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Han Z, Ding S, Liu B, Tang Y, Qiu X, Wang E, Zhao H. Histopathologic Differential Diagnosis and Estrogen Receptor/Progesterone Receptor Immunohistochemical Evaluation of Breast Carcinoma Using a Deep Learning-Based Artificial Intelligence Architecture. THE AMERICAN JOURNAL OF PATHOLOGY 2024:S0002-9440(24)00330-4. [PMID: 39241826 DOI: 10.1016/j.ajpath.2024.08.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/04/2024] [Revised: 07/29/2024] [Accepted: 08/27/2024] [Indexed: 09/09/2024]
Abstract
In breast carcinoma, invasive ductal carcinoma (IDC) is the most common histopathologic subtype, and ductal carcinoma in situ (DCIS) is a precursor of IDC. They are often concomitant. The immunohistochemical staining of estrogen receptor (ER)/progesterone receptor (PR) in IDC/DCIS on whole slide histopathologic images (WSIs) can predict the prognosis of patients. However, the interobserver variability among pathologists in reading WSIs is inevitable. Thus, artificial intelligence (AI) technology is crucial. Herein, IDC/DCIS detection was conducted by a deep learning approach, including faster region-based convolutional neural network (Faster R-CNN), RetinaNet, single-shot multibox detector 300 (SSD300), you only look once (YOLO) v3, YOLOv5, YOLOv7, YOLOv8, and Swin transformer. Their performance was estimated by mean average precision (mAP) values. Cell recognition and counting were performed using AI technology to evaluate the intensity and proportion of ER/PR-immunostained cancer cells in IDC/DCIS. A three-round ring study (RS) was conducted to assess WSIs. A database for modelling the underlying probability distribution of a data set with labels was established. YOLOv8 exhibits the highest detection performance with an mAP at 0.5 of 0.944 and an mAP at 0.5 to 0.95 of 0.790. With the assistance of YOLOv8, the scoring concordance across all pathologists was boosted to excellent in RS3 (0.970) from moderate in RS1 (0.724) and good in RS2 (0.812). Deep learning detection can be applied in the clinicopathologic field. To facilitate the histopathologic diagnosis of IDC/DCIS and immunostaining scoring of ER/PR, a novel AI architecture and well-organized data set were developed.
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Affiliation(s)
- Zhi Han
- The State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China; Institute for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China
| | | | - Baichen Liu
- The State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China; Institute for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China
| | - Yandong Tang
- The State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China; Institute for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China
| | - Xueshan Qiu
- Department of Pathology, The First Hospital and College of Basic Medical Sciences, China Medical University, Shenyang, China
| | - Enhua Wang
- Department of Pathology, The First Hospital and College of Basic Medical Sciences, China Medical University, Shenyang, China.
| | - Huanyu Zhao
- Department of Pathology, The First Hospital and College of Basic Medical Sciences, China Medical University, Shenyang, China.
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Liu Y, Yu T. Clinicopathological characteristics and prognosis of triple-negative breast cancer invasive ductal carcinoma with ductal carcinoma in situ. J Cancer Res Clin Oncol 2023; 149:11181-11191. [PMID: 37354223 PMCID: PMC10465373 DOI: 10.1007/s00432-023-04895-9] [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: 04/19/2023] [Accepted: 05/20/2023] [Indexed: 06/26/2023]
Abstract
PURPOSE The purpose of this study is to compare and analyze the clinicopathological characteristics and prognosis of patients with invasive ductal carcinoma coexisting with ductal carcinoma in situ (IDC-DCIS) and invasive ductal carcinoma (IDC) in triple-negative breast cancer (TNBC), and to explore the factors affecting the prognosis, so as to provide new ideas for clinical diagnosis and treatment of these patients. METHODS The patients with TNBC underwent surgery in the Department of Breast Surgery of Harbin Medical University Cancer Hospital from October 2012 to December 2018 were retrospectively analyzed and divided into IDC-DCIS group and IDC group. The clinicopathological characteristics and prognosis of the two groups were compared. P < 0.05 was considered statistically significant. RESULTS A total of 358 patients were enrolled. There were significant differences in age (P = 0.002), family history (P = 0.016), menopausal status (P = 0.003), KI-67% (P < 0.001), lymphovascular invasion (P = 0.010), histologic grade of IDC (P < 0.001) and multifocal (P < 0.001) between the two groups. The disease-free survival (DFS) of the IDC-DCIS group was better than that of the IDC group (the 5-year DFS was 87.9% vs. 82.6%, P = 0.045), but the overall survival (OS) of the two groups was not statistically significant (the 5-year OS was 96.2% vs. 96.0%, P = 0.573). In addition, the coexistence of DCIS (P = 0.030), lymph node pathologic stage (P = 0.001), tumor location (P = 0.011), and adjuvant chemotherapy (P < 0.001) were independent prognostic factors for DFS. CONCLUSION In TNBC, the IDC-DCIS group had less invasive biological characteristics. The DFS of the IDC-DCIS group was better than that of the IDC group, but there was no statistical difference in OS between the two groups. In addition, the coexistence of DCIS, lymph node stage, tumor location and adjuvant chemotherapy may be independent prognostic factors for DFS.
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Affiliation(s)
- Yang Liu
- Department of Breast Surgery, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, China.
| | - Tong Yu
- Department of Breast Surgery, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, China
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Carter S, Miller J, Cramer G, Yuan M, Guzman S, Putt ME, Cengel KA, Freedman GM, Busch TM. Adjuvant Photodynamic Therapy, Mediated via Topical Versus Systemic Administration of 5-Aminolevulinic Acid for Control of Murine Mammary Tumor after Surgical Resection. Photochem Photobiol 2022; 98:117-126. [PMID: 34224156 PMCID: PMC9682898 DOI: 10.1111/php.13482] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2021] [Revised: 06/04/2021] [Accepted: 07/02/2021] [Indexed: 01/03/2023]
Abstract
Treatment de-escalation is sought in the management of precursor lesions of early stage breast cancer, driving the appeal of adjuvant modalities to lumpectomy that reduce toxicity and minimally detract from patient quality of life. We investigate photodynamic therapy (PDT), with the photosensitizing prodrug, 5-aminolevulinic acid (ALA), as adjuvant therapy to complete resection of murine mammary tumor (propagated from TUBO cells). ALA was delivered either systemically (oral, 250 mg kg-1 ) at 5 h before 632 nm illumination or topically (20% solution) to the resection site at 10 min before light delivery to 135 J cm-2 . Treatment with either oral-ALA-PDT (oALA-PDT) or topical-ALA-PDT (tALA-PDT) to the mammary fat pad after TUBO complete resection (CR) produced long-term tumor control with 90-day complete response rates of 21% and 32%, respectively, compared to control rates of 0-5% in mice receiving only CR. Thus, CR/tALA-PDT was equipotent to CR/oALA-PDT despite ~10-fold lower levels of ALA-induced protoporphyrin XI as photosensitizer after topical versus oral-ALA administration. CR/oALA-PDT produced more vascular damage, greater proportion of tissue-resident neutrophils and stronger inflammation when compared to CR/tALA-PDT. Collectively, these data provide rationale for ongoing investigation of ALA-PDT as adjuvant therapy after lumpectomy for increased probability of local control in the treatment of breast cancer.
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Affiliation(s)
- Shirron Carter
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Joann Miller
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Gwendolyn Cramer
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Min Yuan
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Stacy Guzman
- Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Mary E. Putt
- Department of Biostatistics, Epidemiology & Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Keith A. Cengel
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Gary M. Freedman
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Theresa M. Busch
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA,Corresponding author (Theresa M. Busch)
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Nowikiewicz T, Śrutek E, Głowacka-Mrotek I, Tarkowska M, Żyromska A, Zegarski W. Clinical outcomes of an intraoperative surgical margin assessment using the fresh frozen section method in patients with invasive breast cancer undergoing breast-conserving surgery - a single center analysis. Sci Rep 2019; 9:13441. [PMID: 31530867 PMCID: PMC6748937 DOI: 10.1038/s41598-019-49951-y] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2018] [Accepted: 08/30/2019] [Indexed: 11/10/2022] Open
Abstract
Breast conserving treatment (BCT) is a safe standard therapeutic method in patients with early invasive breast cancer. However, it is associated with an increased risk of residual neoplastic tissues in surgical margins. The aim of this study was to assess the outcome of the use of the intraoperative pathologic analysis by the frozen section (FS) method for evaluation of the extent of the primary lumpectomy. The study concerns a retrospective analysis of a group of 1102 patients who underwent BCT between Jan 2015 and Dec 2016. The assessment focused on the frequency of the intraoperative pathologic analysis of the primary lumpectomy extent (fresh frozen section method). The influence of the BCT specimen analysis method on the free margins width, as well as the rate and the cause of reoperation were evaluated. The intraoperative lumpectomy evaluation was performed in 45.8% (505/1102) of patients (Group I), while in the remaining 54.2% of the cases it was decided to abandon this procedure (Group II). Although in 72 (14.3%) patients the intraoperative analysis gave negative results, the margins contained residual tumor tissue (vs. 16.9% in Group II). In Group I, conversion from the previously planned BCT to mastectomy was necessary in 5.9% (30/505) patients (vs. 9.7% in Group II). The duration of surgery was 48.9 ± 17.3 minutes (Group I) and 42.9 ± 13.6 minutes (Group II). In patients undergoing BCT, the use of the intraoperative pathologic analysis by the FS method resulted in a reduction of the total number of reoperations performed due to residual tumor found in the margins following the primary lumpectomy. However, it statistically significantly extended the duration of the surgery.
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Affiliation(s)
- Tomasz Nowikiewicz
- Chair and Department of Surgical Oncology, Ludwik Rydygier's Collegium Medicum UMK in Bydgoszcz, Prof I. Romanowskiej 2, 85-796, Bydgoszcz, Poland. .,Department of Clinical Breast Cancer and Reconstructive Surgery, Oncology Centre-Prof. Franciszek Łukaszczyk Memorial Hospital, Prof I. Romanowskiej 2, 85-796, Bydgoszcz, Poland.
| | - Ewa Śrutek
- Chair and Department of Surgical Oncology, Ludwik Rydygier's Collegium Medicum UMK in Bydgoszcz, Prof I. Romanowskiej 2, 85-796, Bydgoszcz, Poland
| | - Iwona Głowacka-Mrotek
- Department of Rehabilitation, Ludwik Rydygier's Collegium Medicum UMK in Bydgoszcz, M. Sklodowskiej-Curie 9, 85-001, Bydgoszcz, Poland
| | - Magdalena Tarkowska
- Department of Laser Therapy and Physiotherapy, Ludwik Rydygier's Collegium Medicum UMK in Bydgoszcz, M. Sklodowskiej-Curie 9, 85-001, Bydgoszcz, Poland
| | - Agnieszka Żyromska
- Chair and Clinic of Oncology and Brachytherapy, Nicolaus Copernicus University Ludwik Rydygier Collegium Medicum in Bydgoszcz, Prof I. Romanowskiej 2, 85-796, Bydgoszcz, Poland.,Amethyst Radiotherapy Centre, Zgorzelec, Poland
| | - Wojciech Zegarski
- Chair and Department of Surgical Oncology, Ludwik Rydygier's Collegium Medicum UMK in Bydgoszcz, Prof I. Romanowskiej 2, 85-796, Bydgoszcz, Poland
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Kosik I, Brackstone M, Kornecki A, Chamson-Reig A, Wong P, Araghi MH, Carson JJL. Intraoperative photoacoustic screening of breast cancer: a new perspective on malignancy visualization and surgical guidance. JOURNAL OF BIOMEDICAL OPTICS 2019; 24:1-12. [PMID: 31111698 PMCID: PMC6993064 DOI: 10.1117/1.jbo.24.5.056002] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/29/2018] [Accepted: 04/23/2019] [Indexed: 05/07/2023]
Abstract
High re-excision rates in breast-conserving surgery call for a new intraoperative approach to the lumpectomy margin evaluation problem. The unique intraoperative imaging system, presented here, demonstrated the capability of photoacoustic tomography (PAT) to deliver optical sensitivity and specificity, along with over 2-cm imaging depth, in a clinical setting. The system enabled the evaluation of tumor extent, shape, morphology, and position within lumpectomy specimens measuring up to 11 cm in diameter. The investigation included all major breast cancer-related lesions, such as invasive ductal carcinoma (IDC), multifocal IDC, ductal carcinoma in situ and combinations of these variants. Coregistration with established ultrasound (US) technology, as well as comparison to specimen radiography, validated the performance of PAT, which appeared to facilitate better tumor visualization. Contrary to expected PA contrast mechanisms, PAT images of hemoglobin distribution correlated poorly with US-determined tumor location, while hypointense regions in lipid-weighted PAT images were in better agreement with US.
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MESH Headings
- Aged
- Aged, 80 and over
- Algorithms
- Breast Neoplasms/diagnostic imaging
- Breast Neoplasms/surgery
- Carcinoma, Ductal, Breast/diagnostic imaging
- Carcinoma, Ductal, Breast/surgery
- Carcinoma, Intraductal, Noninfiltrating/diagnostic imaging
- Carcinoma, Intraductal, Noninfiltrating/surgery
- Diagnosis, Computer-Assisted/methods
- Female
- Hemoglobins/analysis
- Humans
- Image Processing, Computer-Assisted
- Lipids/chemistry
- Margins of Excision
- Mastectomy, Segmental/methods
- Middle Aged
- Monitoring, Intraoperative
- Phantoms, Imaging
- Photoacoustic Techniques/methods
- Ultrasonography/methods
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Affiliation(s)
- Ivan Kosik
- Lawson Health Research Institute, Imaging Program, London, Ontario, Canada
- Schulich School of Medicine and Dentistry, Department of Medical Biophysics, London, Ontario, Canada
- Address all correspondence to Ivan Kosik, E-mail:
| | - Muriel Brackstone
- Schulich School of Medicine and Dentistry, Department of Oncology, London, Ontario, Canada
- Schulich School of Medicine and Dentistry, Department of Surgery, London, Ontario, Canada
| | - Anat Kornecki
- Lawson Health Research Institute, Imaging Program, London, Ontario, Canada
- Schulich School of Medicine and Dentistry, Department of Medical Imaging, London, Ontario, Canada
| | | | - Philip Wong
- Lawson Health Research Institute, Imaging Program, London, Ontario, Canada
- Schulich School of Medicine and Dentistry, Department of Medical Biophysics, London, Ontario, Canada
| | | | - Jeffrey J. L. Carson
- Lawson Health Research Institute, Imaging Program, London, Ontario, Canada
- Schulich School of Medicine and Dentistry, Department of Medical Biophysics, London, Ontario, Canada
- Schulich School of Medicine and Dentistry, Department of Surgery, London, Ontario, Canada
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In Situ Cancer Treatment. Breast Cancer 2019. [DOI: 10.1007/978-3-319-96947-3_12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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