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Panourgias E, Karampotsis E, Douma N, Bourgioti C, Koutoulidis V, Rigas G, Moulopoulos L, Dounias G. Accuracy of distinguishing benign, high-risk lesions and malignancies with inductive machine learning models in BIRADS 4 and BIRADS 5 lesions on breast MR examinations. Eur J Radiol 2024; 181:111801. [PMID: 39514933 DOI: 10.1016/j.ejrad.2024.111801] [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: 06/17/2024] [Revised: 10/01/2024] [Accepted: 10/21/2024] [Indexed: 11/16/2024]
Abstract
RATIONALE AND OBJECTIVES The aim of this study is to explore the utility of Inductive Decision Tree models (IDTs) in distinguishing between benign, malignant, and high-risk (B3) breast lesions. MATERIALS AND METHODS We analyzed 124 histologically confirmed lesions in 114 patients who underwent breast MR with BI-RADS 4 or 5 assessment. The dataset comprised 10 imaging parameters and one clinical observation. Using the IDTs method (algorithm C5.0 boosted with AdaBoost algorithm) combined with the data balancing method SMOTE (Synthetic Minority Oversampling Technique) and a corresponding new method called LCC (Leveling of Cases per Class), we developed corresponding 3-class classification models (Benign, B3, or Malignant). The training set used for classification model development consists of 112 cases with 12 variables, and the model's performance was assessed using 10-fold Cross-Validation and Leave-One-Out methods (utilizing the training set) and the Use Test Set method (testing on an unknown (for the models) dataset of 12 cases with 12 variables). RESULTS This preliminary study demonstrates the potential for IDTs to accurately distinguish between benign, B3 and Malignant lesions based on extracted data from breast MRI exams with a high classification accuracy (88.70 %), mean sensitivity of 97.18 % and specificity of 98.59 % achieved by the optimal classification model, derived from the combination of the IDTs method and the LCC data balancing method.
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Affiliation(s)
- Evangelia Panourgias
- First Department of Radiology ('Aretaieio' Hospital), Medical School, National and Kapodistrian University of Athens, 76 V. Sofias 11523, Athens, Greece.
| | - Evangelos Karampotsis
- Management and Decision Engineering Laboratory (MDE-Lab), School of Engineering, University of the Aegean, 41 Kountouriotou Street 82100, Chios, Greece.
| | - Natalia Douma
- First Department of Radiology ('Aretaieio' Hospital), Medical School, National and Kapodistrian University of Athens, 76 V. Sofias 11523, Athens, Greece
| | - Charis Bourgioti
- First Department of Radiology ('Aretaieio' Hospital), Medical School, National and Kapodistrian University of Athens, 76 V. Sofias 11523, Athens, Greece
| | - Vassilis Koutoulidis
- First Department of Radiology ('Aretaieio' Hospital), Medical School, National and Kapodistrian University of Athens, 76 V. Sofias 11523, Athens, Greece
| | - George Rigas
- Breast Clinic, Agios Savvas, Anticancer Hospital of Athens, 171 Alexandras Avenue 11522, Athens, Greece
| | - Lia Moulopoulos
- First Department of Radiology ('Aretaieio' Hospital), Medical School, National and Kapodistrian University of Athens, 76 V. Sofias 11523, Athens, Greece
| | - Georgios Dounias
- Management and Decision Engineering Laboratory (MDE-Lab), School of Engineering, University of the Aegean, 41 Kountouriotou Street 82100, Chios, Greece
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Flat epithelial atypia: What the radiologist needs to know in 2021. Clin Imaging 2021; 75:150-156. [PMID: 33592394 DOI: 10.1016/j.clinimag.2021.01.035] [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: 10/25/2020] [Revised: 01/10/2021] [Accepted: 01/28/2021] [Indexed: 11/22/2022]
Abstract
The World Health Organization defines flat epithelial atypia (FEA), as a "presumably neoplastic intraductal alteration characterized by the replacement of native epithelial cells by a single layer or three to five layers of mildly atypical cells.". In this article, we will review FEA and compare its characteristics and differences with other atypical high-risk breast lesions. In addition, the imaging appearance of FEA will be described. Finally, we will discuss current outcomes and provide an update on its management based on the last recommendations.
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Srour MK, Donovan C, Chung A, Harit A, Dadmanesh F, Giuliano AE, Amersi F. Flat epithelial atypia on core needle biopsy does not always mandate excisional biopsy. Breast J 2019; 26:679-684. [DOI: 10.1111/tbj.13507] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2019] [Revised: 07/16/2019] [Accepted: 07/16/2019] [Indexed: 11/30/2022]
Affiliation(s)
- Marissa K. Srour
- Department of Surgery Cedars‐Sinai Medical Center Los Angeles California
| | - Cory Donovan
- Department of Surgery Cedars‐Sinai Medical Center Los Angeles California
| | - Alice Chung
- Department of Surgery Cedars‐Sinai Medical Center Los Angeles California
| | - Attiya Harit
- Department of Surgery Cedars‐Sinai Medical Center Los Angeles California
| | - Farnaz Dadmanesh
- Department of Pathology Cedars‐Sinai Medical Center Los Angeles California
| | | | - Farin Amersi
- Department of Surgery Cedars‐Sinai Medical Center Los Angeles California
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Kim SJ, Kim WG. Sonographic Features of Flat Epithelial Atypia Manifesting as a Non-Mass-Like Lesion: A Case Report. AMERICAN JOURNAL OF CASE REPORTS 2019; 20:340-344. [PMID: 30872562 PMCID: PMC6429983 DOI: 10.12659/ajcr.914178] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Patient: Female, 47 Final Diagnosis: Flat epithelial atypia of the breast Symptoms: — Medication: — Clinical Procedure: — Specialty: Radiology
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Affiliation(s)
- Suk Jung Kim
- Department of Radiology, Haeundae Paik Hospital, Inje University College of Medicine, Busan, South Korea
| | - Woo Gyeong Kim
- Department of Pathology, Haeundae Paik Hospital, Inje University College of Medicine, Busan, South Korea
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Ahn HS, Jang M, Kim SM, Yun BL, Kim SW, Kang EY, Park SY. Diagnosis of Columnar Cell Lesions and Atypical Ductal Hyperplasia by Ultrasound-Guided Core Biopsy: Findings Associated with Underestimation of Breast Carcinoma. ULTRASOUND IN MEDICINE & BIOLOGY 2016; 42:1457-1463. [PMID: 27067419 DOI: 10.1016/j.ultrasmedbio.2016.02.009] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2015] [Revised: 02/09/2016] [Accepted: 02/10/2016] [Indexed: 06/05/2023]
Abstract
The aim of the study described here was to determine underestimation rates and identify radiologic predictors of underestimation for columnar cell lesions (CCLs) and atypical ductal hyperplasia (ADH) detected by ultrasound-guided core needle biopsy. A total of 103 CCLs and ADH lesions in 100 patients diagnosed by ultrasound-guided core needle biopsy were evaluated. Breast sonographic and mammographic findings were reviewed, and underestimation rates were determined by surgical excision, percutaneous vacuum-assisted excision or 2-y imaging follow-up. All underestimated lesions were ductal carcinoma in situ, and the underestimation rates of flat epithelial atypia (FEA), FEA + ADH and ADH were 5.9% (1/17), 44.4% (4/9) and 27.3% (12/44), respectively. There was no underestimation of CCLs without atypia. The presence of calcifications on ultrasound was significantly associated with underestimation (p = 0.010). Therefore, except for CCLs without atypia, all other lesions may require excision, especially when calcification is present on ultrasound or when FEA + ADH is found.
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Affiliation(s)
- Hye Shin Ahn
- Department of Radiology, Seoul National University Bundang Hospital, Gyeonggi-do, Korea; Department of Radiology, Chung-Ang University Hospital, Seoul, Korea
| | - Mijung Jang
- Department of Radiology, Seoul National University Bundang Hospital, Gyeonggi-do, Korea.
| | - Sun Mi Kim
- Department of Radiology, Seoul National University Bundang Hospital, Gyeonggi-do, Korea
| | - Bo La Yun
- Department of Radiology, Seoul National University Bundang Hospital, Gyeonggi-do, Korea
| | - Sung-Won Kim
- Department of Surgery, Breast Care Center, Daerim St. Mary's Hospital, Seoul, Korea
| | - Eun Young Kang
- Department of Surgery, Seoul National University Bundang Hospital, Gyeonggi-do, Korea
| | - So Yeon Park
- Department of Pathology, Seoul National University Bundang Hospital, Gyeonggi-do, Korea
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Purushothaman HN, Lekanidi K, Shousha S, Wilson R. Lesions of uncertain malignant potential in the breast (B3): what do we know? Clin Radiol 2015; 71:134-40. [PMID: 26607917 DOI: 10.1016/j.crad.2015.10.008] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2015] [Revised: 08/10/2015] [Accepted: 10/05/2015] [Indexed: 11/28/2022]
Abstract
Breast lesions classified as of uncertain malignant potential (B3) on biopsy form a diverse group of abnormalities, which pose a diagnostic and management challenge. In this paper, we discuss the imaging and pathology features as well as the management of the most controversial B3 lesions, consisting of papillary lesions, complex sclerosing lesions/radial scars, lobular intraepithelial neoplasia, and atypical epithelial proliferation of ductal type. As there is an association with malignancy at the time of diagnosis, as well as an increase in the risk of subsequent development of cancer, a multidisciplinary discussion is almost always required to tailor treatment.
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Affiliation(s)
- H N Purushothaman
- Breast Unit, Charing Cross Hospital, Imperial College Healthcare NHS Trust, Fulham Palace Road, London W6 8RF, UK
| | - K Lekanidi
- Park Centre for Breast Care, Brighton and Sussex University Hospitals NHS Trust, 177 Preston Road, Brighton BN1 6AG, UK.
| | - S Shousha
- Breast Unit, Charing Cross Hospital, Imperial College Healthcare NHS Trust, Fulham Palace Road, London W6 8RF, UK
| | - R Wilson
- Breast Unit, The Royal Marsden Hospital, Downs Road, Sutton, Surrey SM2 5PT, UK
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Verschuur-Maes AHJ, Kornegoor R, de Bruin PC, Oudejans JJ, van Diest PJ. Do columnar cell lesions exist in the male breast? Histopathology 2014; 64:818-25. [PMID: 24267518 DOI: 10.1111/his.12333] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2013] [Revised: 11/11/2013] [Accepted: 11/19/2013] [Indexed: 11/27/2022]
Abstract
AIMS In females, columnar cell lesions (CCLs) have been recognized as putative precursor lesions of low-grade breast cancer, but their role in male breast carcinogenesis is as yet unclear. METHODS AND RESULTS We reviewed surgical resections from males with breast cancer (n = 89), gynaecomastia (n = 20) and normal breast specimens from autopsies (n = 5) for the presence of CCL. In addition, we performed immunohistochemistry for cytokeratin 5/6 (CK5/6), CK14 and oestrogen receptor alpha (ER). In 19 of 89 resections (two DCIS cases and 17 invasive carcinoma), some individual ducts were found to contain cells with snouts on the luminal border but lacking further typical columnar cell lesion features. We mainly found three-layered ductal epithelium, characteristic for gynaecomastia and confirmed by immunohistochemistry. Moreover, we found a few ducts in male breast cancer sections that were clonally negative for basal cytokeratins. CONCLUSION We found no lesions with convincing CCL morphology at the periphery of invasive male breast cancers, in gynaecomastia or in normal male breast specimens. Although we cannot completely exclude the existence of CCLs in the male breast, these lesions seem to be very uncommon and are therefore unlikely to play a major role in male breast carcinogenesis.
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Yan L, Yun N, Xiu-Min D, Xu-Qi X. Oncogenic role of Skp2 and p27Kip1 in intraductal proliferative lesions of the breast. ACTA ACUST UNITED AC 2012; 27:161-6. [PMID: 23062638 DOI: 10.1016/s1001-9294(14)60049-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE To investigate whether the connection of p27(Kip1) to S-phase kinase-associated protein 2 (Skp2) plays an oncogenic role in intraductal proliferative lesions of the breast. METHODS Here we investigated the mechanism involved in association of Skp2’s degradation of p27(Kip1) with the breast carcinogenesis by immunohistochemical method through detection of Skp2 and p27(Kip1) protein levels in 120 paraffin-embedded tissues of intraductal proliferative lesions including usual ductal hyperplasia (UDH, n=30), atypical ductal hyperplasia (n=30), flat epithelial atypia (FEA, n=30), and ductal carcinoma in situ (DCIS, n=30). Moreover, the expression status of Skp2 and p27(Kip1) in 30 cases of the normal breast paraffin-embedded tissues were explored. RESULTS The DCIS group was with the highest Skp2 level and the lowest p27(Kip1) level, and the UDH group was with the lowest Skp2 level and the highest p27(Kip1) level.Both Skp2 and p27(Kip1) levels in the DCIS group were significantly different from those in the UDH group (all P<0.01).The levels of Skp2 and p27(Kip1) in the FEA group were significantly different from both the DCIS and UDH groups (all P<0.05).p27(Kip1) was negatively correlated with Skp2 in both the UDH group (r=-0.629, P=0.026) and DCIS group (r=-0.893, P=0.000). CONCLUSION Overexpression of Skp2 might be the mechanism underlying p27(Kip1) over degradation.
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Affiliation(s)
- Lv Yan
- Department of Acupuncture and Moxibustion, Tianjin University of Traditional Chinese Medicine, Tianjin 300193, China.
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Bianchi S, Bendinelli B, Castellano I, Piubello Q, Renne G, Cattani MG, Di Stefano D, Carrillo G, Laurino L, Bersiga A, Giardina C, Dante S, Di Loreto C, Quero C, Antonacci CM, Palli D. Morphological parameters of flat epithelial atypia (FEA) in stereotactic vacuum-assisted needle core biopsies do not predict the presence of malignancy on subsequent surgical excision. Virchows Arch 2012; 461:405-17. [PMID: 22941400 DOI: 10.1007/s00428-012-1279-y] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2012] [Revised: 04/26/2012] [Accepted: 06/27/2012] [Indexed: 10/27/2022]
Abstract
Flat epithelial atypia (FEA) may represent the earliest precursor of low-grade breast cancer and often coexists with more advanced atypical proliferative breast lesions such as atypical ductal hyperplasia (ADH) and lobular intraepithelial neoplasia (LIN). The present study aims to investigate the association between morphological parameters of FEA and presence of malignancy at surgical excision (SE) and the clinical significance of the association of FEA with ADH and/or LIN. This study included 589 cases of stereotactic 11-gauge vacuum-assisted needle core biopsy (VANCB), reporting a diagnosis of FEA, ADH or LIN with subsequent SE from 14 pathology departments in Italy. Available slides were reviewed, with 114 (19.4 %) showing a malignant outcome at SE. Among the 190 cases of pure FEA, no statistically significant association emerged between clinical-pathological parameters of FEA and risk of malignancy. Logistic regression analyses showed an increased risk of malignancy according to the extension of ADH among the 275 cases of FEA associated with ADH (p = 0.004) and among the 34 cases of FEA associated with ADH and LIN (p = 0.02). In the whole series, a statistically significant increased malignancy risk emerged according to mammographic R1-R3/R4-R5 categories (OR = 1.56; p = 0.04), extension (OR = 1.24; p = 0.04) and grade (OR = 1.94; p = 0.004) of cytological atypia of FEA. The presence of ADH was associated with an increased malignancy risk (OR = 2.85; p < 0.0001). Our data confirm the frequent association of FEA with ADH and/or LIN. A diagnosis of pure FEA on VANCB carries a 9.5 % risk of concurrent malignancy and thus warrants follow-up excision because none of the clinical-pathological parameters predicts which cases will present carcinoma on SE.
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Affiliation(s)
- Simonetta Bianchi
- Division of Pathological Anatomy, Department of Medical and Surgical Critical Care, AOU Careggi, University of Florence, Largo GA Brambilla 3, 50134 Florence, Italy.
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Boulos FI, Dupont WD, Schuyler PA, Sanders ME, Page DL, Fedda FA, Simpson JF. Clinicopathologic characteristics of carcinomas that develop after a biopsy containing columnar cell lesions. Cancer 2011; 118:2372-7. [DOI: 10.1002/cncr.26523] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2011] [Revised: 07/21/2011] [Accepted: 08/05/2011] [Indexed: 11/07/2022]
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