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Wang H, H M van der Velden B, Verburg E, Bakker MF, Pijnappel RM, Veldhuis WB, van Gils CH, Gilhuijs KGA. Automated rating of background parenchymal enhancement in MRI of extremely dense breasts without compromising the association with breast cancer in the DENSE trial. Eur J Radiol 2024; 175:111442. [PMID: 38583349 DOI: 10.1016/j.ejrad.2024.111442] [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: 10/24/2023] [Revised: 02/06/2024] [Accepted: 03/21/2024] [Indexed: 04/09/2024]
Abstract
OBJECTIVES Background parenchymal enhancement (BPE) on dynamic contrast-enhanced MRI (DCE-MRI) as rated by radiologists is subject to inter- and intrareader variability. We aim to automate BPE category from DCE-MRI. METHODS This study represents a secondary analysis of the Dense Tissue and Early Breast Neoplasm Screening trial. 4553 women with extremely dense breasts who received supplemental breast MRI screening in eight hospitals were included. Minimal, mild, moderate and marked BPE rated by radiologists were used as reference. Fifteen quantitative MRI features of the fibroglandular tissue were extracted to predict BPE using Random Forest, Naïve Bayes, and KNN classifiers. Majority voting was used to combine the predictions. Internal-external validation was used for training and validation. The inverse-variance weighted mean accuracy was used to express mean performance across the eight hospitals. Cox regression was used to verify non inferiority of the association between automated rating and breast cancer occurrence compared to the association for manual rating. RESULTS The accuracy of majority voting ranged between 0.56 and 0.84 across the eight hospitals. The weighted mean prediction accuracy for the four BPE categories was 0.76. The hazard ratio (HR) of BPE for breast cancer occurrence was comparable between automated rating and manual rating (HR = 2.12 versus HR = 1.97, P = 0.65 for mild/moderate/marked BPE relative to minimal BPE). CONCLUSION It is feasible to rate BPE automatically in DCE-MRI of women with extremely dense breasts without compromising the underlying association between BPE and breast cancer occurrence. The accuracy for minimal BPE is superior to that for other BPE categories.
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Affiliation(s)
- Hui Wang
- Image Sciences Institute, University Medical Center Utrecht, Utrecht, The Netherlands
| | | | - Erik Verburg
- Image Sciences Institute, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Marije F Bakker
- Julius Center for Health Sciences and Primary Care, Utrecht, The Netherlands
| | - Ruud M Pijnappel
- Department of Radiology, University Medical Center Utrecht, The Netherlands
| | - Wouter B Veldhuis
- Department of Radiology, University Medical Center Utrecht, The Netherlands
| | - Carla H van Gils
- Julius Center for Health Sciences and Primary Care, Utrecht, The Netherlands
| | - Kenneth G A Gilhuijs
- Image Sciences Institute, University Medical Center Utrecht, Utrecht, The Netherlands.
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Kim SY, Cho N. Breast Magnetic Resonance Imaging for Patients With Newly Diagnosed Breast Cancer: A Review. J Breast Cancer 2022; 25:263-277. [PMID: 36031752 PMCID: PMC9411024 DOI: 10.4048/jbc.2022.25.e35] [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: 03/30/2022] [Revised: 07/13/2022] [Accepted: 07/25/2022] [Indexed: 11/30/2022] Open
Abstract
Despite the high sensitivity and widespread use of preoperative magnetic resonance imaging (MRI), the American Cancer Society and the National Comprehensive Cancer Network guidelines do not recommend the routine use of preoperative MRI owing to the conflicting results and lack of clear benefit to the surgical outcome (reoperation and mastectomy) and long-term clinical outcomes (local recurrence and metachronous contralateral breast cancer). Preoperative MRI detects additional cancers that are occult at mammography and ultrasound but increases the rate of mastectomy. Concerns about overdiagnosis and overtreatment of preoperative MRI might be mitigated by adjusting the confounding factors when conducting studies, using the state-of-the-art image-guided biopsy technique, applying the radiologists’ cumulative experiences in interpreting MRI findings, and performing multiple lumpectomies in patients with multicentric cancer. Among the various imaging methods, dynamic contrast-enhanced MRI has the highest accuracy in predicting pathologic complete response after neoadjuvant chemotherapy. Prospective trials aimed at applying the MRI information to the de-escalation of surgical or radiation treatments are underway. In this review, current studies on the clinical outcomes of preoperative breast MRI are updated, and circumstances in which MRI may be useful for surgical planning are discussed.
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Affiliation(s)
- Soo-Yeon Kim
- Department of Radiology, Seoul National University Hospital, Seoul, Korea.,Department of Radiology, Seoul National University College of Medicine, Seoul, Korea.,Institute of Radiation Medicine, Seoul National University Medical Research Center, Seoul, Korea
| | - Nariya Cho
- Department of Radiology, Seoul National University Hospital, Seoul, Korea.,Department of Radiology, Seoul National University College of Medicine, Seoul, Korea.,Institute of Radiation Medicine, Seoul National University Medical Research Center, Seoul, Korea.
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Chalfant JS, Mortazavi S, Lee-Felker SA. Background Parenchymal Enhancement on Breast MRI: Assessment and Clinical Implications. CURRENT RADIOLOGY REPORTS 2021. [DOI: 10.1007/s40134-021-00386-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
Abstract
Purpose of Review
To present recent literature regarding the assessment and clinical implications of background parenchymal enhancement on breast MRI.
Recent Findings
The qualitative assessment of BPE remains variable within the literature, as well as in clinical practice. Several different quantitative approaches have been investigated in recent years, most commonly region of interest-based and segmentation-based assessments. However, quantitative assessment has not become standard in clinical practice to date. Numerous studies have demonstrated a clear association between higher BPE and future breast cancer risk. While higher BPE does not appear to significantly impact cancer detection, it may result in a higher abnormal interpretation rate. BPE is also likely a marker of pathologic complete response after neoadjuvant chemotherapy, with decreases in BPE during and after neoadjuvant chemotherapy correlated with pCR. In contrast, pre-treatment BPE does not appear to be predictive of pCR. The association between BPE and prognosis is less clear, with heterogeneous results in the literature.
Summary
Assessment of BPE continues to evolve, with heterogeneity in approaches to both qualitative and quantitative assessment. The level of BPE has important clinical implications, with associations with future breast cancer risk and treatment response. BPE may also be an imaging marker of prognosis, but future research is needed on this topic.
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Kuhl CK, Lehman C, Bedrosian I. Imaging in Locoregional Management of Breast Cancer. J Clin Oncol 2020; 38:2351-2361. [PMID: 32442068 PMCID: PMC7343437 DOI: 10.1200/jco.19.03257] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Affiliation(s)
- Christiane K Kuhl
- Department of Diagnostic and Interventional Radiology, University Hospital Aachen, RWTH, Aachen, Germany
| | - Constance Lehman
- Breast Imaging Section, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Isabelle Bedrosian
- Department of Breast Surgical Oncology, Division of Surgery, University of Texas MD Anderson Cancer, Center, Houston, TX
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Yun SG, An YY, Kim SH, Kang BJ. Early Recurrence of Breast Cancer after the Primary Treatment: Analysis of Clinicopathological and Radiological Predictive Factors. JOURNAL OF THE KOREAN SOCIETY OF RADIOLOGY 2020; 81:395-408. [PMID: 36237380 PMCID: PMC9431821 DOI: 10.3348/jksr.2020.81.2.395] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/24/2019] [Revised: 08/01/2019] [Accepted: 08/12/2019] [Indexed: 12/09/2022]
Abstract
목적 유방암 일차치료 후 조기 재발 예측에 도움이 되는 임상병리학적 인자 및 원발암의 영상 의학적 특징을 알아보고자 하였다. 대상과 방법 본원에서 2010년 1월부터 2014년 12월까지 유방 보존 수술 및 보조요법 치료 후 추적관찰을 받은 480명을 대상으로 하였다. 일차치료 완결 후 3년 이내 재발한 경우를 조기 재발으로 정의하고, 이와 관련된 임상병리학적 및 영상의학적 예측인자를 알아보기 위해 단변량 및 다변량 로지스틱 회귀분석을 시행하였다. 결과 단변량 분석에서 임상병리학적 인자 중 높은 종양 병기(p=0.021), 고등급 조직학적 분화도(p < 0.001), estrogen receptor 수용체 음성(p=0.002), Ki-67 과발현(p=0.017), 삼중음성유방 아형(p=0.019)과, 영상 소견 중 유방암의 다초점성(p < 0.001), 도플러 검사에서 테두리 혈류(p=0.012), 자기공명영상에서 테두리 조영증강(p < 0.001)이 조기 재발과 유의한 연관성을 보였다. 다변량 분석에서 원발암의 높은 종양 병기[odds ratio (이하 OR) = 3.47, 95% confidence interval (이하 CI) 1.12~10.73, p=0.031]와 도플러 검사에서 테두리 혈류 (OR = 3.32, 95% CI 1.38~8.02,p=0.008)가 조기 재발과 관련된 독립적인 예측인자였다. 결론 유방암 치료 전 도플러 검사에서 원발암의 테두리 혈류 소견은 유방암의 일차치료 후 조기 재발의 독립적인 영상의학적 예측인자이다.
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Affiliation(s)
- Sun Geun Yun
- Department of Radiology, St. Vincent's Hospital, College of Medicine, The Catholic University of Korea, Suwon, Korea
| | - Yeong Yi An
- Department of Radiology, St. Vincent's Hospital, College of Medicine, The Catholic University of Korea, Suwon, Korea
| | - Sung Hun Kim
- Department of Radiology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Bong Joo Kang
- Department of Radiology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
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Lee YJ, Youn IK, Kim SH, Kang BJ, Park WC, Lee A. Triple-negative breast cancer: Pretreatment magnetic resonance imaging features and clinicopathological factors associated with recurrence. Magn Reson Imaging 2019; 66:36-41. [PMID: 31785544 DOI: 10.1016/j.mri.2019.10.001] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Revised: 10/01/2019] [Accepted: 10/08/2019] [Indexed: 01/01/2023]
Abstract
PURPOSE We aimed to investigate the magnetic resonance imaging (MRI) features and clinicopathologic factors with recurrence of triple-negative breast cancer (TNBC). PATIENTS AND METHODS We identified 281 patients with 288 surgically confirmed TNBC lesions who underwent pretreatment MRI between 2009 and 2015. The presence of intratumoral high signal on T2-weighted images, high-signal rim on diffusion-weighted images (DWI), and rim enhancement on the dynamic contrast-enhanced MRI and clinicopathological data were collected. Cox proportional analysis was performed. RESULTS Of the 288 lesions, 36 (12.5%) recurred after a median follow-up of 18 months (range, 3.6-68.3 months). Rim enhancement (hazard ratio [HR] = 3.15; 95% confidence interval [CI] = 1.01, 9.88; p = .048), and lymphovascular invasion (HR = 2.73, 95% CI = 1.20, 6.23; p = .016) were independently associated with disease recurrence. While fibroglandular volume, background parenchymal enhancement, intratumoral T2 high signal, and high-signal rim on DWI, were not found to be risk factors for recurrence. CONCLUSION Pretreatment MRI features may help predict a high risk of recurrence in patients with TNBC.
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Affiliation(s)
- Youn Joo Lee
- Department of Radiology, St. Mary's Hospital Daejeon, Republic of Korea
| | - In Kyung Youn
- Seoul St. Mary's Hospital, The Catholic University of Korea, Republic of Korea
| | - Sung Hun Kim
- Seoul St. Mary's Hospital, The Catholic University of Korea, Republic of Korea.
| | - Bong Joo Kang
- Seoul St. Mary's Hospital, The Catholic University of Korea, Republic of Korea
| | - Woo-Chan Park
- Department of General Surgery, Seoul St. Mary's Hospital, The Catholic University of Korea, Republic of Korea
| | - Ahwon Lee
- Department of Hospital Pathology, Seoul St. Mary's Hospital, The Catholic University of Korea, Republic of Korea
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Mukherjee SD, Hodgson N, Lovrics PJ, Dhamanaskar K, Chambers S, Sussman J. Surgical attitudes toward preoperative breast magnetic resonance imaging in women with early-stage breast cancer. ACTA ACUST UNITED AC 2019; 26:e194-e201. [PMID: 31043827 DOI: 10.3747/co.26.4227] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Background Preoperative breast magnetic resonance imaging (mri) is commonly requested by surgeons in the initial workup of women with breast cancer; however, its use is controversial. We performed a survey of breast cancer surgeons across Canada to investigate current knowledge about, attitudes to, and self-reported use of preoperative breast mri in a publicly funded health care system in light of the limited evidence to support it. Methods All identified general surgeons in Canada were mailed a survey instrument designed to probe current practice and knowledge of published trials. Results Of 403 responding surgeons, 233 (58%) indicated that they performed breast cancer surgery. Of those 233, 218 (94%) had access to breast mri and completed the entire survey. Overall, 54.6% of responding surgeons felt that breast mri was useful in surgical planning, and more than half (58.3%) indicated that their frequency of use was likely to increase over the next 5 years. Surgeons found preoperative mri most useful in detecting mammographically occult disease (71.5% of respondents) and in planning for breast-conserving surgery (57.3%). The main limitations reported were timely access to mri (51%) and false positives (36.7%). Responses suggest a knowledge gap in awareness of published trials in breast mri. Conclusions Our study found that, in early-stage breast cancer, self-reported use of mri by breast cancer surgeons in Canada varied widely. Reported indications did not align with published data, and significant gaps in self-reported knowledge of the data were evident. Our results would support the development and dissemination of guidelines to optimize use of mri.
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Affiliation(s)
| | - N Hodgson
- Juravinski Cancer Centre, Hamilton, ON.,Juravinski Hospital, Hamilton, ON
| | | | | | | | - J Sussman
- Juravinski Cancer Centre, Hamilton, ON.,McMaster University, Hamilton, ON
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Pujara AC, Kim E, Axelrod D, Melsaether AN. PET/MRI in Breast Cancer. J Magn Reson Imaging 2018; 49:328-342. [DOI: 10.1002/jmri.26298] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2018] [Revised: 07/30/2018] [Accepted: 07/31/2018] [Indexed: 12/12/2022] Open
Affiliation(s)
- Akshat C. Pujara
- Department of Radiology, Division of Breast Imaging; University of Michigan Health System; Ann Arbor Michigan USA
| | - Eric Kim
- Department of Radiology; NYU School of Medicine; New York New York USA
| | - Deborah Axelrod
- Department of Surgery; Perlmutter Cancer Center, NYU School of Medicine; New York New York USA
| | - Amy N. Melsaether
- Department of Radiology; NYU School of Medicine; New York New York USA
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