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Tajima CC, Arruda FPSG, Mineli VC, Ferreira JM, Bettim BB, Osório CABDT, Sonagli M, Bitencourt AGV. MRI features of breast cancer immunophenotypes with a focus on luminal estrogen receptor low positive invasive carcinomas. Sci Rep 2024; 14:19305. [PMID: 39164330 PMCID: PMC11336205 DOI: 10.1038/s41598-024-69778-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2024] [Accepted: 08/08/2024] [Indexed: 08/22/2024] Open
Abstract
To compare the magnetic resonance imaging (MRI) features of different immunophenotypes of breast carcinoma of no special type (NST), with special attention to estrogen receptor (ER)-low-positive breast cancer. This retrospective, single-centre, Institutional Review Board (IRB)-approved study included 398 patients with invasive breast carcinoma. Breast carcinomas were classified as ER-low-positive when there was ER staining in 1-10% of tumour cells. Pretreatment MRI was reviewed to assess the tumour imaging features according to the 5th edition of the Breast Imaging Reporting and Data System (BI-RADS) lexicon. Of the 398 cases, 50 (12.6%) were luminal A, 191 (48.0%) were luminal B, 26 (6.5%) were luminal ER-low positive, 64 (16.1%) were HER2-overexpressing, and 67 (16.8%) were triple negative. Correlation analysis between MRI features and tumour immunophenotype showed statistically significant differences in mass shape, margins, internal enhancement and the delayed phase of the kinetic curve. An oval or round shape and rim enhancement were most frequently observed in triple-negative and luminal ER-low-positive tumours. Spiculated margins were most common in luminal A and luminal B tumours. A persistent kinetic curve was more frequent in luminal A tumours, while a washout curve was more common in the triple-negative, HER2-overexpressing and luminal ER-low-positive immunophenotypes. Multinomial regression analysis showed that luminal ER-low-positive tumours had similar results to triple-negative tumours for almost all variables. Luminal ER-low-positive tumours present with similar MRI findings to triple-negative tumours, which suggests that MRI can play a fundamental role in adequate radiopathological correlation and therapeutic planning in these patients.
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Affiliation(s)
- Carla Chizuru Tajima
- Imaging Department, Graduate Program of A.C.Camargo Cancer Center, São Paulo, SP, Brazil.
- Imaging Department, A Beneficência Portuguesa de São Paulo, São Paulo, Brazil.
| | | | - Victor Chequer Mineli
- Imaging Department, Graduate Program of A.C.Camargo Cancer Center, São Paulo, SP, Brazil
| | | | | | | | - Marina Sonagli
- Department of Breast Surgery, A.C. Camargo Cancer Center, São Paulo, Brazil
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Jirarayapong J, Chikarmane SA, Portnow LH, Farah S, Gombos EC. Discriminative Factors of Malignancy of Ipsilateral Nonmass Enhancement in Women With Newly Diagnosed Breast Cancer on Initial Staging Breast MRI. J Magn Reson Imaging 2024; 59:1725-1739. [PMID: 37534882 DOI: 10.1002/jmri.28942] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2023] [Revised: 07/21/2023] [Accepted: 07/24/2023] [Indexed: 08/04/2023] Open
Abstract
BACKGROUND Nonmass enhancement (NME) on breast MRI impacts surgical planning. PURPOSE To evaluate positive predictive values (PPVs) and identify malignancy discriminators of NME ipsilateral to breast cancer on initial staging MRI. STUDY TYPE Retrospective. SUBJECTS Eighty-six women (median age, 48 years; range, 26-75 years) with 101 NME lesions (BI-RADS 4 and 5) ipsilateral to known cancers and confirmed histopathology. FIELD STRENGTH/SEQUENCE 1.5 T and 3.0 T dynamic contrast-enhanced fat-suppressed T1-weighted fast spoiled gradient-echo. ASSESSMENT Three radiologists blinded to pathology independently reviewed MRI features (distribution, internal enhancement pattern, and enhancement kinetics) of NME, locations relative to index cancers (contiguous, non-contiguous, and different quadrants), associated mammographic calcifications, lymphovascular invasion (LVI), axillary node metastasis, and radiology-pathology correlations. Clinical factors, NME features, and cancer characteristics were analyzed for associations with NME malignancy. STATISTICAL TESTS Fisher's exact, Chi-square, Wilcoxon rank sum tests, and mixed-effect multivariable logistic regression were used. Significance threshold was set at P < 0.05. RESULTS Overall NME malignancy rate was 48.5% (49/101). Contiguous NME had a significantly higher malignancy rate (86.7%) than non-contiguous NME (25.0%) and NME in different quadrants (10.7%), but no significant difference was observed by distance from cancer for non-contiguous NME, P = 0.68. All calcified NME lesions contiguous to the calcified index cancer were malignant. NME was significantly more likely malignant when index cancers were masses compared to NME (52.9% vs. 21.4%), had mammographic calcifications (63.2% vs. 39.7%), LVI (81.8% vs. 44.4%), and axillary node metastasis (70.8% vs. 41.6%). NME features with highest PPVs were segmental distribution (85.7%), clumped enhancement (66.7%), and nonpersistent kinetics (77.1%). On multivariable analysis, contiguous NME, segmental distribution, and nonpersistent kinetics were associated with malignancy. DATA CONCLUSION Malignancy discriminators of ipsilateral NME on staging MRI included contiguous location to index cancers, segmental distribution, and nonpersistent kinetics. EVIDENCE LEVEL 3 TECHNICAL EFFICACY: Stage 2.
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Affiliation(s)
- Jirarat Jirarayapong
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Department of Radiology, King Chulalongkorn Memorial Hospital, The Thai Red Cross Society, Chulalongkorn University, Bangkok, Thailand
| | - Sona A Chikarmane
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Department of Radiology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Leah H Portnow
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Department of Radiology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Subrina Farah
- Center for Clinical Investigation, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Eva C Gombos
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Department of Radiology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
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Nguyen DL, Lotfalla M, Cimino-Mathews A, Habibi M, Ambinder EB. Radiologic-Pathologic Correlation of Nonmass Enhancement Contiguous with Malignant Index Breast Cancer Masses at Preoperative Breast MRI. Radiol Imaging Cancer 2024; 6:e230060. [PMID: 38305717 PMCID: PMC10988334 DOI: 10.1148/rycan.230060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 10/04/2023] [Accepted: 12/15/2023] [Indexed: 02/03/2024]
Abstract
Purpose To determine the pathologic features of nonmass enhancement (NME) directly adjacent to biopsy-proven malignant masses (index masses) at preoperative MRI and determine imaging characteristics that are associated with a malignant pathologic condition. Materials and Methods This retrospective study involved the review of breast MRI and mammography examinations performed for evaluating disease extent in patients newly diagnosed with breast cancer from July 1, 2016, to September 30, 2019. Inclusion criteria were limited to patients with an index mass and the presence of NME extending directly from the mass margins. Wilcoxon rank sum test, Fisher exact test, and χ2 test were used to analyze cancer, patient, and imaging characteristics associated with the NME diagnosis. Results Fifty-eight patients (mean age, 58 years ± 12 [SD]; all women) were included. Malignant pathologic findings for mass-associated NME occurred in 64% (37 of 58) of patients, 43% (16 of 37) with ductal carcinoma in situ and 57% (21 of 37) with invasive carcinoma. NME was more likely to be malignant when associated with an index cancer that had a low Ki-67 index (<20%) (P = .04). The presence of calcifications at mammography correlating with mass-associated NME was not significantly associated with malignant pathologic conditions (P = .19). The span of suspicious enhancement measured at MRI overestimated the true span of disease at histologic evaluation (P < .001), while there was no evidence of a difference between span of calcifications at mammography and true span of disease at histologic evaluation (P = .27). Conclusion Mass-associated NME at preoperative MRI was malignant in most patients with newly diagnosed breast cancer. The span of suspicious enhancement measured at MRI overestimated the true span of disease found at histologic evaluation. Keywords: Breast, Mammography © RSNA, 2024 See also the commentary by Newell in this issue.
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Affiliation(s)
| | | | - Ashley Cimino-Mathews
- From the Department of Radiology, Duke University Medical Center,
Durham, NC (D.L.N.); Department of Pathology, University of South Florida Health
Morsani College of Medicine, Tampa, Fla (M.L.); and Department of Pathology
(A.C.M.), Department of Surgery (M.H.), and Russell H. Morgan Department of
Radiology and Radiological Science (E.B.A.), Johns Hopkins Medicine, 601 N
Caroline St, Baltimore, MD 21287
| | - Mehran Habibi
- From the Department of Radiology, Duke University Medical Center,
Durham, NC (D.L.N.); Department of Pathology, University of South Florida Health
Morsani College of Medicine, Tampa, Fla (M.L.); and Department of Pathology
(A.C.M.), Department of Surgery (M.H.), and Russell H. Morgan Department of
Radiology and Radiological Science (E.B.A.), Johns Hopkins Medicine, 601 N
Caroline St, Baltimore, MD 21287
| | - Emily B. Ambinder
- From the Department of Radiology, Duke University Medical Center,
Durham, NC (D.L.N.); Department of Pathology, University of South Florida Health
Morsani College of Medicine, Tampa, Fla (M.L.); and Department of Pathology
(A.C.M.), Department of Surgery (M.H.), and Russell H. Morgan Department of
Radiology and Radiological Science (E.B.A.), Johns Hopkins Medicine, 601 N
Caroline St, Baltimore, MD 21287
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Huang K, Dufresne M, Baksh M, Nussbaum S, Abbaszadeh Kasbi A, Mohammed A, Advani P, Morozov A, Bagaria S, McLaughlin S, Gabriel E. How Well Does Non-mass Enhancement Correlate With DCIS/Invasive Cancer? Am Surg 2023; 89:5414-5420. [PMID: 36788122 DOI: 10.1177/00031348231156776] [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] [Indexed: 02/16/2023]
Abstract
INTRODUCTION Contiguous non-mass enhancement (NME) often coexists with a solid tumor component on MRI, but it can be challenging to predict whether NME represents invasive breast cancer, ductal carcinoma in situ (DCIS), benign disease, or biopsy site reaction. The purpose of this study was to determine the association between the size/extent of NME and the presence of invasive cancer and/or DCIS on final pathology. METHODS This was a single institution retrospective analysis of a prospectively maintained breast cancer registry (2010-2020). Female patients who underwent surgical resection were included if they had a diagnosis of invasive breast cancer (with or without DCIS) and had an MRI showing both a solid mass and contiguous NME. The size of NME on MRI was compared with the size of invasive cancer and/or DCIS on the final pathology. RESULTS From a total of 3443 patients, 225 patients were included. 86.2% had invasive ductal carcinoma (IDC), and 12.0% had invasive lobular carcinoma 76.9% were ER+, 16.4% were HER2+, and 13.3% were triple negative breast cancer (TNBC). 18.7% received neoadjuvant chemotherapy (NCT) of whom 31% achieved a complete radiographic/pathologic response. Pearson correlation coefficients (r) between the size of NME and invasive cancer/DCIS showed a strong and positive correlation of MRI NME with DCIS on pathology in patients without NCT. Subgroup analysis showed the strongest correlations for NME and DCIS among non-white (r = .70) and HER2 + patients (r = .74) who did not receive NCT. CONCLUSIONS Strong correlations between NME and DCIS were found for HER2 + disease and non-white patients, but only modest correlations were found for other patient/disease characteristics. These correlations may impact decisions in surgical approach.
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Affiliation(s)
- Kai Huang
- Department of Surgery, University of Iowa Hospitals and Clinics, Iowa City, IA, USA
| | - Maria Dufresne
- Department of Surgery, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Mizba Baksh
- Department of Surgery, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Samuel Nussbaum
- Department of Surgery, Mayo Clinic Florida, Jacksonville, FL, USA
| | | | - Ashary Mohammed
- Department of Surgery, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Pooja Advani
- Department of Hematology/Oncology, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Andrey Morozov
- Department of Radiology, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Sanjay Bagaria
- Department of Surgery, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Sarah McLaughlin
- Department of Surgery, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Emmanuel Gabriel
- Department of Surgery, Mayo Clinic Florida, Jacksonville, FL, USA
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Comparison of BSGI and MRI as Approaches to Evaluating Residual Tumor Status after Neoadjuvant Chemotherapy in Chinese Women with Breast Cancer. Diagnostics (Basel) 2021; 11:diagnostics11101846. [PMID: 34679544 PMCID: PMC8534722 DOI: 10.3390/diagnostics11101846] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Revised: 09/29/2021] [Accepted: 09/29/2021] [Indexed: 11/24/2022] Open
Abstract
Background: The present retrospective study was designed to evaluate the relative diagnostic utility of breast-specific gamma imaging (BSGI) and breast magnetic resonance imaging (MRI) as means of evaluating female breast cancer patients in China. Methods: A total of 229 malignant breast cancer patients underwent ultrasound, mammography, BSGI, and MRI between January 2015 and December 2018 for initial tumor staging. Of these patients, 73 were subsequently treated via definitive breast surgery following neoadjuvant chemotherapy (NAC), of whom 17 exhibited a complete pathologic response (pCR) to NAC. Results: BSGI and MRI were associated with 76.8% (43/56) and 83.9% (47/56) sensitivity (BSGI vs. MRI, p = 0.341) values, respectively, as a means of detecting residual tumors following NAC, while both these approaches exhibited comparable specificity in this diagnostic context. The specificity of BSGI for detecting residual tumors following NAC was 70.6% (12/17), and that of MRI was 58.8% (10/17) (BSGI vs. MRI, p = 0.473). Conclusion: These results demonstrate that BSGI is a useful auxiliary approach to evaluating pCR to NAC treatment.
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Kim Y, Jung HK, Park AY, Ko KH, Jang H. Diagnostic value of mammography for accompanying non-mass enhancement on preoperative breast MRI. Acta Radiol 2021; 63:1032-1042. [PMID: 34260322 DOI: 10.1177/02841851211030771] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND Successful surgical treatment for localized breast cancer can depend on accurate diagnosis for accompanying non-mass enhancement (NME) on preoperative breast magnetic resonance imaging (MRI). PURPOSE To evaluate the diagnostic value of mammography for accompanying NME adjacent to index cancer on preoperative breast MRI. MATERIAL AND METHODS Among 569 consecutive patients who underwent preoperative breast MRI from January 2016 to August 2018 for ultrasound-guided biopsy-proven breast cancer, 471 patients who underwent initial mammography and subsequent surgery were finally included. Two radiologists retrospectively reviewed preoperative MRI findings of the 471 patients and detected accompanying NME adjacent to index cancer. MRI, mammography, and histopathology findings of the accompanying NME were evaluated using Pearson's chi-square test, Mann-Whitney U test, and logistic regression analysis. The area under the receiver operating characteristic curve (AUC) of MRI and combined MRI and mammography was calculated in differentiating benign from malignant accompanying NME. The reference standard was surgical pathologic findings. RESULTS MRI revealed 93 accompanying NME lesions in 92 (19.5%) of the 471 patients, showing 55 (59.1%) malignant and 38 (40.9%) benign lesions. On multivariate analysis, malignant NME lesions were more associated with mammography-positive findings (P = 0.000), clumped or clustered ring internal enhancement (P = 0.015), and extensive intraductal component presence of index tumor (P = 0.007) compared with benign lesions. The AUC increased after correlation with mammography showing 0.649 (95% confidence interval [CI] 0.533-0.765) for MRI and 0.833 (95% CI 0.747-0.919) for combined MRI and mammography. CONCLUSION Mammography is valuable in predicting malignancy for accompanying NME on preoperative breast MRI.
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Affiliation(s)
- Yunju Kim
- Department of Radiology, CHA Bundang Medical Center, CHA University, Yatap-dong, Bundang-gu, Seongnam-si, Gyeonggi-do, Republic of Korea
- Division of Radiology, Center for Breast Cancer, National Cancer Center, Madu 1-dong, Ilsandong-gu, Goyang-si, Gyeonggi-do, Republic of Korea
| | - Hae Kyoung Jung
- Department of Radiology, CHA Bundang Medical Center, CHA University, Yatap-dong, Bundang-gu, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Ah Young Park
- Department of Radiology, CHA Bundang Medical Center, CHA University, Yatap-dong, Bundang-gu, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Kyung Hee Ko
- Department of Radiology, CHA Bundang Medical Center, CHA University, Yatap-dong, Bundang-gu, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Hyunkyung Jang
- Department of Radiology, CHA Kangnam Medical Center, CHA University, Yeoksam-dong, Gangnam-gu, Seoul, Republic of Korea
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Bae SJ, Cha YJ, Eun NL, Ji JH, Kim D, Lee J, Ahn SG, Son EJ, Jeong J. Diagnostic Accuracy of Nonmass Enhancement at Breast MRI in Predicting Tumor Involvement of the Nipple: A Prospective Study in a Single Institution. Radiology 2021; 301:47-56. [PMID: 34254854 DOI: 10.1148/radiol.2021204136] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Background Although nonmass enhancement (NME) extension to the nipple at preoperative MRI frequently leads to sacrifice of the nipple-areolar complex (NAC), its correlation with pathologically confirmed NAC involvement is unclear. Purpose To evaluate the diagnostic accuracy of using NME extension to the subareolar region at breast MRI to predict pathologic nipple involvement and the eligibility for nipple-sparing mastectomy. Materials and Methods From November 2017 to November 2019, the authors prospectively enrolled participants with breast cancer and NME within 2 cm of the nipple at breast MRI who underwent surgery that included removal of the NAC. The authors evaluated NME extensions that were ipsilateral and contiguous with the biopsy-proven tumor lesions on images acquired during the early contrast phases. Pathologic nipple involvement and the distance from the nipple to the nearest cancer cell were evaluated by using serial vertical sectioning of the area extending from the entire NAC to the tumor. The primary end point was the positive predictive value (PPV) of NME, which was calculated as follows: (number with pathologic nipple invasion and NME extension to the nipple at breast MRI/number with NME extension to the nipple at breast MRI) × 100. Results Of 64 women (mean age, 52 years ± 9.8 [standard deviation]), 49 (77%) had NME extension to the nipple at breast MRI. The PPV of NME extension to the nipple was 86% (42 of 49 women; 95% CI: 73, 94). Among the 15 participants without NME extension to the nipple, only one (7%) had pathologic nipple involvement. The diagnostic accuracy of using NME extension to the nipple was 88% (56 of 64 women; 95% CI: 77, 95). The radiologic distance correlated well with the pathologic distance (Spearman correlation coefficient = 0.71, P = .003). Conclusion Nonmass enhancement extension to the nipple base at preoperative MRI has a high positive predictive value for identifying tumor involvement of the nipple, a contraindication to nipple-sparing mastectomy. © RSNA, 2021 Online supplemental material is available for this article.
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Affiliation(s)
- Soong June Bae
- From the Departments of Surgery (S.J.B., J.H.J., D.K., J.L., S.G.A., J.J.), Pathology (Y.J.C.), and Radiology (N.L.E., E.J.S.), Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonju-ro, Gangnam-gu, Seoul 06273, Korea
| | - Yoon Jin Cha
- From the Departments of Surgery (S.J.B., J.H.J., D.K., J.L., S.G.A., J.J.), Pathology (Y.J.C.), and Radiology (N.L.E., E.J.S.), Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonju-ro, Gangnam-gu, Seoul 06273, Korea
| | - Na Lae Eun
- From the Departments of Surgery (S.J.B., J.H.J., D.K., J.L., S.G.A., J.J.), Pathology (Y.J.C.), and Radiology (N.L.E., E.J.S.), Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonju-ro, Gangnam-gu, Seoul 06273, Korea
| | - Jung Hwan Ji
- From the Departments of Surgery (S.J.B., J.H.J., D.K., J.L., S.G.A., J.J.), Pathology (Y.J.C.), and Radiology (N.L.E., E.J.S.), Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonju-ro, Gangnam-gu, Seoul 06273, Korea
| | - Dooreh Kim
- From the Departments of Surgery (S.J.B., J.H.J., D.K., J.L., S.G.A., J.J.), Pathology (Y.J.C.), and Radiology (N.L.E., E.J.S.), Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonju-ro, Gangnam-gu, Seoul 06273, Korea
| | - Janghee Lee
- From the Departments of Surgery (S.J.B., J.H.J., D.K., J.L., S.G.A., J.J.), Pathology (Y.J.C.), and Radiology (N.L.E., E.J.S.), Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonju-ro, Gangnam-gu, Seoul 06273, Korea
| | - Sung Gwe Ahn
- From the Departments of Surgery (S.J.B., J.H.J., D.K., J.L., S.G.A., J.J.), Pathology (Y.J.C.), and Radiology (N.L.E., E.J.S.), Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonju-ro, Gangnam-gu, Seoul 06273, Korea
| | - Eon Ju Son
- From the Departments of Surgery (S.J.B., J.H.J., D.K., J.L., S.G.A., J.J.), Pathology (Y.J.C.), and Radiology (N.L.E., E.J.S.), Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonju-ro, Gangnam-gu, Seoul 06273, Korea
| | - Joon Jeong
- From the Departments of Surgery (S.J.B., J.H.J., D.K., J.L., S.G.A., J.J.), Pathology (Y.J.C.), and Radiology (N.L.E., E.J.S.), Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonju-ro, Gangnam-gu, Seoul 06273, Korea
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Li Q, Xiao Q, Li J, Duan S, Wang H, Gu Y. MRI-Based Radiomic Signature as a Prognostic Biomarker for HER2-Positive Invasive Breast Cancer Treated with NAC. Cancer Manag Res 2020; 12:10603-10613. [PMID: 33149669 PMCID: PMC7602910 DOI: 10.2147/cmar.s271876] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Accepted: 09/19/2020] [Indexed: 12/15/2022] Open
Abstract
Purpose To identify MRI-based radiomics signature (Rad-score) as a biomarker of risk stratification for disease-free survival (DFS) in patients with HER2-positive invasive breast cancer treated with trastuzumab-based neoadjuvant chemotherapy (NAC) and establish a radiomics-clinicoradiologic-based nomogram that combines Rad-score, MRI findings, and clinicopathological variables for DFS estimation. Patients and Methods A total of 127 patients were divided into a training set and testing set according to the ratio of 7:3. Radiomic features were extracted from multiphase CE-MRI (CEm). Rad-score was calculated using the LASSO (least absolute shrinkage and selection operator) regression analysis. The cutoff point of Rad-score to divide the patients into high- and low-risk groups was determined by receiver operating characteristic curve analysis. A Kaplan–Meier survival curves and the Log rank test were used to investigate the association of the Rad-score with DFS. Univariate and multivariate Cox proportional hazards model were used to determine the association of Rad-score, MRI features, and clinicopathological variables with DFS. A radiomics-clinicoradiologic-based nomogram combining the Rad-score, MRI features, and clinicopathological findings was plotted to validate the radiomic signatures for DFS estimation. Results The Rad-score stratified patients into high- and low-risk groups for DFS in the training set (P<0.0001) and was validated in the testing set (P=0.002). The radiomics-clinicoradiologic-based nomogram estimated DFS (training set: C-index=0.974, 95% confidence interval (CI)=0.954–0.994; testing set: C-index=0.917, 95% CI=0.842–0.991) better than the clinicoradiologic-based nomogram (training set: C-index=0.855, 95% CI=0.739–0.971; testing set: C-index=0.831, 95% CI=0.643–0.999). Conclusion The Rad-score is an independent biomarker for the estimation of DFS in invasive HER2-positive breast cancer with NAC and the radiomics-clinicoradiologic-based nomogram improved individualized DFS estimation.
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Affiliation(s)
- Qin Li
- Shanghai Institute of Medical Imaging, Shanghai, China.,Department of Radiology, Fudan University Shanghai Cancer Center, Shanghai, China
| | - Qin Xiao
- Department of Radiology, Fudan University Shanghai Cancer Center, Shanghai, China.,Department of Oncology, Fudan University Shanghai Cancer Center, Shanghai, China
| | - Jianwei Li
- Department of Oncology, Fudan University Shanghai Cancer Center, Shanghai, China.,Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
| | | | - He Wang
- Shanghai Center for Mathematical Sciences, Fudan University, Shanghai, China
| | - Yajia Gu
- Department of Radiology, Fudan University Shanghai Cancer Center, Shanghai, China.,Department of Oncology, Fudan University Shanghai Cancer Center, Shanghai, China
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Chen JS, Chen J, Bhattacharjee S, Cao Z, Wang H, Swanson SD, Zong H, Baker JR, Wang SH. Functionalized nanoparticles with targeted antibody to enhance imaging of breast cancer in vivo. J Nanobiotechnology 2020; 18:135. [PMID: 32948179 PMCID: PMC7501678 DOI: 10.1186/s12951-020-00695-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Accepted: 09/09/2020] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Targeted contrast nanoparticles for breast tumor imaging facilitates early detection and improves treatment efficacy of breast cancer. This manuscript reports the development of an epidermal growth factor receptor-2 (HER-2) specific, bi-modal, dendrimer conjugate to enhance computed tomography (CT) and magnetic resonance imaging (MRI) of HER-2-positive breast cancer. This material employs generation 5 poly(amidoamine) dendrimers, encapsulated gold nanoparticles, chelated gadolinium, and anti-human HER-2 antibody to produce the nanoparticle contrast agent. RESULTS Testing in two mouse tumor models confirms this contrast agent's ability to image HER-2 positive tumors. Intravenous injection of this nanoparticle in mice bearing HER-2 positive mammary tumors significantly enhances MRI signal intensity by ~ 20% and improves CT resolution and contrast by two-fold. Results by flow cytometry and confocal microscopy validate the specific targeting of the conjugate and its internalization in human HER-2 positive cells. CONCLUSION These results demonstrate that this nanoparticle conjugate can efficiently target and image HER-2 positive tumors in vivo and provide a basis for the development of this diagnostic tool for early detection, metastatic assessment and therapeutic monitoring of HER-2 positive cancers.
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Affiliation(s)
- Jesse S Chen
- Department of Internal Medicine, Division of Allergy, Michigan Nanotechnology Institute for Medicine and Biological Sciences, University of Michigan, 109 Zina Pitcher Place, Ann Arbor, MI, 48109, USA
| | - Jingwen Chen
- Department of Radiology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Somnath Bhattacharjee
- Department of Internal Medicine, Division of Allergy, Michigan Nanotechnology Institute for Medicine and Biological Sciences, University of Michigan, 109 Zina Pitcher Place, Ann Arbor, MI, 48109, USA
| | - Zhengyi Cao
- Department of Internal Medicine, Division of Allergy, Michigan Nanotechnology Institute for Medicine and Biological Sciences, University of Michigan, 109 Zina Pitcher Place, Ann Arbor, MI, 48109, USA
| | - Han Wang
- Department of Radiology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Scott D Swanson
- Department of Radiology, University of Michigan, 1500 East Medical Center Drive, Ann Arbor, MI, 48109, USA
| | - Hong Zong
- Department of Internal Medicine, Division of Allergy, Michigan Nanotechnology Institute for Medicine and Biological Sciences, University of Michigan, 109 Zina Pitcher Place, Ann Arbor, MI, 48109, USA
| | - James R Baker
- Department of Internal Medicine, Division of Allergy, Michigan Nanotechnology Institute for Medicine and Biological Sciences, University of Michigan, 109 Zina Pitcher Place, Ann Arbor, MI, 48109, USA
| | - Su He Wang
- Department of Internal Medicine, Division of Allergy, Michigan Nanotechnology Institute for Medicine and Biological Sciences, University of Michigan, 109 Zina Pitcher Place, Ann Arbor, MI, 48109, USA.
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10
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Yoon J, Kim EK, Kim MJ, Moon HJ, Yoon JH, Park VY. Preoperative Magnetic Resonance Imaging Features Associated with Positive Resection Margins in Patients with Invasive Lobular Carcinoma. Korean J Radiol 2020; 21:946-954. [PMID: 32677379 PMCID: PMC7369210 DOI: 10.3348/kjr.2019.0674] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2019] [Revised: 03/02/2020] [Accepted: 03/03/2020] [Indexed: 12/23/2022] Open
Abstract
OBJECTIVE To investigate preoperative magnetic resonance imaging (MRI) findings associated with resection margin status in patients with invasive lobular carcinoma (ILC) who underwent breast-conserving surgery. MATERIALS AND METHODS One hundred and one patients with ILC who underwent preoperative MRI were included. MRI (tumor size, multifocality, type of enhancing lesion, distribution of non-mass enhancement [NME], and degree of background parenchymal enhancement) and clinicopathological features (age, pathologic tumor size, presence of ductal carcinoma in situ [DCIS] or lobular carcinoma in situ, presence of lymph node metastases, and estrogen receptor/progesterone receptor/human epidermal growth factor receptor type 2 status) were analyzed. A positive resection margin was defined as the presence of invasive cancer or DCIS at the inked surface. Logistic regression analysis was performed to determine pre- and postoperative variables associated with positive resection margins. RESULTS Among the 101 patients, 21 (20.8%) showed positive resection margins. In the univariable analysis, NME, multifocality, axillary lymph node metastasis, and pathologic tumor size were associated with positive resection margins. With respect to preoperative MRI findings, multifocality (odds ratio [OR] = 3.977, p = 0.009) and NME (OR = 2.741, p = 0.063) were associated with positive resection margins in the multivariable analysis, although NME showed borderline significance. CONCLUSION In patients with ILC, multifocality and the presence of NME on preoperative breast MRI were associated with positive resection margins.
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MESH Headings
- Adult
- Aged
- Breast Neoplasms/diagnostic imaging
- Breast Neoplasms/pathology
- Breast Neoplasms/surgery
- Carcinoma, Ductal, Breast/diagnostic imaging
- Carcinoma, Ductal, Breast/pathology
- Carcinoma, Ductal, Breast/surgery
- Carcinoma, Intraductal, Noninfiltrating/diagnostic imaging
- Carcinoma, Intraductal, Noninfiltrating/pathology
- Carcinoma, Intraductal, Noninfiltrating/surgery
- Carcinoma, Lobular/diagnostic imaging
- Carcinoma, Lobular/pathology
- Carcinoma, Lobular/surgery
- Female
- Humans
- Lymphatic Metastasis/pathology
- Magnetic Resonance Imaging/methods
- Margins of Excision
- Mastectomy, Segmental/methods
- Middle Aged
- Retrospective Studies
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Affiliation(s)
- Jiyoung Yoon
- Department of Radiology, Severance Hospital, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul, Korea
| | - Eun Kyung Kim
- Department of Radiology, Severance Hospital, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul, Korea
| | - Min Jung Kim
- Department of Radiology, Severance Hospital, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul, Korea
| | - Hee Jung Moon
- Department of Radiology, Severance Hospital, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul, Korea
| | - Jung Hyun Yoon
- Department of Radiology, Severance Hospital, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul, Korea
| | - Vivian Y Park
- Department of Radiology, Severance Hospital, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul, Korea.
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11
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Jun S, Bae SJ, Cha YJ, Cha C, Park S, Kim D, Lee J, Ahn SG, Son EJ, Jeong J. Significance of Non-Mass Enhancement in the Subareolar Region on Preoperative Breast Magnetic Resonance Imaging for Nipple-Sparing Mastectomy. Clin Breast Cancer 2020; 20:e458-e468. [PMID: 32201166 DOI: 10.1016/j.clbc.2020.02.005] [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] [Received: 01/01/2020] [Revised: 02/13/2020] [Accepted: 02/15/2020] [Indexed: 10/24/2022]
Abstract
PURPOSE The eligibility for nipple-sparing mastectomy (NSM) regarding subareolar non-mass enhancement (NME) on breast magnetic resonance imaging (MRI) was not clear. This study aimed to evaluate the eligibility for NSM according to the NME-to-nipple distance on preoperative breast MRI. METHODS We identified patients with breast cancer who underwent mastectomy with NME suspected of malignancy in the subareolar region on preoperative breast MRI. The incidence of nipple invasion was pathologically evaluated according to the NME-to-nipple distance on breast MRI, and the clinicopathologic factors related to pathologic nipple invasion were analyzed. RESULTS Of 137 patients, 55 (40.1%) had NME extension to the nipple, 53 (38.7%) had radiologic distance less than 2 cm, and 29 (21.2%) had radiologic distance of 2 cm or more. The rate of pathologic nipple invasion was 52.7% (29 of 55) in patients with NME extension to nipple, 7.5% (4 of 53) in patients with NME-to-nipple distance less than 2 cm, and 3.4% (1 of 29) in patients with NME-to-nipple distance of 2 cm or more (P < .001). NME extension to the nipple was an independent risk factor for pathologic nipple invasion (odds ratio 21.702; 95% confidence interval, 2.613-180.225; P = .004). The survival outcome was not different between NSM and conventional total mastectomy/skin-sparing mastectomy in patients with radiologic distance less than 2 cm, but without NME extension to the nipple. CONCLUSIONS NSM is an acceptable procedure in patients with breast cancer with a low incidence of pathologic nipple invasion when there is no evidence of NME extension to the nipple on preoperative breast MRI.
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Affiliation(s)
- Shiyeol Jun
- Department of Surgery, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Soong June Bae
- Department of Surgery, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Yoon Jin Cha
- Department of Pathology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Chihwan Cha
- Department of Surgery, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Soeun Park
- Department of Surgery, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Dooreh Kim
- Department of Surgery, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Janghee Lee
- Department of Surgery, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Sung Gwe Ahn
- Department of Surgery, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Eon Ju Son
- Department of Radiology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Joon Jeong
- Department of Surgery, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea.
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12
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Can enhancement types on preoperative MRI reflect prognostic factors and surgical outcomes in invasive breast cancer? Eur Radiol 2019; 29:7000-7008. [DOI: 10.1007/s00330-019-06236-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2018] [Revised: 02/28/2019] [Accepted: 04/11/2019] [Indexed: 12/16/2022]
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