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Li H, Whitney HM, Ji Y, Edwards A, Papaioannou J, Liu P, Giger ML. Impact of continuous learning on diagnostic breast MRI AI: evaluation on an independent clinical dataset. J Med Imaging (Bellingham) 2022; 9:034502. [DOI: 10.1117/1.jmi.9.3.034502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2021] [Accepted: 05/12/2022] [Indexed: 11/14/2022] Open
Affiliation(s)
- Hui Li
- University of Chicago, Department of Radiology, Chicago, Illinois
| | | | - Yu Ji
- Tianjin Medical University, Tianjin Medical University Cancer Institute and Hospital, National Clini
| | | | - John Papaioannou
- University of Chicago, Department of Radiology, Chicago, Illinois
| | - Peifang Liu
- Tianjin Medical University, Tianjin Medical University Cancer Institute and Hospital, National Clini
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Bhushan A, Gonsalves A, Menon JU. Current State of Breast Cancer Diagnosis, Treatment, and Theranostics. Pharmaceutics 2021; 13:723. [PMID: 34069059 PMCID: PMC8156889 DOI: 10.3390/pharmaceutics13050723] [Citation(s) in RCA: 56] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Revised: 05/07/2021] [Accepted: 05/10/2021] [Indexed: 12/11/2022] Open
Abstract
Breast cancer is one of the leading causes of cancer-related morbidity and mortality in women worldwide. Early diagnosis and effective treatment of all types of cancers are crucial for a positive prognosis. Patients with small tumor sizes at the time of their diagnosis have a significantly higher survival rate and a significantly reduced probability of the cancer being fatal. Therefore, many novel technologies are being developed for early detection of primary tumors, as well as distant metastases and recurrent disease, for effective breast cancer management. Theranostics has emerged as a new paradigm for the simultaneous diagnosis, imaging, and treatment of cancers. It has the potential to provide timely and improved patient care via personalized therapy. In nanotheranostics, cell-specific targeting moieties, imaging agents, and therapeutic agents can be embedded within a single formulation for effective treatment. In this review, we will highlight the different diagnosis techniques and treatment strategies for breast cancer management and explore recent advances in breast cancer theranostics. Our main focus will be to summarize recent trends and technologies in breast cancer diagnosis and treatment as reported in recent research papers and patents and discuss future perspectives for effective breast cancer therapy.
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Affiliation(s)
- Arya Bhushan
- Ladue Horton Watkins High School, St. Louis, MO 63124, USA;
- Department of Biomedical and Pharmaceutical Sciences, College of Pharmacy, University of Rhode Island, Kingston, RI 02881, USA;
| | - Andrea Gonsalves
- Department of Biomedical and Pharmaceutical Sciences, College of Pharmacy, University of Rhode Island, Kingston, RI 02881, USA;
| | - Jyothi U. Menon
- Department of Biomedical and Pharmaceutical Sciences, College of Pharmacy, University of Rhode Island, Kingston, RI 02881, USA;
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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: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Dialani V, Tseng I, Slanetz PJ, Fein-Zachary V, Phillips J, Karimova E, Brook A, Mehta TS. Potential role of abbreviated MRI for breast cancer screening in an academic medical center. Breast J 2019; 25:604-611. [PMID: 31206889 DOI: 10.1111/tbj.13297] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Revised: 10/24/2018] [Accepted: 10/25/2018] [Indexed: 11/29/2022]
Abstract
The purpose is to determine whether an abbreviated MRI protocol (ABMR) is ready to be used for breast cancer screening in an academic practice setting. Two hundred and fifty nine breast MRIs from 1/1/2012 to 6/30/2012 were retrospectively reviewed using ABMR (MIP, Pre-contrastT1, single dynamic post-contrastT1, and subtraction). Five breast radiologists (4-28 year-expr) participated in this reader study performed in two phases: Phase1 - radiologist's privy to clinical history but not to comparison imaging. Phase2 - radiologists provided comparison imaging. For phase1, studies were reviewed using three steps: (a) MIP only (positive/negative/intermediate); (b) ABMR (recall/no recall) and (c) With T2 (for changes in recommendations). Radiologist also recorded total time for interpretation. In Phase2 the MRIs coded as "recall" were re-reviewed with available comparison studies, noting changes in final recommendation. The abnormal interpretation rates (AIRs) were calculated for phase1 and phase2 results with comparison to the original full protocol. Of the 259 patients (avg. age-52 years; range 26-78), there were seven cancers (three invasive, three DCIS and one breast lymphoma). Acquisition time for ABMR was 3 minutes, ABMR + T2-8 minutes, and original full protocol 16 minutes. Average MIP was positive or indeterminate in 86% (6/7) and negative in 14% (1/7) cancers. The average AIR for MIP only was 20.8% (sens-77.1%; spec-80.8%. The AIR w/o comparisons was 25.6% (sens-91.4%; spec- 76.2%); however the average AIR decreased in phase 2 with comparisons to 13.7% (sens-91.4%; spec-88.5%). The AIR of the original full protocol read was 16.2% (sens-100%; spec-85.7%). Addition of T2 changed assessment in only 3% (1.2%-6.5%). Avg. read time for ABMR including T2 was 2.5 minutes (1.6-4.0 minutes). ABMR is reliable for breast cancer screening, with acceptable interpretation time and acceptable AIR.
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Affiliation(s)
- Vandana Dialani
- Department of Radiology, Beth Israel Deaconess Medical Centre, Boston, Massachusetts
| | - Irene Tseng
- Department of Radiology, Winchester Hospital, Lahey Health, Winchester, Massachusetts
| | - Priscilla J Slanetz
- Department of Radiology, Beth Israel Deaconess Medical Centre, Boston, Massachusetts
| | - Valerie Fein-Zachary
- Department of Radiology, Beth Israel Deaconess Medical Centre, Boston, Massachusetts
| | - Jordana Phillips
- Department of Radiology, Beth Israel Deaconess Medical Centre, Boston, Massachusetts
| | - Evguenia Karimova
- Department of Radiology, Beth Israel Deaconess Medical Centre, Boston, Massachusetts
| | - Alexander Brook
- Department of Radiology, Beth Israel Deaconess Medical Centre, Boston, Massachusetts
| | - Tejas S Mehta
- Department of Radiology, Beth Israel Deaconess Medical Centre, Boston, Massachusetts
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Patel BK, Davis J, Ferraro C, Kosiorek H, Hasselbach K, Ocal T, Pockaj B. Value Added of Preoperative Contrast-Enhanced Digital Mammography in Patients With Invasive Lobular Carcinoma of the Breast. Clin Breast Cancer 2018; 18:e1339-e1345. [PMID: 30122347 DOI: 10.1016/j.clbc.2018.07.012] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2018] [Accepted: 07/09/2018] [Indexed: 12/20/2022]
Abstract
BACKGROUND Invasive lobular carcinoma (ILC) is the second most frequently diagnosed breast cancer, accounting for 5% to 15% of all invasive breast cancers, yet it remains radiologically elusive in many cases. The goal of this study was to compare the ability to accurately assess disease extent with contrast-enhanced digital mammography (CEDM) and full-field digital mammography (FFDM) in patients with biopsy-proven ILC. PATIENTS AND METHODS A single-institution retrospective review of patients diagnosed with ILC with preoperative CEDM was performed. One of 3 blinded radiologist readers rereviewed cases within 1 month of another. Final size diameter was based on the largest dimension on recombined CEDM or FFDM and compared to the reference standard histopathology. Bland-Altman plots were used to visualize the differences between tumor size on imaging and pathology. RESULTS Thirty women were included. Mean tumor diameter was 27.0 mm (range, 7.0-118 mm) on postoperative histology, 26.0 mm on CEDM, and 16.4 mm on standard mammogram. For CEDM versus FFDM, 5 (16.7%) of 30 versus 9 (30.0%) of 30 cases underestimated pathology by > 10 mm and 5 (16.7%) of 30 versus 3 (10.0%) of 30 overestimated histopathology by > 10 mm, respectively. Two (6.7%) of 30 cases required surgical reexcision. Both Lin (0.87 vs. 0.55) and Pearson (0.87 vs. 0.70) correlation coefficient measures were higher for CEDM versus FFDM. CONCLUSION CEDM outperforms standard digital mammography in ability to accurately assess disease extent in patients with biopsy-proven ILC, resulting in improved surgical outcomes. Future studies should compare surgical outcomes in patients with preoperative magnetic resonance imaging and CEDM in patients with ILC.
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Affiliation(s)
| | - John Davis
- Department of Surgery, Mayo Clinic, Phoenix, AZ
| | | | - Heidi Kosiorek
- Health Sciences Research, Department of Biostatistics, Mayo Clinic, Phoenix, AZ
| | | | - Tolgay Ocal
- Department of Pathology, Mayo Clinic, Phoenix, AZ
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Lewis TC, Pizzitola VJ, Giurescu ME, Eversman WG, Lorans R, Robinson KA, Patel BK. Contrast-enhanced Digital Mammography: A Single-Institution Experience of the First 208 Cases. Breast J 2016; 23:67-76. [PMID: 27696576 DOI: 10.1111/tbj.12681] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Contrast-enhanced digital mammography (CEDM) is the only imaging modality that provides both (a) a high-resolution, low-energy image comparable to that of digital mammography and (b) a contrast-enhanced image similar to that of magnetic resonance imaging. We report the initial 208 CEDM examinations performed for various clinical indications and provide illustrative case examples. Given its success in recent studies and our experience of CEDM primarily as a diagnostic adjunct, CEDM can potentially improve breast cancer detection by combining the low-cost conclusions of screening mammography with the high sensitivity of magnetic resonance imaging.
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Affiliation(s)
| | | | | | | | - Roxanne Lorans
- Department of Radiology, Mayo Clinic, Scottsdale, Arizona
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Lewin AA, Gene Kim S, Babb JS, Melsaether AN, McKellop J, Moccaldi M, Klautau Leite AP, Moy L. Assessment of Background Parenchymal Enhancement and Lesion Kinetics in Breast MRI of BRCA 1/2 Mutation Carriers Compared to Matched Controls Using Quantitative Kinetic Analysis. Acad Radiol 2016; 23:358-67. [PMID: 26774741 DOI: 10.1016/j.acra.2015.11.011] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2015] [Revised: 11/23/2015] [Accepted: 11/24/2015] [Indexed: 12/30/2022]
Abstract
RATIONALE AND OBJECTIVES To investigate whether quantitative kinetic analysis of lesions and background parenchyma in breast magnetic resonance imaging can elucidate differences between BRCA carriers and sporadic controls with high risk for breast cancer. MATERIALS AND METHODS Fifty-nine BRCA and 59 control cases (49 benign, 10 malignant) were examined in this study. Principal component analysis was applied for quantitative analysis of dynamic signal in background parenchyma (B) and lesion (L) in terms of initial enhancement ratio (IER) and delayed enhancement ratio (DER). RESULTS Control B-IER, B-DER, L-IER, and L-DER were higher than BRCA cases in all women and in women with benign lesions; statistically significant differences in B-IER and B-DER (all women: P = 0.02 and P = 0.02, respectively; benign only: P = 0.005 and P = 0.005, respectively). In the control cohort, B-IER and B-DER were higher in the premenopausal women than in the postmenopausal women (P = 0.013 and 0.003, respectively), but not in the BRCA cohort; this led to significant differences in B-IER and B-DER between the control and the BRCA groups in the premenopausal women (P = 0.01 and 0.01, respectively) but not in the postmenopausal women. CONCLUSION Results suggest possible differences in the vascular properties of background parenchyma between BRCA carriers and noncarriers and its association with menopausal status.
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Lin D, Moy L, Axelrod D, Smith J. Utilization of magnetic resonance imaging in breast cancer screening. Curr Oncol 2015; 22:e332-5. [PMID: 26628872 PMCID: PMC4608405 DOI: 10.3747/co.22.2882] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Early detection of malignancy through breast cancer screening has contributed significantly to the decline in cancer-related mortality. [...]
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Affiliation(s)
- D. Lin
- NYU Langone Medical Center, Laura and Issac Perlmutter Cancer Center, New York, NY, U.S.A
| | - L. Moy
- NYU Langone Medical Center, Laura and Issac Perlmutter Cancer Center, New York, NY, U.S.A
| | - D. Axelrod
- NYU Langone Medical Center, Laura and Issac Perlmutter Cancer Center, New York, NY, U.S.A
| | - J. Smith
- NYU Langone Medical Center, Laura and Issac Perlmutter Cancer Center, New York, NY, U.S.A
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