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Liu YX, Liu QH, Hu QH, Shi JY, Liu GL, Liu H, Shu SC. Ultrasound-Based Deep Learning Radiomics Nomogram for Tumor and Axillary Lymph Node Status Prediction After Neoadjuvant Chemotherapy. Acad Radiol 2025; 32:12-23. [PMID: 39183131 DOI: 10.1016/j.acra.2024.07.036] [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] [Received: 06/05/2024] [Revised: 07/11/2024] [Accepted: 07/19/2024] [Indexed: 08/27/2024]
Abstract
RATIONALE AND OBJECTIVES This study aims to explore the feasibility of the deep learning radiomics nomogram (DLRN) for predicting tumor status and axillary lymph node metastasis (ALNM) after neoadjuvant chemotherapy (NAC) in patients with breast cancer. Additionally, we employ a Cox regression model for survival analysis to validate the effectiveness of the fusion algorithm. MATERIALS AND METHODS A total of 243 patients who underwent NAC were retrospectively included between October 2014 and July 2022. The DLRN integrated clinical characteristics as well as radiomics and deep transfer learning features extracted from ultrasound (US) images. The diagnostic performance of DLRN was evaluated by constructing ROC curves, and the clinical usefulness of models was assessed using decision curve analysis (DCA). A survival model was developed to validate the effectiveness of the fusion algorithm. RESULTS In the training cohort, the DLRN yielded area under the receiver operating characteristic curve values of 0.984 and 0.985 for the tumor and LNM, while 0.892 and 0.870, respectively, in the test cohort. The consistency indices (C-index) of the nomogram were 0.761 and 0.731, respectively, in the training and test cohorts. The Kaplan-Meier survival curves showed that patients in the high-risk group had significantly poorer overall survival than patients in the low-risk group (P < 0.05). CONCLUSION The US-based DLRN model could hold promise as clinical guidance for predicting the status of tumors and LNM after NAC in patients with breast cancer. This fusion model can also predict the prognosis of patients, which could help clinicians make better clinical decisions.
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Affiliation(s)
- Yue-Xia Liu
- Department of Ultrasound, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Qing-Hua Liu
- Department of Health Management, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Quan-Hui Hu
- Department of Health Management, Nanfang Hospital, Southern Medical University, Guangzhou, China
| | - Jia-Yao Shi
- Department of Ultrasound, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Gui-Lian Liu
- Department of Ultrasound, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Han Liu
- Department of Ultrasound, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Sheng-Chun Shu
- Department of Ultrasound, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China.
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Abdel-Salam IM, Ashmawy AM, Hilal AM, Eldahshan OA, Ashour M. Chemical Composition of Aqueous Ethanol Extract of Luffa cylindrica Leaves and Its Effect on Representation of Caspase-8, Caspase-3, and the Proliferation Marker Ki67 in Intrinsic Molecular Subtypes of Breast Cancer in Vitro. Chem Biodivers 2018; 15:e1800045. [PMID: 29874411 DOI: 10.1002/cbdv.201800045] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2018] [Accepted: 06/05/2018] [Indexed: 01/26/2023]
Abstract
Breast cancer constitutes the second most prevalent cancer in Egypt, the problem needs more trends in treatment and treatment development either by regimen modification or introducing new drugs, and the main objective of this study is to screen the effects of the aqueous ethanol herbal extract of Luffa cylindrica leaves on different types of breast cancer cell lines representing different molecular subtypes of the disease. The major active constituents of the extract were tentatively identified by LC/MS which revealed the presence of phenolic compound derivatives and saponin that may be responsible in part for the activity of the extract. The emphasis was laid on the main apoptotic pathways as well as the extract effect on the normal cell line. Results of phytochemical investigation, cell cycle analysis, and molecular analysis of apoptotic and proliferative markers have shown effective anticancer activity against MCF-7, BT-474, and MDA-MB-231 cell lines which represent three subtypes of breast cancer, luminal A, luminal B, and triple negative, respectively. On the other hand, the effects on normal lung fibroblast cell line are less prominent at the dose used for treating breast cancer cell lines.
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Affiliation(s)
- Ibrahim M Abdel-Salam
- Department of Cancer Biology National Cancer Institute, Cairo University, Kasr Al Eini Street, Fom El Khalig, 11796-, Cairo, Egypt
| | - Abeer M Ashmawy
- Department of Cancer Biology National Cancer Institute, Cairo University, Kasr Al Eini Street, Fom El Khalig, 11796-, Cairo, Egypt
| | - Amany M Hilal
- Department of Medical Oncology, National Cancer Institute, Cairo University, Cairo, Egypt
| | - Omayma A Eldahshan
- Department of Pharmacognosy, Faculty of Pharmacy, Ain Shams University, Abbaseyya, 1156-, Cairo, Egypt
| | - Mohamed Ashour
- Medical Research Department, National Institute of Occupational Safety and Health, 156 - EL Hegas Street, Cairo-, 11351, Egypt
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Provenzano E, Pinder SE. Modern therapies and iatrogenic changes in breast pathology. Histopathology 2016; 70:40-55. [PMID: 27960235 DOI: 10.1111/his.13098] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
Iatrogenic changes within the breast can provide challenges for the histopathologist in routine practice. Diagnostic procedures, such as core biopsies, result in reactive changes and can cause displacement of benign and malignant cells, the interpretation of which may cause difficulties in the resection specimen. Breast augmentation surgery with implants or injection of fillers, performed for cosmetic reasons or as part of a reconstructive process following removal of breast cancer, also produces reactive changes locally and at distant sites that may mimic cancer. The entity of implant-associated anaplastic large-cell lymphoma is now well recognized, with progress in our understanding of the underlying biological factors that drive its development. Chemotherapy and radiotherapy used in the treatment of breast cancer causes characteristic changes in normal breast tissue, and can alter the histological appearance and receptor status of the tumour. Radiotherapy to the breast, for breast cancer or childhood malignancies, increases the risk of developing a secondary malignancy in the breast long after treatment. In this review, we describe some of the iatrogenic changes that may be seen in histological specimens from the breast.
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Affiliation(s)
- Elena Provenzano
- Department of Histopathology, Addenbrooke's Hospital, Cambridge, UK
| | - Sarah E Pinder
- Division of Cancer Studies, King's College London, Guy's Hospital, London, UK
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Naidoo K, Parham DM, Pinder SE. An audit of residual cancer burden reproducibility in a UK context. Histopathology 2016; 70:217-222. [PMID: 27496095 DOI: 10.1111/his.13054] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2016] [Accepted: 08/02/2016] [Indexed: 12/23/2022]
Abstract
AIMS The residual cancer burden score (RCB) is currently the preferred quantification tool for assessing residual disease following neoadjuvant chemotherapy (NACT) in breast cancer clinical trials. This has been shown to be highly reproducible at the MD Anderson Cancer Centre, where it was developed originally. We wanted to evaluate RCB in a UK context, where macroscopic handling of tissue may differ between sites. METHODS AND RESULTS The pathology slides from 90 post-NACT patients from Guy's and St Thomas' NHS Foundation Trust and the Royal Bournemouth Hospital were reviewed independently by two specialist breast histopathologists who recalculated the RCB for each case. Data were collated and analysed statistically for interobserver reproducibility, for both numerical and categorical RCB. Overall, agreement between pathologists was 'good' [kappa = 0.775; 95% confidence interval (CI) = 0.668-0.882]. The overall concordance for continuous RCB score and for categorical RCB group was statistically significant (Spearman's correlation coefficient = 0.9497; 95% CI = 0.9235-0.9671; P < 0.0001 and Spearman's correlation coefficient = 0.9145; 95% CI = 0.8712-0.9437; P < 0.0001, respectively). Discordance could not be attributed to any one component of the RCB calculation. CONCLUSIONS These data suggest that the RCB score is reproducible in a UK context. Further data comparing it to other quantification systems is required, however, before any superiority can be established.
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Affiliation(s)
- Kalnisha Naidoo
- Department of Histopathology, St Thomas' Hospital, London, UK.,Institute of Cancer Research, London, UK.,Division of Cancer Studies, King's College London, Guy's Hospital, London, UK
| | - David M Parham
- Department of Histopathology, Royal Bournemouth Hospital, Bournemouth, UK
| | - Sarah E Pinder
- Department of Histopathology, St Thomas' Hospital, London, UK.,Division of Cancer Studies, King's College London, Guy's Hospital, London, UK
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Comparison of Pathologic Response Evaluation Systems after Anthracycline with/without Taxane-Based Neoadjuvant Chemotherapy among Different Subtypes of Breast Cancers. PLoS One 2015; 10:e0137885. [PMID: 26394326 PMCID: PMC4578929 DOI: 10.1371/journal.pone.0137885] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2015] [Accepted: 08/24/2015] [Indexed: 11/19/2022] Open
Abstract
Purpose Several methods are used to assess the pathologic response of breast cancer after neoadjuvant chemotherapy (NAC) to predict clinical outcome. However, the clinical utility of these systems for each molecular subtype of breast cancer is unclear. Therefore, we applied six pathologic response assessment systems to specific subtypes of breast cancer and compared the results. Patients and Methods Five hundred and eighty eight breast cancer patients treated with anthracycline with/without taxane-based NAC were retrospectively analyzed, and the ypTNM stage, residual cancer burden (RCB), residual disease in breast and nodes (RDBN), tumor response ratio, Sataloff’s classification, and Miller—Payne grading system were evaluated. The results obtained for each assessment system were analyzed in terms of patient survival. Results In triple-negative tumors, all systems were significantly associated with disease-free survival and Kaplan-Meier survival curves for disease-free survival were clearly separated by all assessment methods. For HR+/HER2- tumors, systems assessing the residual tumor (ypTNM stage, RCB, and RDBN) had prognostic significance. However, for HER2+ tumors, the association between patient survival and the pathologic response assessment results varied according to the system used, and none resulted in distinct Kaplan—Meier curves. Conclusion Most of the currently available pathologic assessment systems used after anthracycline with/without taxane-based NAC effectively classified triple-negative breast cancers into groups showing different prognoses. The pathologic assessment systems evaluating residual tumors only also had prognostic significance in HR+/HER2- tumors. However, new assessment methods are required to effectively evaluate the pathologic response of HR+/HER2+ and HR-/HER2+ tumors to anthracycline with/without taxane-based NAC.
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Earl H, Provenzano E, Abraham J, Dunn J, Vallier AL, Gounaris I, Hiller L. Neoadjuvant trials in early breast cancer: pathological response at surgery and correlation to longer term outcomes - what does it all mean? BMC Med 2015; 13:234. [PMID: 26391216 PMCID: PMC4578850 DOI: 10.1186/s12916-015-0472-7] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/14/2015] [Accepted: 09/01/2015] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Neoadjuvant breast cancer trials are important for speeding up the introduction of new treatments for patients with early breast cancer and for the highly productive translational research which they facilitate. Meta-analysis of trial data shows clear correlation between pathological response at surgery after neoadjuvant chemotherapy and longer-term outcomes at an individual patient level. However, this does not appear to be present on individual trial level analysis, when correlating improved outcome for the investigational arm for the primary endpoint (pathological response) with longer-term outcomes. DISCUSSION The correlation between pathological response and longer-term outcomes in trials is dependent on many factors. These include definitions of pathological response, both complete and partial; assessment methods for pathological response at surgery; subtype and prognosis of breast cancer at diagnosis; number of patients recruited; adjuvant treatments; the mechanism of action of the investigational drug; the length of follow-up at the time of reporting; the definitions used in longer-term outcomes analysis; clonal heterogeneity; and new adaptive trial designs with additional neo/adjuvant treatments. Future developments of neoadjuvant breast cancer trials are discussed. With so many factors influencing the correlation of longer-term outcomes for trial-level data, we conclude that the main focus of neoadjuvant trials should remain the primary endpoint of pathological response. Neoadjuvant breast cancer trials are very important investigational studies that will continue to increase our understanding of the disease and offer the potential of more rapid introduction of new treatments for women with high-risk early breast cancer. In the future, we are likely to see both novel trial designs adopted in the neoadjuvant context and modifications of neo/adjuvant treatments for pathological non-responders within clinical trials. Both of these have the intention of improving longer-term outcomes for patients who do not have a good pathological response to first-line neoadjuvant treatment. If successful, these developments are likely to reduce further any positive correlation between pathological response and longer-term outcomes.
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Affiliation(s)
- Helena Earl
- Department of Oncology, University of Cambridge, Cambridge, UK. .,NIHR Cambridge Biomedical Research Centre and Cambridge Experimental Cancer Medicine Centre, Cambridge, UK. .,Cambridge Breast Research Unit, Cambridge, UK. .,Cambridge University Hospital NHS Foundation Trust, Cambridge, UK.
| | - Elena Provenzano
- NIHR Cambridge Biomedical Research Centre and Cambridge Experimental Cancer Medicine Centre, Cambridge, UK. .,Cambridge Breast Research Unit, Cambridge, UK. .,Cambridge University Hospital NHS Foundation Trust, Cambridge, UK.
| | - Jean Abraham
- Department of Oncology, University of Cambridge, Cambridge, UK. .,NIHR Cambridge Biomedical Research Centre and Cambridge Experimental Cancer Medicine Centre, Cambridge, UK. .,Cambridge Breast Research Unit, Cambridge, UK. .,Cambridge University Hospital NHS Foundation Trust, Cambridge, UK.
| | - Janet Dunn
- Warwick Clinical Trials Unit, University of Warwick, Coventry, UK.
| | - Anne-Laure Vallier
- Cambridge Breast Research Unit, Cambridge, UK. .,Cambridge University Hospital NHS Foundation Trust, Cambridge, UK.
| | - Ioannis Gounaris
- Cambridge University Hospital NHS Foundation Trust, Cambridge, UK. .,Cancer Research UK Cambridge Institute, Cambridge, UK.
| | - Louise Hiller
- Warwick Clinical Trials Unit, University of Warwick, Coventry, UK.
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Camerlingo R, Ferraro GA, De Francesco F, Romano M, Nicoletti G, Di Bonito M, Rinaldo M, D'Andrea F, Pirozzi G. The role of CD44+/CD24-/low biomarker for screening, diagnosis and monitoring of breast cancer. Oncol Rep 2013; 31:1127-32. [PMID: 24366074 DOI: 10.3892/or.2013.2943] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2013] [Accepted: 09/30/2013] [Indexed: 11/05/2022] Open
Abstract
Cancer stem cells (CSCs) have been defined as 'a cell within a tumor that possesses the capacity to self-renew and to cause the heterogeneous lineages of cancer cells that comprise the tumor'. The CSC hypothesis postulates that a small subpopulation of cancer cells drives tumor initiation, growth and metastasis. CSCs have been isolated from breast cancer using CD44+/CD24-/low phenotype. The purpose of the present study was to evaluate the expression of CD44+/CD24-/low in two diverse breast carcinomas (ductal and lobular), and to determine the correlation between expression of CD44+/CD24-/low, and clinicopathological characteristics starting from human fresh breast cancer specimens. We analyzed specimens from 57 patients using CD44 and CD24 markers by flow cytometry and immunohistochemistry and correlated the CD44+/CD24-/low phenotype with clinicopathological characteristics. Moreover, mammosphere formation was tested. In all specimens tested, CD44+/CD24-/low phenotype was detectable with mean percentage of 4.73% as confirmed also by immunohistochemical analyses. A significant statistical association was found among these phenotypic groups and age, grade G3, estrogen and progesterone receptor, Ki-67 as well as lymph node metastasis. No correlation was found for histological type. In conclusion, our data showed that CD44+/CD24-/low phenotype was found at a high frequency in tumors pT2, G3, pN3, positive for Ki-67, and negative for estrogen and progesterone receptors highlighting the hypothesis that CD44+/CD24-/low profile correlates with the more aggressive clinical-pathological features of the disease.
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Affiliation(s)
- Rosa Camerlingo
- Department of Experimental Oncology, National Cancer Institute, G. Pascale, Naples, Italy
| | - Giuseppe Andrea Ferraro
- Department of Orthopedic, Traumatologic, Rehabilitative and Plastic-Reconstructive Sciences, Second University of Naples, Naples, Italy
| | - Francesco De Francesco
- Department of Orthopedic, Traumatologic, Rehabilitative and Plastic-Reconstructive Sciences, Second University of Naples, Naples, Italy
| | - Maurizio Romano
- Department of Surgery, Oncology and Gastroenterology, Hepatobiliary Surgery and Liver Transplantation, Padua University Hospital, Padua, Italy
| | - Gianfranco Nicoletti
- Department of Orthopedic, Traumatologic, Rehabilitative and Plastic-Reconstructive Sciences, Second University of Naples, Naples, Italy
| | - Maurizio Di Bonito
- Department of Pathology, National Cancer Institute, G. Pascale, Naples, Italy
| | - Massimo Rinaldo
- Department of Senology, National Cancer Institute, G. Pascale, Naples, Italy
| | - Francesco D'Andrea
- Department of Orthopedic, Traumatologic, Rehabilitative and Plastic-Reconstructive Sciences, Second University of Naples, Naples, Italy
| | - Giuseppe Pirozzi
- Department of Experimental Oncology, National Cancer Institute, G. Pascale, Naples, Italy
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Current controversies in breast cancer: do we have the answers? Clin Oncol (R Coll Radiol) 2012. [PMID: 23183304 DOI: 10.1016/j.clon.2012.10.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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