultrasound (ABUS) in the group of patients with breast American College of Radiology (ACR) categories C and D as well as A and B with FFDM. The study involved 297 patients who underwent ABUS and FFDM. Breast types C and D were determined in 40% of patients with FFDM and low- energy CEM. CEM was performed on 76 patients. Focal lesions were found in 131 patients, of which 115 were histopathologically verified. The number of lesions detected in patients with multiple lesions were 40 from 48 with ABUS, 13 with FFDM and 21 with CEM. Compliance in determining the number of foci was 82% for FFDM and 91% for both CEM and ABUS. In breast types C and D, 72% of all lesions were found with ABUS, 56% with CEM and 29% with FFDM (p = 0.008, p = 0.000); all invasive cancers were diagnosed with ABUS, 83% with CEM and 59% with FFDM (p = 0.000, p = 0.023); 100% DCIS were diagnosed with ABUS, 93% with CEM and 59% with FFDM. The size of lesions from histopathology in breast ACR categories A and B was 14-26 mm, while in breast categories C and D was 11-37 mm. In breast categories C and D, sensitivity of ABUS, FFDM and CEM was, respectively, 78.05, 85.37, 92.68; specificity: 40, 13.33, 8.33; PPV (positive predictive value): 78.05, 72.92, 77.55; NPV (negative predictive value): 40, 25, 25, accuracy: 67.86, 66.07, 73.58. In breast categories A and B, sensitivity of ABUS, FFDM and CEM was, respectively, 81.25, 93.75, 93.48; specificity: 18.18, 18.18, 16.67; PPV: 81.25, 83.33, 89.58; NPV: 18.18, 40, 25; accuracy: 69.49, 79.66, 84.62. The sensitivity of the combination of FFDM and ABUS was 100 for all types of breast categories; the accuracy was 75 in breast types C and D and 81.36 in breast types A and B. The study confirms the predominance of C and D breast anatomy types and the low diagnostic performance of FFDM within that group and indicates ABUS and CEM as potential additive methods in breast cancer diagnostics.
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Affiliation(s)
- Marta Ewa Pawlak
- Diagnostic Imaging Department, University Hospital in Cracow, 30-688 Cracow, Poland;
| | - Wojciech Rudnicki
- Department of Electroradiology, Jagiellonian University Medical College, 30-688 Cracow, Poland; (W.R.); (A.B.); (K.S.)
| | - Anna Borkowska
- Department of Electroradiology, Jagiellonian University Medical College, 30-688 Cracow, Poland; (W.R.); (A.B.); (K.S.)
| | - Karolina Skubisz
- Department of Electroradiology, Jagiellonian University Medical College, 30-688 Cracow, Poland; (W.R.); (A.B.); (K.S.)
| | - Rafał Rydzyk
- Diagnostic Imaging Department, 5th Military Clinical Hospital in Krakow, 30-901 Cracow, Poland
| | - Elżbieta Łuczyńska
- Department of Electroradiology, Jagiellonian University Medical College, 30-688 Cracow, Poland; (W.R.); (A.B.); (K.S.)
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Moffa G, Galati F, Maroncelli R, Rizzo V, Cicciarelli F, Pasculli M, Pediconi F. Diagnostic Performance of Contrast-Enhanced Digital Mammography versus Conventional Imaging in Women with Dense Breasts. Diagnostics (Basel) 2023; 13:2520. [PMID: 37568883 PMCID: PMC10416841 DOI: 10.3390/diagnostics13152520] [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: 06/13/2023] [Revised: 07/13/2023] [Accepted: 07/24/2023] [Indexed: 08/13/2023] Open
Abstract
The aim of this prospective study was to compare the diagnostic performance of contrast-enhanced mammography (CEM) versus digital mammography (DM) combined with breast ultrasound (BUS) in women with dense breasts. Between March 2021 and February 2022, patients eligible for CEM with the breast composition category ACR BI-RADS c-d at DM and an abnormal finding (BI-RADS 3-4-5) at DM and/or BUS were considered. During CEM, a nonionic iodinated contrast agent (Iohexol 350 mg I/mL, 1.5 mL/kg) was power-injected intravenously. Images were evaluated independently by two breast radiologists. Findings classified as BI-RADS 1-3 were considered benign, while BI-RADS 4-5 were considered malignant. In case of discrepancies, the higher category was considered for DM+BUS. Sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and accuracy were calculated, using histology/≥12-month follow-up as gold standards. In total, 51 patients with 65 breast lesions were included. 59 (90.7%) abnormal findings were detected at DM+BUS, and 65 (100%) at CEM. The inter-reader agreement was excellent (Cohen's k = 0.87 for DM+BUS and 0.97 for CEM). CEM showed a 93.5% sensitivity (vs. 90.3% for DM+BUS), a 79.4-82.4% specificity (vs. 32.4-35.5% for DM+BUS) (McNemar p = 0.006), a 80.6-82.9% PPV (vs. 54.9-56.0% for DM+BUS), a 93.1-93.3% NPV (vs. 78.6-80.0% for DM+BUS), and a 86.1-87.7% accuracy (vs. 60.0-61.5% for DM+BUS). The AUC was higher for CEM than for DM+BUS (0.865 vs. 0.613 for Reader 1, and 0.880 vs. 0.628, for Reader 2) (p < 0.001). In conclusion, CEM had a better diagnostic performance than DM and BUS alone and combined together in patients with dense breasts.
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Affiliation(s)
- Giuliana Moffa
- Department of Radiological, Oncological and Pathological Sciences, Sapienza University of Rome, 00161 Rome, Italy; (F.G.); (R.M.); (V.R.); (F.C.); (M.P.); (F.P.)
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Daniaux M, Gruber L, De Zordo T, Geiger-Gritsch S, Amort B, Santner W, Egle D, Baltzer PAT. Preoperative staging by multimodal imaging in newly diagnosed breast cancer: Diagnostic performance of contrast-enhanced spectral mammography compared to conventional mammography, ultrasound, and MRI. Eur J Radiol 2023; 163:110838. [PMID: 37080064 DOI: 10.1016/j.ejrad.2023.110838] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Revised: 04/04/2023] [Accepted: 04/11/2023] [Indexed: 04/22/2023]
Abstract
PURPOSE To compare contrast-enhanced spectral mammography (CESM) with mammography (Mx), ultrasound (US), and magnetic resonance imaging (MRI) regarding breast cancer detection rate and preoperative local staging. MATERIAL AND METHODS This prospective observational, single-centre study included 128 female patients (mean age 55.8 ± 11.5 years) with a newly diagnosed malignant breast tumour during routine US and Mx were prospectively enrolled. CESM and MRI examinations were performed within the study. Analysis included interreader agreement, tumour type and grade distribution, detection rates (DR), imaging morphology, contrast-enhancement and was performed by two independent readers blinded to patient history and histopathological diagnosis. Assessment of local disease extent was compared between modalities via Bland-Altman plots. RESULTS One-hundred-and-ten tumours were classified as NST (85.9%), 4 as ILC (3.1%) and 10 as DCIS (7.8%). DR was highest for MRI (128/128, 100.0%), followed by US (124/128, 96.9%) and CESM (123/128, 96.1%) and lowest for conventional Mx (106/128, 82.8%) (p = 0.0002). Higher breast density did not negatively affect DR of US, CESM or MRI. Local tumour extent measurements based on CESM (Bland-Altman bias 6.6, standard deviation 30.2) showed comparable estimation results to MRI, surpassing Mx (23.4/43.7) and US (35.4/40.5). Even though detection of multifocality and multicentricity was highest for CESM and MRI (p < 0.0001), second-look rates, i.e., targeted US examinations after MRI or CESM, were significantly lower for CESM (10.2% of cases) compared to MRI (16.2%) with a significantly higher true positive rate for CESM (72.0%) vs. MRI (42.5%). CONCLUSION CESM is a viable alternative to MRI for lesion detection and local staging in newly diagnosed malignant breast cancer and provides higher specificity in regard to second-look examinations.
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Affiliation(s)
- Martin Daniaux
- Department of Radiology, Medical University Innsbruck, Anichstraße 35, Innsbruck, Austria
| | - Leonhard Gruber
- Department of Radiology, Medical University Innsbruck, Anichstraße 35, Innsbruck, Austria.
| | - Tobias De Zordo
- Department of Radiology, Brixsana Private Clinic, Julius-Durst-Straße 28, Brixen, Italy
| | - Sabine Geiger-Gritsch
- Medizinisches Projektmanagement, Tirol Kliniken GmbH, Anichstraße 35, Innsbruck, Austria
| | - Birgit Amort
- Department of Radiology, Medical University Innsbruck, Anichstraße 35, Innsbruck, Austria
| | - Wolfram Santner
- Department of Radiology, Privatklinik Hirslanden, Rigistrasse 1, Cham, Switzerland
| | - Daniel Egle
- Department of Gynaecology and Obstetrics, Medical University Innsbruck, Anichstraße 35, Innsbruck, Austria
| | - Pascal A T Baltzer
- Department of Biomedical Imaging and Image Guided Therapy, Medical University of Vienna, Währingergürtel 18-20, Vienna, Austria
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Hogan MP, Horvat JV, Ross DS, Sevilimedu V, Jochelson MS, Kirstein LJ, Goldfarb SB, Comstock CE, Sung JS. Contrast-enhanced mammography in the assessment of residual disease after neoadjuvant treatment. Breast Cancer Res Treat 2023; 198:349-359. [PMID: 36754936 PMCID: PMC10375516 DOI: 10.1007/s10549-023-06865-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2022] [Accepted: 01/19/2023] [Indexed: 02/10/2023]
Abstract
PURPOSE To investigate the utility of contrast-enhanced mammography (CEM) as an alternative to breast MRI for the evaluation of residual disease after neoadjuvant treatment (NAT). METHODS This prospective study enrolled consecutive women undergoing NAT for breast cancer from July 2017-July 2019. Breast MRI and CEM exams performed after completion of NAT were read independently by two breast radiologists. Residual disease and lesion size on MRI and CEM recombined (RI) and low-energy images (LEI) were compared. Histopathology was considered the reference standard. Statistical analysis was performed using McNemar's and Leisenring's tests. Multiple comparison adjustment was made using Bonferroni procedure. Lesion sizes were correlated using Kendall's tau coefficient. RESULTS There were 110 participants with 115 breast cancers. Residual disease (invasive cancer or ductal carcinoma in situ) was detected in 83/115 (72%) lesions on pathology, 71/115 (62%) on MRI, 55/115 (48%) on CEM RI, and 75/115 (65%) on CEM LEI. When using multiple comparison adjustment, no significant differences were detected between MRI combined with CEM LEI and CEM RI combined with CEM LEI, in terms of accuracy (MRI: 77%, CEM: 72%; p ≥ 0.99), sensitivity (MRI: 88%, CEM: 81%; p ≥ 0.99), specificity (MRI: 47%, CEM: 50%; p ≥ 0.99), PPV (MRI: 81%, CEM: 81%; p ≥ 0.99), or NPV (MRI: 60%, CEM: 50%; p ≥ 0.99). Size correlation between pathology and both MRI combined with CEM LEI and CEM RI combined with CEM LEI was moderate: τ = 0. 36 vs 0.33 (p ≥ 0.99). CONCLUSION Contrast-enhanced mammography is an acceptable alternative to breast MRI for the detection of residual disease after neoadjuvant treatment.
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Affiliation(s)
- Molly P Hogan
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Joao V Horvat
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA.
| | - Dara S Ross
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Varadan Sevilimedu
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, 10017, USA
| | - Maxine S Jochelson
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Laurie J Kirstein
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Shari B Goldfarb
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Christopher E Comstock
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Janice S Sung
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
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Pereslucha AM, Wenger DM, Morris MF, Aydi ZB. Invasive Lobular Carcinoma: A Review of Imaging Modalities with Special Focus on Pathology Concordance. Healthcare (Basel) 2023; 11:healthcare11050746. [PMID: 36900751 PMCID: PMC10000992 DOI: 10.3390/healthcare11050746] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 02/26/2023] [Accepted: 03/01/2023] [Indexed: 03/06/2023] Open
Abstract
Invasive lobular cancer (ILC) is the second most common type of breast cancer. It is characterized by a unique growth pattern making it difficult to detect on conventional breast imaging. ILC can be multicentric, multifocal, and bilateral, with a high likelihood of incomplete excision after breast-conserving surgery. We reviewed the conventional as well as newly emerging imaging modalities for detecting and determining the extent of ILC- and compared the main advantages of MRI vs. contrast-enhanced mammogram (CEM). Our review of the literature finds that MRI and CEM clearly surpass conventional breast imaging in terms of sensitivity, specificity, ipsilateral and contralateral cancer detection, concordance, and estimation of tumor size for ILC. Both MRI and CEM have each been shown to enhance surgical outcomes in patients with newly diagnosed ILC that had one of these imaging modalities added to their preoperative workup.
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Affiliation(s)
- Alicia M Pereslucha
- Department of Surgery, University of Arizona College of Medicine-Phoenix, Phoenix, AZ 85006, USA
| | - Danielle M Wenger
- College of Medicine-Phoenix, University of Arizona, Phoenix, AZ 85004, USA
| | - Michael F Morris
- Division of Diagnostic Imaging, Banner MD Anderson Cancer Center, Phoenix, AZ 85006, USA
- Department of Radiology, Banner University Medical Center-Phoenix, Phoenix, AZ 85006, USA
| | - Zeynep Bostanci Aydi
- Department of Surgery, University of Arizona College of Medicine-Phoenix, Phoenix, AZ 85006, USA
- Department of Surgical Oncology, Banner MD Anderson Cancer Center, Phoenix, AZ 85006, USA
- Correspondence:
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Taylor DB, Burrows S, Dessauvagie BF, Saunders CM, Ives A. Accuracy and precision of contrast enhanced mammography versus MRI for predicting breast cancer size: how "good" are they really? Br J Radiol 2023; 96:20211172. [PMID: 36753450 PMCID: PMC10078876 DOI: 10.1259/bjr.20211172] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/09/2023] Open
Abstract
OBJECTIVE To evaluate and compare the accuracy and precision of contrast-enhanced mammography (CEM) vs MRI to predict the size of biopsy-proven invasive breast cancer. METHODS Prospective study, 59 women with invasive breast cancer on needle biopsy underwent CEM and breast MRI. Two breast radiologists read each patient's study, with access limited to one modality. CEM lesion size was measured using low-energy and recombined images and on MRI, the first post-contrast series. Extent of abnormality per quadrant was measured for multifocal lesions. Reference standards were size of largest invasive malignant lesion, invasive (PathInvasive) and whole (PathTotal). Pre-defined clinical concordance ±10 mm. RESULTS Mean patient age 56 years, 42 (71%) asymptomatic. Lesions were invasive ductal carcinoma 40 (68%) with ductal carcinoma in situ (31/40) in 78%, multifocal in 12 (20%). Median lesion size was 17 mm (invasive) and 27 mm (total), range (5-125 mm). Lin's concordance correlation coefficients for PathTotal 0.75 (95% CI 0.6, 0.84) and 0.71 (95% CI 0.56, 0.82) for MRI and contrast-enhanced spectral mammography (CESM) respectively. Mean difference for total size, 3% underestimated and 4% overestimated, and for invasive 41% and 50% overestimate on MRI and CESM respectively. LOAs for PathTotal varied from 60% under to a 2.4 or almost threefold over estimation. MRI was concordant with PathTotal in 36 (64%) cases compared with 32 (57%) for CESM. Both modalities concordant in 26 (46%) cases respectively. CONCLUSION Neither CEM nor MRI have sufficient accuracy to direct changes in planned treatment without needle biopsy confirmation. ADVANCES IN KNOWLEDGE Despite small mean differences in lesion size estimates using CEM or MRI, the 95% limits of agreement do not meet clinically acceptable levels.
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Affiliation(s)
- Donna Blanche Taylor
- Division of Surgery, Medical School, University of Western Australia, Crawley, Perth, Western Australia, Australia
- Department of Diagnostic and Interventional Radiology, Royal Perth Hospital, Wellington Street, Perth, Western Australia
| | - Sally Burrows
- Royal Perth Hospital Research Foundation, Perth, Western Australia, Australia
- Medical School, Crawley, Perth, Western Australia, Australia
| | - Benjamin Frederik Dessauvagie
- Division of Pathology and Laboratory Medicine, Medical School, UWA, Crawley, WA, Australia
- Anatomical Pathology, PathWest Laboratory Medicine WA, Perth, WA, Australia
| | - Christobel Mary Saunders
- Division of Surgery, Medical School, University of Western Australia, Crawley, Perth, Western Australia, Australia
| | - Angela Ives
- Medical School, University of Western Australia, Crawley, Perth, Western Australia, Australia
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Yang ML, Bhimani C, Roth R, Germaine P. Contrast enhanced mammography: focus on frequently encountered benign and malignant diagnoses. Cancer Imaging 2023; 23:10. [PMID: 36691077 PMCID: PMC9872331 DOI: 10.1186/s40644-023-00526-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Accepted: 01/09/2023] [Indexed: 01/24/2023] Open
Abstract
Contrast-enhanced mammography (CEM) is becoming a widely adopted modality in breast imaging over the past few decades and exponentially so over the last few years, with strong evidence of high diagnostic performance in cancer detection. Evidence is also growing indicating comparative performance of CEM to MRI in sensitivity with fewer false positive rates. As application of CEM ranges from potential use in screening dense breast populations to staging of known breast malignancy, increased familiarity with the modality and its implementation, and disease processes encountered becomes of great clinical significance. This review emphasizes expected normal findings on CEM followed by a focus on examples of the commonly encountered benign and malignant pathologies on CEM.
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Affiliation(s)
- Mindy L. Yang
- Department of Radiology, Cooper University Hospital, 1 Cooper Plaza, Camden, NJ 08103 USA
- Present address: SimonMed Imaging, 6900 E Camelback Road, Suite 700, Scottsdale, AZ 85251 USA
| | - Chandni Bhimani
- Department of Radiology, Cooper University Hospital, 1 Cooper Plaza, Camden, NJ 08103 USA
- Present address: Atlantic Medical Imaging, Bayport One Office Building, 8025 Black Horse Pike, Suite 300, West Atlantic City, NJ 08232 USA
| | - Robyn Roth
- Department of Radiology, Cooper University Hospital, 1 Cooper Plaza, Camden, NJ 08103 USA
| | - Pauline Germaine
- Department of Radiology, Cooper University Hospital, 1 Cooper Plaza, Camden, NJ 08103 USA
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Nicosia L, Bozzini AC, Palma S, Montesano M, Signorelli G, Pesapane F, Latronico A, Bagnardi V, Frassoni S, Sangalli C, Farina M, Cassano E. Contrast-Enhanced Spectral Mammography and tumor size assessment: a valuable tool for appropriate surgical management of breast lesions. Radiol Med 2022; 127:1228-1234. [DOI: 10.1007/s11547-022-01561-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 09/12/2022] [Indexed: 10/14/2022]
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10
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Montrognon F, Clatot F, Berghian A, Douvrin F, Quieffin F, Defta D, Buquet A, Ferret M, Lequesne J, Leheurteur M, Fontanilles M, Georgescu D, Callonnec F. Impact of preoperative staging with contrast-enhanced mammography for localized breast cancer management. Br J Radiol 2022; 95:20210765. [PMID: 35195454 PMCID: PMC10996426 DOI: 10.1259/bjr.20210765] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 01/28/2022] [Accepted: 02/14/2022] [Indexed: 11/05/2022] Open
Abstract
OBJECTIVE A precise evaluation of the disease extent is mandatory before surgery for early breast cancer (EBC). Contrast-enhanced mammography (CEDM) is a recent technique that may help define adequate surgery. METHODS This retrospective study included consecutive patients referred to a cancer center between November 2016 and July 2017 for biopsy-confirmed invasive EBC management. The primary objective was to evaluate the rate of surgical changes after incorporating the results of the preoperative staging examination, including CEDM. RESULTS A total of 231 patients were screened for inclusion, and 132 patients were included, corresponding to 134 lesions. The first surgical plan was modified for 33 patients (25%), which represented 34 lesions. For 8 patients (6%), the surgery was cancelled in preference for neoadjuvant chemotherapy; for 16 patients (12.1%), the primary tumor procedure was enlarged; and for 23 patients (17.4%) the lymph node management was modified. Surgery was changed only due to the CEDM results for 24 patients (18.5%) and consisted of a more invasive procedure due to a more extended, multifocal or multicentric lesion than seen on the standard imaging. Anatomopathological surgery piece findings were well correlated with contrast-enhanced mammography results. Overall, there was no increase in the delay between the planned date of surgery and the effective surgical procedure (median 0 days). CONCLUSION CEDM added to preoperative staging helped define better surgical management without increasing delay in the surgical procedure. ADVANCES IN KNOWLEDGE CEDM is a reliable technique that should be considered as part of preoperative staging for EBC.
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Affiliation(s)
- Fanny Montrognon
- Department of Radiology, University Hospital
Center, Rouen,
France
| | - Florian Clatot
- Department of Medical Oncology, Henri Becquerel
Center, Rouen,
France
| | - Anca Berghian
- Department of Anatomopathology, Henri Becquerel
Center, Rouen,
France
| | | | | | - Diana Defta
- Department of Radiology, Henri Becquerel Center,
Rouen, France
| | - Anaïs Buquet
- Department of Radiology, Henri Becquerel Center,
Rouen, France
| | - Martine Ferret
- Department of Radiology, Henri Becquerel Center,
Rouen, France
| | - Justine Lequesne
- Department of Clinical Research, Henri Becquerel
Center, Rouen,
France
| | | | | | - Dragos Georgescu
- Department of Gynecology and Breast surgery, Henri Becquerel
Center, Rouen,
France
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Ferranti FR, Vasselli F, Barba M, Sperati F, Terrenato I, Graziano F, Vici P, Botti C, Vidiri A. Diagnostic Accuracy of Contrast-Enhanced, Spectral Mammography (CESM) and 3T Magnetic Resonance Compared to Full-Field Digital Mammography plus Ultrasound in Breast Lesions: Results of a (Pilot) Open-Label, Single-Centre Prospective Study. Cancers (Basel) 2022; 14:cancers14051351. [PMID: 35267659 PMCID: PMC8909837 DOI: 10.3390/cancers14051351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Revised: 03/03/2022] [Accepted: 03/04/2022] [Indexed: 11/17/2022] Open
Abstract
Introduction: To assess the diagnostic accuracy of CESM and 3T MRI compared to full-field digital mammography (FFDM), plus US, in the evaluation of advanced breast lesions. Materials and Methods: Consenting women with suspicious findings underwent FFDM, US, CESM and 3T MRI. Breast lesions were histologically assessed, with histology being the gold standard. Two experienced breast radiologists, blinded to cancer status, read the images. Diagnostic accuracy of (1) CESM as an adjunct to FFDM and US, and (2) 3T MRI as an adjunct to CESM compared to FFDM and US, was assessed. Measures of accuracy were sensitivity (Se), specificity (Sp), positive predictive value (PPV) and negative predictive value (NPV). Results: There were 118 patients included along with 142 histologically characterized lesions. K agreement values were 0.69, 0.68, 0.63 and 0.56 for concordance between the gold standard and FFDM, FFDM + US, CESM and MRI, respectively (p < 0.001, for all). K concordance for CESM was 0.81 with FFDM + US and 0.73 with MRI (p value < 0.001 for all). Conclusions: CESM may represent a valuable alternative and/or an integrating technique to MRI in the evaluation of breast cancer patients.
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Affiliation(s)
- Francesca Romana Ferranti
- Radiology and Diagnostic Imaging Department, IRCCS Regina Elena National Cancer Institute, Via Elio Chianesi 53, 00144 Rome, Italy; (F.R.F.); (F.V.)
| | - Federica Vasselli
- Radiology and Diagnostic Imaging Department, IRCCS Regina Elena National Cancer Institute, Via Elio Chianesi 53, 00144 Rome, Italy; (F.R.F.); (F.V.)
| | - Maddalena Barba
- Division of Medical Oncology 2, IRCCS Regina Elena National Cancer Institute, Via Elio Chianesi 53, 00144 Rome, Italy
- Correspondence: (M.B.); (A.V.); Tel.: +39-0652665419 (M.B.); +39-0652662731 (A.V.)
| | - Francesca Sperati
- Biostatistics-Scientific Direction, IRCCS Regina Elena National Cancer Institute, Via Elio Chianesi 53, 00144 Rome, Italy; (F.S.); (I.T.)
| | - Irene Terrenato
- Biostatistics-Scientific Direction, IRCCS Regina Elena National Cancer Institute, Via Elio Chianesi 53, 00144 Rome, Italy; (F.S.); (I.T.)
| | - Franco Graziano
- Division of Breast Surgery, IRCCS Regina Elena National Cancer Institute, Via Elio Chianesi 53, 00144 Rome, Italy; (F.G.); (C.B.)
| | - Patrizia Vici
- Sperimentazioni di Fase IV, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy;
| | - Claudio Botti
- Division of Breast Surgery, IRCCS Regina Elena National Cancer Institute, Via Elio Chianesi 53, 00144 Rome, Italy; (F.G.); (C.B.)
| | - Antonello Vidiri
- Radiology and Diagnostic Imaging Department, IRCCS Regina Elena National Cancer Institute, Via Elio Chianesi 53, 00144 Rome, Italy; (F.R.F.); (F.V.)
- Correspondence: (M.B.); (A.V.); Tel.: +39-0652665419 (M.B.); +39-0652662731 (A.V.)
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12
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Peters G, Lynch AM, Peters J. Enhancement Patterns in Contrast Mammography - A Pictorial Essay. J Clin Imaging Sci 2021; 11:63. [PMID: 34877070 PMCID: PMC8645489 DOI: 10.25259/jcis_174_2021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2021] [Accepted: 10/29/2021] [Indexed: 11/04/2022] Open
Abstract
Contrast-enhanced mammography (CEM) is a new technology in breast imaging and cancer detection. It has been shown to have a comparable performance to breast MRI. Currently, there is no independent BI-RADS lexicon available for CEM. This pictorial essay will demonstrate the use of breast MRI descriptors according to the BI-RADS breast MRI lexicon, to describe enhancement patterns for recombined CEM images. The authors recommend using enhancement pattern descriptors already in use for breast MRI when reporting CEM studies, to promote uniformity of interpretation and reporting.
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Affiliation(s)
- Gesine Peters
- Department of Surgery, School of Medicine, University of Tasmania, Hobart, Australia
| | | | - Johannes Peters
- Department of Radiology, Royal Darwin Hospital, Darwin, Australia
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13
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Galati F, Moffa G, Pediconi F. Breast imaging: Beyond the detection. Eur J Radiol 2021; 146:110051. [PMID: 34864426 DOI: 10.1016/j.ejrad.2021.110051] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Revised: 07/23/2021] [Accepted: 11/15/2021] [Indexed: 12/23/2022]
Abstract
Breast cancer is a heterogeneous disease nowadays, including different biological subtypes with a variety of possible treatments, which aim to achieve the best outcome in terms of response to therapy and overall survival. In recent years breast imaging has evolved considerably, and the ultimate goal is to predict these strong phenotypic differences noninvasively. Indeed, breast cancer multiparametric studies can highlight not only qualitative imaging parameters, as the presence/absence of a likely malignant finding, but also quantitative parameters, suggesting clinical-pathological features through the evaluation of imaging biomarkers. A further step has been the introduction of artificial intelligence and in particular radiogenomics, that investigates the relationship between breast cancer imaging characteristics and tumor molecular, genomic and proliferation features. In this review, we discuss the main techniques currently in use for breast imaging, their respective fields of use and their technological and diagnostic innovations.
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Affiliation(s)
- Francesca Galati
- Department of Radiological, Oncological and Pathological Sciences, "Sapienza" - University of Rome, Viale Regina Elena, 324, 00161 Rome, Italy.
| | - Giuliana Moffa
- Department of Radiological, Oncological and Pathological Sciences, "Sapienza" - University of Rome, Viale Regina Elena, 324, 00161 Rome, Italy
| | - Federica Pediconi
- Department of Radiological, Oncological and Pathological Sciences, "Sapienza" - University of Rome, Viale Regina Elena, 324, 00161 Rome, Italy.
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14
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Neeter LM, Raat H(F, Alcantara R, Robbe Q, Smidt ML, Wildberger JE, Lobbes MB. Contrast-enhanced mammography: what the radiologist needs to know. BJR Open 2021; 3:20210034. [PMID: 34877457 PMCID: PMC8611680 DOI: 10.1259/bjro.20210034] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Revised: 07/29/2021] [Accepted: 07/30/2021] [Indexed: 12/12/2022] Open
Abstract
Contrast-enhanced mammography (CEM) is a combination of standard mammography and iodinated contrast material administration. During the last decade, CEM has found its place in breast imaging protocols: after i.v. administration of iodinated contrast material, low-energy and high-energy images are retrieved in one acquisition using a dual-energy technique, and a recombined image is constructed enabling visualisation of areas of contrast uptake. The increased incorporation of CEM into everyday clinical practice is reflected in the installation of dedicated equipment worldwide, the (commercial) availability of systems from different vendors, the number of CEM examinations performed, and the number of scientific articles published on the subject. It follows that ever more radiologists will be confronted with this technique, and thus be required to keep up to date with the latest developments in the field. Most importantly, radiologists must have sufficient knowledge on how to interpret CEM images and be acquainted with common artefacts and pitfalls. This comprehensive review provides a practical overview of CEM technique, including CEM-guided biopsy; reading, interpretation and structured reporting of CEM images, including the accompanying learning curve, CEM artefacts and interpretation pitfalls; indications for CEM; disadvantages of CEM; and future developments.
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Affiliation(s)
| | - H.P.J. (Frank) Raat
- Department of Medical Imaging, Laurentius Hospital, Roermond, the Netherlands
| | | | - Quirien Robbe
- Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands
| | | | - Joachim E. Wildberger
- Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands
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15
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Hannsun G, Saponaro S, Sylvan P, Elmi A. Contrast-Enhanced Mammography: Technique, Indications, and Review of Current Literature. CURRENT RADIOLOGY REPORTS 2021. [DOI: 10.1007/s40134-021-00387-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Abstract
Purpose of Review
To provide an update on contrast-enhanced mammography (CEM) regarding current technique and interpretation, the performance of this modality versus conventional breast imaging modalities (mammography, ultrasound, and MRI), existing clinical applications, potential challenges, and pitfalls.
Recent Findings
Multiple studies have shown that the low-energy, non-contrast-enhanced images obtained when performing CEM are non-inferior to full-field digital mammography with the added benefit of recombined post-contrast images, which have been shown to provide comparable information compared to MRI without sacrificing sensitivity and negative predictive values. While CEMs' usefulness for further diagnostic characterization of indeterminate breast findings is apparent, additional studies have provided strong evidence of potential roles in screening intermediate to high-risk populations, evaluation of disease extent, and monitoring response to therapy, particularly in patients in whom MRI is either unavailable or contraindicated. Others have shown that some patients prefer CEM over MRI given the ease of performance and patient comfort. Additionally, some health systems may find significantly reduced costs compared to MRI. Currently, CEM is hindered by the limited availability of CEM-guided tissue sampling and issues of intravenous contrast administration. However, commercially available CEM-guided biopsy systems are on the horizon, and small changes in practice workflow can be quickly adopted. As of now, MRI remains a mainstay of high-risk screening, evaluation of the extent of disease, and monitoring response to therapy, but smaller studies have suggested that CEM may be equivalent to MRI for these indications, and larger confirmatory studies are needed.
Summary
CEM is an emerging problem-solving breast imaging modality that provides complementary information to conventional imaging modalities and may potentially be used in place of MRI for specific indications and/or patient populations.
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16
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Kornecki A. Current Status of Contrast Enhanced Mammography: A Comprehensive Review. Can Assoc Radiol J 2021; 73:141-156. [PMID: 34492211 DOI: 10.1177/08465371211029047] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
OBJECTIVES The purpose of this article is to provide a detailed and updated review of the physics, techniques, indications, limitations, reporting, implementation and management of contrast enhanced mammography. BACKGROUND Contrast enhanced mammography (CEM), is an emerging iodine-based modified dual energy mammography technique. In addition to having the same advantages as standard full-field digital mammography (FFDM), CEM provides information regarding tumor enhancement, relying on tumor angiogenesis, similar to dynamic contrast enhanced magnetic resonance imaging (DCE-MRI). This article reviews current literature on CEM and highlights considerations that are critical to the successful use of this modality. CONCLUSION Multiple studies point to the advantage of using CEM in the diagnostic setting of breast imaging, which approaches that of DCE-MRI.
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Affiliation(s)
- Anat Kornecki
- Department of Medical Imaging, Breast Division, Western University, St. Joseph Health Care, London, Ontario, Canada
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17
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Contrast-Enhanced Digital Mammography Screening for Intermediate-Risk Women With a History of Lobular Neoplasia. AJR Am J Roentgenol 2021; 216:1486-1491. [PMID: 33787291 DOI: 10.2214/ajr.20.23480] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
OBJECTIVE. The objective of this study was to assess to the role of contrast-enhanced digital mammography (CEDM) as a screening tool in women at intermediate risk for developing breast cancer due to a personal history of lobular neoplasia without additional risk factors. MATERIALS AND METHODS. In this institutional review board-approved, observational, retrospective study, we reviewed our radiology department database to identify patients with a personal history of breast biopsy yielding lobular neoplasia who underwent screening CEDM at our institution between December 2012 and February 2019. A total of 132 women who underwent 306 CEDM examinations were included. All CEDM examinations were interpreted by dedicated breast imaging radiologists in conjunction with a review of the patient's clinical history and available prior breast imaging. In statistical analysis, sensitivity, specificity, NPV, positive likelihood ratio, and accuracy of CEDM in detecting cancer were determined, with pathology or 12-month imaging follow-up serving as the reference standard. RESULTS. CEDM detected cancer in six patients and showed an overall sensitivity of 100%, specificity of 88% (95% CI, 84-92%), NPV of 100%, and accuracy of 88% (95% CI, 84-92%). The positive likelihood ratio of 8.33 suggested that CEDM findings are 8.3 times more likely to be positive in an individual with breast cancer when compared with an individual without the disease. CONCLUSION. CEDM shows promise as a breast cancer screening examination in patients with a personal history of lobular neoplasia. Continued investigation with a larger patient population is needed to determine the true sensitivity and positive predictive value of CEDM for these patients.
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18
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Sogani J, Mango VL, Keating D, Sung JS, Jochelson MS. Contrast-enhanced mammography: past, present, and future. Clin Imaging 2021; 69:269-279. [PMID: 33032103 PMCID: PMC8494428 DOI: 10.1016/j.clinimag.2020.09.003] [Citation(s) in RCA: 54] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Revised: 08/16/2020] [Accepted: 09/11/2020] [Indexed: 12/11/2022]
Abstract
Contrast-enhanced mammography (CEM) combines conventional mammography with iodinated contrast material to improve cancer detection. CEM has comparable performance to breast MRI without the added cost or time of conventional MRI protocols. Thus, this technique may be useful for indications previously reserved for MRI, such as problem-solving, determining disease extent in patients with newly diagnosed cancer, monitoring response to neoadjuvant therapy, evaluating the posttreatment breast for residual or recurrent disease, and potentially screening in women at intermediate- or high-risk for breast cancer. This article will provide a comprehensive overview on the past, present, and future of CEM, including its evolving role in the diagnostic and screening settings.
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Affiliation(s)
- Julie Sogani
- Memorial Sloan Kettering Cancer Center, 300 East 66th Street, New York, NY 10065, USA
| | - Victoria L Mango
- Memorial Sloan Kettering Cancer Center, 300 East 66th Street, New York, NY 10065, USA.
| | - Delia Keating
- Memorial Sloan Kettering Cancer Center, 300 East 66th Street, New York, NY 10065, USA
| | - Janice S Sung
- Memorial Sloan Kettering Cancer Center, 300 East 66th Street, New York, NY 10065, USA
| | - Maxine S Jochelson
- Memorial Sloan Kettering Cancer Center, 300 East 66th Street, New York, NY 10065, USA
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19
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Sudhir R, Koppula V, Mandava A, Kamala S, Potlapalli A. Technique and clinical applications of dual-energy contrast-enhanced digital mammography (CEDM) in breast cancer evaluation: a pictorial essay. ACTA ACUST UNITED AC 2020; 27:28-36. [PMID: 33252334 DOI: 10.5152/dir.2020.19573] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
This pictorial essay illustrates an overview of the basic technique used in acquiring dual-energy contrast-enhanced digital mammography (CEDM) images and its potential clinical applications in regular practice. CEDM may be used as a low-cost alternative to magnetic resonance imaging (MRI), as a problem-solving tool in clinical practice and for therapeutic planning of breast cancer, which may include high-risk screening, dense breast evaluation, mammographically equivocal lesions, local staging, treatment response evaluation, and post treatment follow-up. We share our experience of CEDM at a tertiary care cancer hospital.
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Affiliation(s)
- Rashmi Sudhir
- Basavatarakam Indo-American Cancer Hospital and Research Centre, Hyderabad, India
| | - Veeraiah Koppula
- Basavatarakam Indo-American Cancer Hospital and Research Centre, Hyderabad, India
| | - Anitha Mandava
- Basavatarakam Indo-American Cancer Hospital and Research Centre, Hyderabad, India
| | - Sannapareddy Kamala
- Basavatarakam Indo-American Cancer Hospital and Research Centre, Hyderabad, India
| | - Alekya Potlapalli
- Basavatarakam Indo-American Cancer Hospital and Research Centre, Hyderabad, India
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20
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Covington MF. Contrast-Enhanced Mammography Implementation, Performance, and Use for Supplemental Breast Cancer Screening. Radiol Clin North Am 2020; 59:113-128. [PMID: 33222993 DOI: 10.1016/j.rcl.2020.08.006] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Contrast-enhanced mammography (CEM) is an emerging breast imaging technology that provides recombined contrast-enhanced images of the breast in addition to low-energy images analogous to a 2-dimensional full-field digital mammogram. Because most breast imaging centers do not use CEM at this time, a detailed overview of CEM implementation and performance is presented. Thereafter, the potential use of CEM for supplemental screening is discussed in detail, given the importance of this topic for the future of the CEM community. Diagnostic performance, safety, and cost considerations of CEM for dense breast tissue supplemental screening are discussed.
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Affiliation(s)
- Matthew F Covington
- Department of Radiology and Imaging Sciences, University of Utah, Center for Quantitative Cancer Imaging, Huntsman Cancer Institute, 2000 Circle of Hope, Salt Lake City, UT 84112, USA.
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21
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Lorek A, Steinhof-Radwańska K, Barczyk-Gutkowska A, Zarębski W, Boratyn-Nowicka A, Bobola A, Lorek J, Stojčev Z. Retrospective Comparison of Contrast-Enhanced Spectral Mammography with Digital Mammography in Assessing Tumor Size in 668 Cases of Breast Cancer. Med Sci Monit 2020; 26:e926977. [PMID: 32994388 PMCID: PMC7534504 DOI: 10.12659/msm.926977] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
Background Contrast-enhanced spectral mammography (CESM) is digital mammography with contrast agent. This promising new breast imaging method can be used for planning surgical treatment. This study compared CESM versus digital mammography (MG) in evaluating tumor size in breast cancer. Material/Methods Comparison of tumor dimensions in CESM, MG, and histopathology was made. The correlation of these data was assessed by histopathological type, biological subtype, grading of the carcinoma, and patient age. Results The average difference in tumor size between CESM and histopathological examination was 5 mm. The differences in size measurement between CESM and MG were significant (p=0.00). The Pearson’s linear correlation coefficients of CESM versus HP and MG versus HP were −0.01 (p=0.79) and −0.25 (p=0.00), respectively, indicating no differences between CESM and HP based on the lesion size. A weak negative correlation between those values was observed on MG. No relationship was found between the tumor size in CESM and the biological subtype, carcinoma malignancy degree, or patient age. Conclusions CESM is a new diagnostic method in breast cancer. The accuracy of measurement of tumor size using CESM is independent of lesion size, but it overestimates the size by 5 mm on average. The difference is not dependent on grading, biological subtype of the carcinoma, or patient age. They concern the histopathological type, and values are significantly greater in pre-invasive carcinomas.
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Affiliation(s)
- Andrzej Lorek
- Department of Oncological Surgery, Medical University of Silesia in Katowice, Katowice, Poland
| | | | - Anna Barczyk-Gutkowska
- Department of Radiology and Nuclear Medicine, Medical University of Silesia in Katowice, Katowice, Poland
| | - Wojciech Zarębski
- Department of Oncological Surgery, Medical University of Silesia in Katowice, Katowice, Poland
| | | | - Agnieszka Bobola
- Department of Oncology, Medical University of Silesia in Katowice, Katowice, Poland
| | - Joanna Lorek
- Student of the Medical Faculty at the Medical University of Silesia in Katowice, Katowice, Poland
| | - Zoran Stojčev
- Department of Oncological Surgery, Medical University of Silesia in Katowice, Katowice, Poland
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22
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Nicosia L, Bozzini AC, Latronico A, Cassano E. Contrast-Enhanced Spectral Mammography: Importance of the Assessment of Breast Tumor Size. Korean J Radiol 2020; 22:489-491. [PMID: 32932566 PMCID: PMC7909849 DOI: 10.3348/kjr.2020.0611] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2020] [Revised: 05/10/2020] [Accepted: 05/17/2020] [Indexed: 11/18/2022] Open
Affiliation(s)
- Luca Nicosia
- Department of Breast Radiology, European Institute of Oncology, Milan, Italy.
| | - Anna Carla Bozzini
- Department of Breast Radiology, European Institute of Oncology, Milan, Italy
| | - Antuono Latronico
- Department of Breast Radiology, European Institute of Oncology, Milan, Italy
| | - Enrico Cassano
- Department of Breast Radiology, European Institute of Oncology, Milan, Italy
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Abstract
Screening for breast cancer reduces breast cancer-related mortality and earlier detection facilitates less aggressive treatment. Unfortunately, current screening modalities are imperfect, suffering from limited sensitivity and high false-positive rates. Novel techniques in the field of breast imaging may soon play a role in breast cancer screening: digital breast tomosynthesis, contrast material-enhanced spectral mammography, US (automated three-dimensional breast US, transmission tomography, elastography, optoacoustic imaging), MRI (abbreviated and ultrafast, diffusion-weighted imaging), and molecular breast imaging. Artificial intelligence and radiomics have the potential to further improve screening strategies. Furthermore, nonimaging-based screening tests such as liquid biopsy and breathing tests may transform the screening landscape. © RSNA, 2020 Online supplemental material is available for this article.
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Affiliation(s)
- Ritse M Mann
- From the Department of Radiology, Nuclear Medicine and Anatomy, Radboud University Medical Center, Geert Grooteplein 10, PO Box 9101, 6500 HB, Nijmegen, the Netherlands (R.M.M.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, Conn (R.H.); Department of Radiology, Northeastern Ohio Medical University, Rootstown, Ohio (R.G.B.); Southwoods Imaging, Youngstown, Ohio (R.G.B.); Department of Radiology, New York University Langone School of Medicine, New York, NY (L.M.); and Department of Radiology, New York University Grossman School of Medicine, Center for Advanced Imaging Innovation and Research, Laura and Isaac Perlmutter Cancer Center, New York, NY (L.M.)
| | - Regina Hooley
- From the Department of Radiology, Nuclear Medicine and Anatomy, Radboud University Medical Center, Geert Grooteplein 10, PO Box 9101, 6500 HB, Nijmegen, the Netherlands (R.M.M.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, Conn (R.H.); Department of Radiology, Northeastern Ohio Medical University, Rootstown, Ohio (R.G.B.); Southwoods Imaging, Youngstown, Ohio (R.G.B.); Department of Radiology, New York University Langone School of Medicine, New York, NY (L.M.); and Department of Radiology, New York University Grossman School of Medicine, Center for Advanced Imaging Innovation and Research, Laura and Isaac Perlmutter Cancer Center, New York, NY (L.M.)
| | - Richard G Barr
- From the Department of Radiology, Nuclear Medicine and Anatomy, Radboud University Medical Center, Geert Grooteplein 10, PO Box 9101, 6500 HB, Nijmegen, the Netherlands (R.M.M.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, Conn (R.H.); Department of Radiology, Northeastern Ohio Medical University, Rootstown, Ohio (R.G.B.); Southwoods Imaging, Youngstown, Ohio (R.G.B.); Department of Radiology, New York University Langone School of Medicine, New York, NY (L.M.); and Department of Radiology, New York University Grossman School of Medicine, Center for Advanced Imaging Innovation and Research, Laura and Isaac Perlmutter Cancer Center, New York, NY (L.M.)
| | - Linda Moy
- From the Department of Radiology, Nuclear Medicine and Anatomy, Radboud University Medical Center, Geert Grooteplein 10, PO Box 9101, 6500 HB, Nijmegen, the Netherlands (R.M.M.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, Conn (R.H.); Department of Radiology, Northeastern Ohio Medical University, Rootstown, Ohio (R.G.B.); Southwoods Imaging, Youngstown, Ohio (R.G.B.); Department of Radiology, New York University Langone School of Medicine, New York, NY (L.M.); and Department of Radiology, New York University Grossman School of Medicine, Center for Advanced Imaging Innovation and Research, Laura and Isaac Perlmutter Cancer Center, New York, NY (L.M.)
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24
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Åhsberg K, Gardfjell A, Nimeus E, Rasmussen R, Behmer C, Zackrisson S, Ryden L. Added value of contrast-enhanced mammography (CEM) in staging of malignant breast lesions-a feasibility study. World J Surg Oncol 2020; 18:100. [PMID: 32438917 PMCID: PMC7243325 DOI: 10.1186/s12957-020-01865-0] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Accepted: 04/22/2020] [Indexed: 01/08/2023] Open
Abstract
OBJECTIVES The aim of this feasibility study was to evaluate the added value of contrast-enhanced mammography (CEM) in preoperative staging of malignant breast lesions, beyond standard assessment with digital mammography and ultrasound, as a base for a future prospective randomized trial. MATERIALS AND METHODS Forty-seven patients, with confirmed or strongly suspected malignant breast lesions after standard assessment (digital mammography (DM) and ultrasound (US)), scheduled for primary surgery, were invited to undergo CEM as an additional preoperative procedure. The primary endpoint was change in treatment due to CEM findings, defined as mastectomy instead of partial mastectomy or contrariwise, bilateral surgery instead of unilateral or neoadjuvant treatment instead of primary surgery. Accuracy in tumour extent estimation compared to histopathology was evaluated by Bland-Altman statistics. Number of extra biopsies and adverse events were recorded. RESULTS In 10/47 patients (21%), findings from CEM affected the primary treatment. Agreement with histopathology regarding extent estimation was better for CEM (mean difference - 1.36, SD ± 18.45) in comparison with DM (- 4.18, SD ± 26.20) and US (- 8.36, SD ± 24.30). Additional biopsies were taken from 19 lesions in 13 patients. Nine biopsies showed malignant outcome. No major adverse events occurred. CONCLUSION The feasibility of preoperative additional CEM was found to be satisfactory without any serious negative effects. Results imply an added value of CEM in preoperative staging of breast cancer. Further evaluation in larger prospective randomized trials is needed. TRIAL REGISTRATION ClinicalTrials.gov, NCT03402529. Registered 18 January 2018-retrospectively registered.
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Affiliation(s)
- Kristina Åhsberg
- Department of Surgery, Halland Hospital, 301 85, Halmstad, Sweden. .,Institution of Clinical Sciences, Department of Surgery, Lund University, Lund, Sweden.
| | - Anna Gardfjell
- Department of Surgery, Blekinge Hospital, Karlskrona, Sweden
| | - Emma Nimeus
- Institution of Clinical Sciences, Department of Surgery, Lund University, Lund, Sweden.,Department of Surgery, Skåne University Hospital, Lund, Sweden.,Institution of Clinical Sciences, Department of Oncology, Lund University, Lund, Sweden
| | - Rogvi Rasmussen
- Unilabs Breast Centre, Skåne University Hospital, Lund, Sweden
| | - Catharina Behmer
- Unilabs Breast Centre, Helsingborg Hospital, Helsingborg, Sweden
| | - Sophia Zackrisson
- Department of Imaging and Functional Medicine, Skåne University Hospital, Malmö, Sweden.,Diagnostic Radiology, Department of Translational Medicine, Lund University, Lund, Sweden
| | - Lisa Ryden
- Institution of Clinical Sciences, Department of Surgery, Lund University, Lund, Sweden.,Department of Surgery, Skåne University Hospital, Lund, Sweden
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Gao F, Wu T, Chu X, Yoon H, Xu Y, Patel B. Deep Residual Inception Encoder–Decoder Network for Medical Imaging Synthesis. IEEE J Biomed Health Inform 2020; 24:39-49. [DOI: 10.1109/jbhi.2019.2912659] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Arfi Rouche J, Gavrel M, Feki R, Balleyguier C. Prise en charge préopératoire du cancer du sein : tomosynthèse/angiomammographie/IRM, millefeuille ou sur mesure ? IMAGERIE DE LA FEMME 2019. [DOI: 10.1016/j.femme.2019.06.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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Ghaderi KF, Phillips J, Perry H, Lotfi P, Mehta TS. Contrast-enhanced Mammography: Current Applications and Future Directions. Radiographics 2019; 39:1907-1920. [DOI: 10.1148/rg.2019190079] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Kimeya F. Ghaderi
- From the Department of Radiology, Beth Israel Deaconess Medical Center, 330 Brookline Ave, Boston, MA 02215 (K.F.G., J.P., P.L., T.S.M.); and Department of Radiology, University of Vermont Medical Center, Burlington, Vt (H.P.)
| | - Jordana Phillips
- From the Department of Radiology, Beth Israel Deaconess Medical Center, 330 Brookline Ave, Boston, MA 02215 (K.F.G., J.P., P.L., T.S.M.); and Department of Radiology, University of Vermont Medical Center, Burlington, Vt (H.P.)
| | - Hannah Perry
- From the Department of Radiology, Beth Israel Deaconess Medical Center, 330 Brookline Ave, Boston, MA 02215 (K.F.G., J.P., P.L., T.S.M.); and Department of Radiology, University of Vermont Medical Center, Burlington, Vt (H.P.)
| | - Parisa Lotfi
- From the Department of Radiology, Beth Israel Deaconess Medical Center, 330 Brookline Ave, Boston, MA 02215 (K.F.G., J.P., P.L., T.S.M.); and Department of Radiology, University of Vermont Medical Center, Burlington, Vt (H.P.)
| | - Tejas S. Mehta
- From the Department of Radiology, Beth Israel Deaconess Medical Center, 330 Brookline Ave, Boston, MA 02215 (K.F.G., J.P., P.L., T.S.M.); and Department of Radiology, University of Vermont Medical Center, Burlington, Vt (H.P.)
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Zanardo M, Cozzi A, Trimboli RM, Labaj O, Monti CB, Schiaffino S, Carbonaro LA, Sardanelli F. Technique, protocols and adverse reactions for contrast-enhanced spectral mammography (CESM): a systematic review. Insights Imaging 2019; 10:76. [PMID: 31376021 PMCID: PMC6677840 DOI: 10.1186/s13244-019-0756-0] [Citation(s) in RCA: 70] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2019] [Accepted: 05/17/2019] [Indexed: 11/10/2022] Open
Abstract
We reviewed technical parameters, acquisition protocols and adverse reactions (ARs) for contrast-enhanced spectral mammography (CESM). A systematic search in databases, including MEDLINE/EMBASE, was performed to extract publication year, country of origin, study design; patients; mammography unit/vendor, radiation dose, low-/high-energy tube voltage; contrast molecule, concentration and dose; injection modality, ARs and acquisition delay; order of views; examination time. Of 120 retrieved articles, 84 were included from 22 countries (September 2003-January 2019), totalling 14012 patients. Design was prospective in 44/84 studies (52%); in 70/84 articles (83%), a General Electric unit with factory-set kVp was used. Per-view average glandular dose, reported in 12/84 studies (14%), ranged 0.43-2.65 mGy. Contrast type/concentration was reported in 79/84 studies (94%), with Iohexol 350 mgI/mL mostly used (25/79, 32%), dose and flow rate in 72/84 (86%), with 1.5 mL/kg dose at 3 mL/s in 62/72 studies (86%). Injection was described in 69/84 articles (82%), automated in 59/69 (85%), manual in 10/69 (15%) and flush in 35/84 (42%), with 10-30 mL dose in 19/35 (54%). An examination time < 10 min was reported in 65/84 studies (77%), 120 s acquisition delay in 65/84 (77%) and order of views in 42/84 (50%) studies, beginning with the craniocaudal view of the non-suspected breast in 7/42 (17%). Thirty ARs were reported by 14/84 (17%) studies (26 mild, 3 moderate, 1 severe non-fatal) with a pooled rate of 0.82% (fixed-effect model). Only half of CESM studies were prospective; factory-set kVp, contrast 1.5 mL/kg at 3 mL/s and 120 s acquisition delay were mostly used; only 1 severe AR was reported. CESM protocol standardisation is advisable.
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Affiliation(s)
- Moreno Zanardo
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Via Mangiagalli 31, 20133, Milan, Italy
| | - Andrea Cozzi
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Via Mangiagalli 31, 20133, Milan, Italy.
| | - Rubina Manuela Trimboli
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Via Mangiagalli 31, 20133, Milan, Italy
| | - Olgerta Labaj
- Department of Morphology, Surgery and Experimental Medicine, Section of Radiology, University of Ferrara, Via Ludovico Ariosto 35, 44121, Ferrara, Italy
| | - Caterina Beatrice Monti
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Via Mangiagalli 31, 20133, Milan, Italy
| | - Simone Schiaffino
- Unit of Radiology, IRCCS Policlinico San Donato, Via Morandi 30, 20097, San Donato Milanese, Italy
| | | | - Francesco Sardanelli
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Via Mangiagalli 31, 20133, Milan, Italy
- Unit of Radiology, IRCCS Policlinico San Donato, Via Morandi 30, 20097, San Donato Milanese, Italy
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Xing D, Lv Y, Sun B, Xie H, Dong J, Hao C, Chen Q, Chi X. Diagnostic Value of Contrast-Enhanced Spectral Mammography in Comparison to Magnetic Resonance Imaging in Breast Lesions. J Comput Assist Tomogr 2019; 43:245-251. [PMID: 30531546 PMCID: PMC6426358 DOI: 10.1097/rct.0000000000000832] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
Objective The aim of this study was to evaluate the diagnostic value between contrast-enhanced spectral mammography (CESM) and breast magnetic resonance imaging (MRI) in breast disease. Methods Two hundred thirty-five patients who were suspected of having breast abnormalities by clinical examination or mammography underwent CESM and MRI examination. Using histopathologic results as the criterion standard, the diagnostic performance of CESM and MRI was investigated. The areas under receiver operating characteristic curves were applied to analyze diagnostic efficiency. The Pearson correlation coefficients between CESM versus pathology and MRI versus pathology were calculated. Results Two hundred sixty-three breast lesions were found in 235 patients, in which 177 were malignant and 86 were benign. By evaluating the diagnostic value, sensitivity, positive predictive value, negative predictive value, and false-negative rate from CESM examination were comparable to those from MRI (91.5%, 94.7%, 83.7%, and 8.5% vs 91.5%, 90.5%, 82.1%, and 8.5%). Importantly, the accuracy and the specificity were higher for CESM than those for MRI (81% and 89.5% vs 80.2% and 71.7%), whereas the false-positive rate was lower (10.5% vs 19.8%). The areas under receiver operating characteristic curves of CESM and MRI were 0.950 and 0.939, displaying the equivalent diagnostic efficiency (P = 0.48). For the agreement between measurements, mean tumor sizes were 3.1 cm for CESM and 3.4 cm for MRI compared with 3.2 cm on histopathologic results. The Pearson correlation coefficient of CESM versus histopathology (r = 0.774, P = 0.000) was consistent with MRI versus histopathology (r = 0.771, P = 0.000). Conclusions Our results show better accuracy, specificity, and false-positive rate of CESM in breast cancer detection than MRI. Contrast-enhanced spectral mammography displayed a good correlation with histopathology in assessing the lesion size of breast cancer, which is consistent with MRI.
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Affiliation(s)
- Dong Xing
- From the Department of Radiology and
| | | | - Bolin Sun
- Interventional Therapy Ward, Yantai Yuhuangding Hospital
| | | | | | | | - Qianqian Chen
- The Affiliated Yantai Yuhuangding Hospital of Qingdao University, Yantai, China
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Phillips J, Fein-Zachary VJ, Slanetz PJ. Pearls and Pitfalls of Contrast-Enhanced Mammography. JOURNAL OF BREAST IMAGING 2019; 1:64-72. [PMID: 38424880 DOI: 10.1093/jbi/wby013] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/02/2024]
Abstract
Contrast-enhanced mammography (CEM) is a promising new imaging modality that uses a dual-energy acquisition to provide both morphologic and vascular assessment of breast lesions. Although no official BI-RADS lexicon exists, interpretation entails using the mammographic BI-RADS lexicon in combination with that for breast MRI. CEM has comparable performance to breast MRI, with sensitivity of 93-100% and specificity of 80-94%. Currently FDA approved for diagnostic imaging, this technology can be helpful in determining disease extent in patients with newly diagnosed breast malignancy, monitoring response to neoadjuvant therapy, identifying mammographically occult malignancies, and diagnostic problem-solving. Studies are ongoing about its role in screening, especially in women with dense breasts or at elevated risk. There are some challenges to successful implementation into practice, but overall, patients tolerate the study well, and exam times are less than the full breast MRI protocol.
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Affiliation(s)
- Jordana Phillips
- Beth Israel Deaconess Medical Center, Department of Diagnostic Radiology, Boston, MA
| | | | - Priscilla J Slanetz
- Beth Israel Deaconess Medical Center, Department of Diagnostic Radiology, Boston, MA
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McEvoy MP, Landercasper J, Naik HR, Feldman S. Update of the American Society of Breast Surgeons Toolbox to address the lumpectomy reoperation epidemic. Gland Surg 2018; 7:536-553. [PMID: 30687627 DOI: 10.21037/gs.2018.11.03] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
In 2015, the American Society of Breast Surgeons (ASBrS) convened a multidisciplinary consensus conference, the Collaborative Attempt to Lower Lumpectomy Reoperation Rates (CALLER). The CALLER conference endorsed a "toolbox" of multiple processes of care for which there was evidence that they were associated with fewer reoperations. We present an update of the toolbox taking into consideration the latest advances in decreasing re excision rates. In this review, we performed a comprehensive review of the literature from 2015-2018 using search terms for each tool. The original ten tools were updated with the latest evidence from the literature and our strength of recommendation. We added an additional section looking at new tools and techniques that may provide more accurate intraoperative assessment of margins. The updates on the CALLER Toolbox for lumpectomy will help guide surgeons to various resources to aid in the removal of breast cancer, while being aware of cosmesis and decreasing re excision rates.
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Affiliation(s)
- Maureen P McEvoy
- Montefiore Medical Center, Montefiore Einstein Center for Cancer Care, Bronx, NY, USA
| | - Jeffrey Landercasper
- Gundersen Health System, Norma J. Vinger Center for Breast Cancer, La Crosse, WI, USA
| | - Himani R Naik
- Gundersen Health System, Norma J. Vinger Center for Breast Cancer, La Crosse, WI, USA
| | - Sheldon Feldman
- Montefiore Medical Center, Montefiore Einstein Center for Cancer Care, Bronx, NY, USA
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Gao F, Wu T, Li J, Zheng B, Ruan L, Shang D, Patel B. SD-CNN: A shallow-deep CNN for improved breast cancer diagnosis. Comput Med Imaging Graph 2018; 70:53-62. [PMID: 30292910 DOI: 10.1016/j.compmedimag.2018.09.004] [Citation(s) in RCA: 71] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2018] [Revised: 08/28/2018] [Accepted: 09/13/2018] [Indexed: 10/28/2022]
Abstract
Breast cancer is the second leading cause of cancer death among women worldwide. Nevertheless, it is also one of the most treatable malignances if detected early. Screening for breast cancer with full field digital mammography (FFDM) has been widely used. However, it demonstrates limited performance for women with dense breasts. An emerging technology in the field is contrast-enhanced digital mammography (CEDM), which includes a low energy (LE) image similar to FFDM, and a recombined image leveraging tumor neoangiogenesis similar to breast magnetic resonance imaging (MRI). CEDM has shown better diagnostic accuracy than FFDM. While promising, CEDM is not yet widely available across medical centers. In this research, we propose a Shallow-Deep Convolutional Neural Network (SD-CNN) where a shallow CNN is developed to derive "virtual" recombined images from LE images, and a deep CNN is employed to extract novel features from LE, recombined or "virtual" recombined images for ensemble models to classify the cases as benign vs. cancer. To evaluate the validity of our approach, we first develop a deep-CNN using 49 CEDM cases collected from Mayo Clinic to prove the contributions from recombined images for improved breast cancer diagnosis (0.85 in accuracy, 0.84 in AUC using LE imaging vs. 0.89 in accuracy, 0.91 in AUC using both LE and recombined imaging). We then develop a shallow-CNN using the same 49 CEDM cases to learn the nonlinear mapping from LE to recombined images. Next, we use 89 FFDM cases from INbreast, a public database to generate "virtual" recombined images. Using FFDM alone provides 0.84 in accuracy (AUC = 0.87), whereas SD-CNN improves the diagnostic accuracy to 0.90 (AUC = 0.92).
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Affiliation(s)
- Fei Gao
- School of Computing, Informatics, and Decision Systems Engineering, Arizona State University, Tempe, AZ, 85281, USA
| | - Teresa Wu
- School of Computing, Informatics, and Decision Systems Engineering, Arizona State University, Tempe, AZ, 85281, USA.
| | - Jing Li
- School of Computing, Informatics, and Decision Systems Engineering, Arizona State University, Tempe, AZ, 85281, USA
| | - Bin Zheng
- School of Electrical and Computer Engineering, College of Engineering, University of Oklahoma, Norman, OK, 73019, USA
| | - Lingxiang Ruan
- The First Affiliated Hospital of Medical School of Zhejiang University, Hangzhou, China
| | - Desheng Shang
- The First Affiliated Hospital of Medical School of Zhejiang University, Hangzhou, China
| | - Bhavika Patel
- Department of Radiology, Mayo Clinic in Arizona, Scottsdale, AZ, 85259, USA
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Wang L. Microwave Sensors for Breast Cancer Detection. SENSORS (BASEL, SWITZERLAND) 2018; 18:E655. [PMID: 29473867 PMCID: PMC5854976 DOI: 10.3390/s18020655] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/31/2018] [Revised: 02/18/2018] [Accepted: 02/20/2018] [Indexed: 12/31/2022]
Abstract
Breast cancer is the leading cause of death among females, early diagnostic methods with suitable treatments improve the 5-year survival rates significantly. Microwave breast imaging has been reported as the most potential to become the alternative or additional tool to the current gold standard X-ray mammography for detecting breast cancer. The microwave breast image quality is affected by the microwave sensor, sensor array, the number of sensors in the array and the size of the sensor. In fact, microwave sensor array and sensor play an important role in the microwave breast imaging system. Numerous microwave biosensors have been developed for biomedical applications, with particular focus on breast tumor detection. Compared to the conventional medical imaging and biosensor techniques, these microwave sensors not only enable better cancer detection and improve the image resolution, but also provide attractive features such as label-free detection. This paper aims to provide an overview of recent important achievements in microwave sensors for biomedical imaging applications, with particular focus on breast cancer detection. The electric properties of biological tissues at microwave spectrum, microwave imaging approaches, microwave biosensors, current challenges and future works are also discussed in the manuscript.
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Affiliation(s)
- Lulu Wang
- Department of Biomedical Engineering, School of Instrument Science and Opto-Electronics Engineering, Hefei University of Technology, Hefei 230009, China.
- Institute of Biomedical Technologies, Auckland University of Technology, Auckland 1142, New Zealand.
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