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Qian N, Jiang W, Wu X, Zhang N, Yu H, Guo Y. Lesion attention guided neural network for contrast-enhanced mammography-based biomarker status prediction in breast cancer. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2024; 250:108194. [PMID: 38678959 DOI: 10.1016/j.cmpb.2024.108194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Revised: 04/13/2024] [Accepted: 04/21/2024] [Indexed: 05/01/2024]
Abstract
BACKGROUND AND OBJECTIVE Accurate identification of molecular biomarker statuses is crucial in cancer diagnosis, treatment, and prognosis. Studies have demonstrated that medical images could be utilized for non-invasive prediction of biomarker statues. The biomarker status-associated features extracted from medical images are essential in developing medical image-based non-invasive prediction models. Contrast-enhanced mammography (CEM) is a promising imaging technique for breast cancer diagnosis. This study aims to develop a neural network-based method to extract biomarker-related image features from CEM images and evaluate the potential of CEM in non-invasive biomarker status prediction. METHODS An end-to-end learning convolutional neural network with the whole breast images as inputs was proposed to extract CEM features for biomarker status prediction in breast cancer. The network focused on lesion regions and flexibly extracted image features from lesion and peri‑tumor regions by employing supervised learning with a smooth L1-based consistency constraint. An image-level weakly supervised segmentation network based on Vision Transformer with cross attention to contrast images of breasts with lesions against the contralateral breast images was developed for automatic lesion segmentation. Finally, prediction models were developed following further selection of significant features and the implementation of random forest-based classification. Results were reported using the area under the curve (AUC), accuracy, sensitivity, and specificity. RESULTS A dataset from 1203 breast cancer patients was utilized to develop and evaluate the proposed method. Compared to the method without lesion attention and with only lesion regions as inputs, the proposed method performed better at biomarker status prediction. Specifically, it achieved an AUC of 0.71 (95 % confidence interval [CI]: 0.65, 0.77) for Ki-67 and 0.73 (95 % CI: 0.65, 0.80) for human epidermal growth factor receptor 2 (HER2). CONCLUSIONS A lesion attention-guided neural network was proposed in this work to extract CEM image features for biomarker status prediction in breast cancer. The promising results demonstrated the potential of CEM in non-invasively predicting the biomarker statuses in breast cancer.
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Affiliation(s)
- Nini Qian
- Department of Biomedical Engineering, Medical School, Tianjin University, Tianjin 300072, China; State Key Laboratory of Advanced Medical Materials and Devices, Tianjin University, Tianjin, China
| | - Wei Jiang
- Department of Biomedical Engineering, Medical School, Tianjin University, Tianjin 300072, China; State Key Laboratory of Advanced Medical Materials and Devices, Tianjin University, Tianjin, China; Department of Radiotherapy, Yantai Yuhuangding Hospital, Shandong 264000, China
| | - Xiaoqian Wu
- Department of Radiation Oncology, The Affiliated Hospital of Qingdao University, Qingdao 266071, China
| | - Ning Zhang
- Department of Biomedical Engineering, Medical School, Tianjin University, Tianjin 300072, China; State Key Laboratory of Advanced Medical Materials and Devices, Tianjin University, Tianjin, China
| | - Hui Yu
- Department of Biomedical Engineering, Medical School, Tianjin University, Tianjin 300072, China; State Key Laboratory of Advanced Medical Materials and Devices, Tianjin University, Tianjin, China
| | - Yu Guo
- Department of Biomedical Engineering, Medical School, Tianjin University, Tianjin 300072, China; State Key Laboratory of Advanced Medical Materials and Devices, Tianjin University, Tianjin, China.
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Wu Y, Li Z, Lee AV, Oesterreich S, Luo B. Liver tropism of ER mutant breast cancer is characterized by unique molecular changes and immune infiltration. Breast Cancer Res Treat 2024; 205:371-386. [PMID: 38427312 DOI: 10.1007/s10549-024-07255-4] [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: 10/18/2023] [Accepted: 01/11/2024] [Indexed: 03/02/2024]
Abstract
PURPOSE Hotspot estrogen receptor alpha (ER/ESR1) mutations are recognized as the driver for both endocrine resistance and metastasis in advanced ER-positive (ER+) breast cancer, but their contributions to metastatic organ tropism remain insufficiently understood. In this study, we aim to comprehensively profile the organotropic metastatic pattern for ESR1 mutant breast cancer. METHODS The organ-specific metastatic pattern of ESR1 mutant breast cancer was delineated using multi-omics data from multiple publicly available cohorts of ER+ metastatic breast cancer patients. Gene mutation/copy number variation (CNV) and differential gene expression analyses were performed to identify the genomic and transcriptomic alterations uniquely associated with ESR1 mutant liver metastasis. Upstream regulator, downstream pathway, and immune infiltration analysis were conducted for subsequent mechanistic investigations. RESULTS ESR1 mutation-driven liver tropism was revealed by significant differences, encompassing a higher prevalence of liver metastasis in patients with ESR1 mutant breast cancer and an enrichment of mutations in liver metastatic samples. The significant enrichment of AGO2 copy number amplifications (CNAs) and multiple gene expression changes were revealed uniquely in ESR1 mutant liver metastasis. We also unveiled alterations in downstream signaling pathways and immune infiltration, particularly an enrichment of neutrophils, suggesting potential therapeutic vulnerabilities. CONCLUSION Our data provide a comprehensive characterization of the behaviors and mechanisms of ESR1 mutant liver metastasis, paving the way for the development of personalized therapy to target liver metastasis for patients with ESR1 mutant breast cancer.
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Affiliation(s)
- Yang Wu
- School of Medicine, Tsinghua University, Beijing, China
- Women's Cancer Research Center, UPMC Hillman Cancer Center, Magee-Womens Research Institute, Pittsburgh, PA, USA
| | - Zheqi Li
- Women's Cancer Research Center, UPMC Hillman Cancer Center, Magee-Womens Research Institute, Pittsburgh, PA, USA
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, Pittsburgh, PA, USA
| | - Adrian V Lee
- Women's Cancer Research Center, UPMC Hillman Cancer Center, Magee-Womens Research Institute, Pittsburgh, PA, USA
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, Pittsburgh, PA, USA
- Institute for Precision Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Steffi Oesterreich
- Women's Cancer Research Center, UPMC Hillman Cancer Center, Magee-Womens Research Institute, Pittsburgh, PA, USA
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, Pittsburgh, PA, USA
| | - Bin Luo
- Department of General Surgery, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, 102218, China.
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Li F, Zhou X, Hu W, Du Y, Sun J, Wang Y. Prognostic predictive value of Ki-67 in stage I-II triple-negative breast cancer. Future Sci OA 2024; 10:FSO936. [PMID: 38827797 PMCID: PMC11140645 DOI: 10.2144/fsoa-2023-0129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Accepted: 11/06/2023] [Indexed: 06/05/2024] Open
Abstract
Aim: Our research aimed to determine an optimal cutoff value and investigate the prognostic predictive function of Ki-67. Materials & methods: We retrospectively enrolled 1146 patients diagnosed with stage I-II triple-negative breast cancer. Disease-free and overall survival were analyzed using the Kaplan-Meier method and the Cox regression model. Results: We classified Ki-67 >45% as the high group (n = 716). A Ki-67 level of >45% was associated with poorer disease-free survival (p = 0.039) and overall survival (p = 0.029). Lymph node stage, neoadjuvant chemotherapy, and radiotherapy were independent predictive variables of prognosis. Conclusion: Triple-negative breast cancer may be further subcategorized according to the Ki-67 level. Neoadjuvant chemotherapy and postoperative radiotherapy can improve the prognosis of early triple-negative breast cancer.
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Affiliation(s)
- Fengyan Li
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, PR China
| | - Xinhui Zhou
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, PR China
| | - Wendie Hu
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, PR China
| | - Yujie Du
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, PR China
| | - Jiayuan Sun
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, PR China
| | - Yaxue Wang
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, PR China
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Gnangnon FHR, Parenté A, Aboubakar M, Kiki-Migan Y, Totah T, Gbessi DG, Tonato-Bagnan JA, Laleye A, Preux PM, Denakpo JL, Blanquet V, Houinato DS. Prognostic factors and overall survival of breast cancer in Benin: a hospital-based study. BMC Womens Health 2024; 24:295. [PMID: 38762733 PMCID: PMC11102149 DOI: 10.1186/s12905-024-03114-y] [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: 07/08/2023] [Accepted: 04/24/2024] [Indexed: 05/20/2024] Open
Abstract
BACKGROUND In Benin, a country in West Africa, breast cancer is the leading cancer in women, both in terms of incidence and mortality. However, evidence on the mortality of breast cancer and its associated factors is lacking in this country. Our aim was to describe and analyze the clinical, histopathological, and prognostic aspects of breast cancer in Benin. METHODS A descriptive and analytical study was carried out at the CNHU-HKM and the CHU-MEL, two major tertiary referral hospitals for breast cancer management located in Cotonou, the capital city of Benin. All breast cancer medical records with histological evidence and immunohistochemistry studies were retrospectively collected between January 1, 2014, and September 30, 2020, in these two tertiary referral hospitals and analyzed in the current study. RESULTS Finally, 319 medical records were included. The mean age at diagnosis was 48.74 years. The tumors were most frequently classified as T4 (47.6%) with lymph node involvement N2 (34.5%), and metastases were clinically noted in 21.9% of cases. Stage was reported in the medical records of 284 patients. Tumors were diagnosed at very late AJCC stages: stage III (47.5%) and stage IV (24.7%). Grades SBR 2 (49.2%) and SBR 3 (32.6%) were the most frequent grades. Triple-negative breast cancer (31.3%) was the most common molecular type. The overall 5-year survival was 48.49%. In multivariable analysis, the poor prognostic factors were lymph node invasion (HR = 2.63; p = 0.026; CI: [1.12, 6.17]), the presence of metastasis (HR = 3.64; p < 0.001); CI: [2.36, 5.62] and the immunohistochemical profile (HR = 1.29; p < 0.001; CI: [1.13, 1.48]). CONCLUSIONS Breast cancer in Beninese is predominant in young adults and is often diagnosed at a late stage. The survival of breast cancer patients in Benin can be improved by enhancing early diagnosis and multidisciplinary management.
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Affiliation(s)
- Freddy Houéhanou Rodrigue Gnangnon
- Laboratory of Epidemiology of Chronic and Neurological Diseases, Lemacen, Cotonou, Benin.
- Department of Visceral Surgery, National Teaching Hospital-Hubert Koutoukou Maga, CNHU-HKM, Cotonou, Benin.
- EpiMaCT - Epidemiology of chronic diseases in tropical zone, Institute of Epidemiology and Tropical Neurology, OmegaHealth, Inserm U1094, IRD U270, Univ. Limoges, CHU Limoges, Limoges, France.
- Department of Surgical Oncology, Faculty of Health Sciences - University of Abomey-Calavi, Cotonou, Benin.
| | - Alexis Parenté
- Laboratory of Epidemiology of Chronic and Neurological Diseases, Lemacen, Cotonou, Benin
- EpiMaCT - Epidemiology of chronic diseases in tropical zone, Institute of Epidemiology and Tropical Neurology, OmegaHealth, Inserm U1094, IRD U270, Univ. Limoges, CHU Limoges, Limoges, France
| | - Moufalilou Aboubakar
- Department of Gynecological Obstetrics, National Teaching Hospital-Hubert Koutoukou Maga, CNHU-HKM, Cotonou, Benin
| | - Yannick Kiki-Migan
- Laboratory of Epidemiology of Chronic and Neurological Diseases, Lemacen, Cotonou, Benin
| | - Terence Totah
- Laboratory of Epidemiology of Chronic and Neurological Diseases, Lemacen, Cotonou, Benin
| | - Dansou Gaspard Gbessi
- Department of Visceral Surgery, National Teaching Hospital-Hubert Koutoukou Maga, CNHU-HKM, Cotonou, Benin
| | | | - Anatole Laleye
- Laboratory of Histology, Reproductive Biology, Cytogenetics and Medical Genetics, Faculty of Health Sciences, University of Abomey-Calavi, Cotonou, Benin
| | - Pierre-Marie Preux
- EpiMaCT - Epidemiology of chronic diseases in tropical zone, Institute of Epidemiology and Tropical Neurology, OmegaHealth, Inserm U1094, IRD U270, Univ. Limoges, CHU Limoges, Limoges, France
| | - Justin Lewis Denakpo
- Department of Gynecological Obstetrics, National Teaching Hospital-Hubert Koutoukou Maga, CNHU-HKM, Cotonou, Benin
| | - Véronique Blanquet
- EpiMaCT - Epidemiology of chronic diseases in tropical zone, Institute of Epidemiology and Tropical Neurology, OmegaHealth, Inserm U1094, IRD U270, Univ. Limoges, CHU Limoges, Limoges, France
| | - Dismand Stephan Houinato
- Laboratory of Epidemiology of Chronic and Neurological Diseases, Lemacen, Cotonou, Benin
- EpiMaCT - Epidemiology of chronic diseases in tropical zone, Institute of Epidemiology and Tropical Neurology, OmegaHealth, Inserm U1094, IRD U270, Univ. Limoges, CHU Limoges, Limoges, France
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Omilian AR, Cannioto R, Mendicino L, Stein L, Bshara W, Qin B, Bandera EV, Zeinomar N, Abrams SI, Hong CC, Yao S, Khoury T, Ambrosone CB. CD163 + macrophages in the triple-negative breast tumor microenvironment are associated with improved survival in the Women's Circle of Health Study and the Women's Circle of Health Follow-Up Study. Breast Cancer Res 2024; 26:75. [PMID: 38720366 PMCID: PMC11077737 DOI: 10.1186/s13058-024-01831-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Accepted: 04/25/2024] [Indexed: 05/12/2024] Open
Abstract
BACKGROUND Tumor-associated macrophages (TAMs) are a prominent immune subpopulation in the tumor microenvironment that could potentially serve as therapeutic targets for breast cancer. Thus, it is important to characterize this cell population across different tumor subtypes including patterns of association with demographic and prognostic factors, and breast cancer outcomes. METHODS We investigated CD163+ macrophages in relation to clinicopathologic variables and breast cancer outcomes in the Women's Circle of Health Study and Women's Circle of Health Follow-up Study populations of predominantly Black women with breast cancer. We evaluated 611 invasive breast tumor samples (507 from Black women, 104 from White women) with immunohistochemical staining of tissue microarray slides followed by digital image analysis. Multivariable Cox proportional hazards models were used to estimate hazard ratios for overall survival (OS) and breast cancer-specific survival (BCSS) for 546 cases with available survival data (median follow-up time 9.68 years (IQR: 7.43-12.33). RESULTS Women with triple-negative breast cancer showed significantly improved OS in relation to increased levels of tumor-infiltrating CD163+ macrophages in age-adjusted (Q3 vs. Q1: HR = 0.36; 95% CI 0.16-0.83) and fully adjusted models (Q3 vs. Q1: HR = 0.30; 95% CI 0.12-0.73). A similar, but non-statistically significant, association was observed for BCSS. Macrophage infiltration in luminal and HER2+ tumors was not associated with OS or BCSS. In a multivariate regression model that adjusted for age, subtype, grade, and tumor size, there was no significant difference in CD163+ macrophage density between Black and White women (RR = 0.88; 95% CI 0.71-1.10). CONCLUSIONS In contrast to previous studies, we observed that higher densities of CD163+ macrophages are independently associated with improved OS and BCSS in women with invasive triple-negative breast cancer. Trial registration Not applicable.
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Affiliation(s)
- Angela R Omilian
- Department of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA.
| | - Rikki Cannioto
- Department of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Lucas Mendicino
- Department of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Leighton Stein
- Department of Pathology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Wiam Bshara
- Department of Pathology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Bo Qin
- Department of Biostatistics and Epidemiology, Rutgers School of Public Health, Piscataway, NJ, USA
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Elisa V Bandera
- Department of Biostatistics and Epidemiology, Rutgers School of Public Health, Piscataway, NJ, USA
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Nur Zeinomar
- Department of Biostatistics and Epidemiology, Rutgers School of Public Health, Piscataway, NJ, USA
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Scott I Abrams
- Department of Immunology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Chi-Chen Hong
- Department of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Song Yao
- Department of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Thaer Khoury
- Department of Pathology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Christine B Ambrosone
- Department of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
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Almási S, Cserni G. The value of oestrogen receptor, progesterone receptor and keratins 5 and 14 immunohistochemistry in the evaluation of epithelial proliferations at cauterised margins in breast-conserving surgery specimens. Pathol Res Pract 2024; 257:155280. [PMID: 38608372 DOI: 10.1016/j.prp.2024.155280] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 02/22/2024] [Accepted: 03/30/2024] [Indexed: 04/14/2024]
Abstract
In breast conservative surgery, it is sometimes difficult to decide whether the cauterised tissue at the inked margin represents normal / hyperplastic or neoplastic tissue. We retrospectively assessed the value of ER, PR, CK5 and CK14 IHC in clarifying the nature of cauterised tissues at the margins concerning 34 lesions of 23 patients. 27 cases belonged to lesions that could not be adequately classified on the basis of the HE stains. Two thirds of them could be classified as non-neoplastic or neoplastic and two thirds of the remaining could be favourised as neoplastic or non-neoplastic, with 3/27 cases remaining uncertain. All 4 IHC reactions were helpful in classifying the lesions in almost half of the cases. However, 3 or 4 immunostains were supportive of the classification in 19/27. The most useful stains were the keratins, generally demonstrating a matching pattern of cell labelling with CK5 and CK14. ER and PR were somewhat less useful in classifying uncertain lesions. Considering all the 27 questionable lesions, IHC with ER, PR, CK5 and CK14 clarified the lesions at the cauterised margins in 23 cases. Taken all these considerations into account, CK5, CK14, PR and ER IHC may help in distinguishing between cautery damaged neoplastic and non-neoplastic tissues. All four IHC may yield the best support for decision making, but CK5 and/or CK14 may be sufficient in their own. The essential approach is that the results must be interpreted with caution, in the context of the given patient's disease, to avoid misinterpretations.
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Affiliation(s)
- Szintia Almási
- Department of Pathology, University of Szeged, Albert Szent-Györgyi Medical Centre, Állomás u. 1, Szeged 6725, Hungary.
| | - Gábor Cserni
- Department of Pathology, University of Szeged, Albert Szent-Györgyi Medical Centre, Állomás u. 1, Szeged 6725, Hungary; Department of Pathology, Bács-Kiskun County Teaching Hospital., Nyíri út 38, Kecskemét 6000, Hungary
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Kim Y, Ko JY, Kong HK, Lee M, Chung W, Lim S, Son D, Oh S, Park JW, Kim DY, Lee M, Han W, Park WY, Yoo KH, Park JH. Hypomethylation of ATP1A1 Is Associated with Poor Prognosis and Cancer Progression in Triple-Negative Breast Cancer. Cancers (Basel) 2024; 16:1666. [PMID: 38730618 PMCID: PMC11083557 DOI: 10.3390/cancers16091666] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2024] [Revised: 04/15/2024] [Accepted: 04/24/2024] [Indexed: 05/13/2024] Open
Abstract
Dysregulated DNA methylation in cancer is critical in the transcription machinery associated with cancer progression. Triple-negative breast cancer (TNBC) is the most aggressive breast cancer subtype, but no treatment targeting TNBC biomarkers has yet been developed. To identify specific DNA methylation patterns in TNBC, methyl-binding domain protein 2 (MBD) sequencing data were compared in TNBC and the three other major breast cancer subtypes. Integrated analysis of DNA methylation and gene expression identified a gene set showing a correlation between DNA methylation and gene expression. ATPase Na+/K+-transporting subunit alpha 1 (ATP1A1) was found to be specifically hypomethylated in the coding sequence (CDS) region and to show increased expression in TNBC. The Cancer Genome Atlas (TCGA) database also showed that hypomethylation and high expression of ATP1A1 were strongly associated with poor survival in patients with TNBC. Furthermore, ATP1A1 knockdown significantly reduced the viability and tumor-sphere formation of TNBC cells. These results suggest that the hypomethylation and overexpression of ATP1A1 could be a prognostic marker in TNBC and that the manipulation of ATP1A1 expression could be a therapeutic target in this disease.
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Affiliation(s)
- Yesol Kim
- Department of Biological Science, Research Institute of Women’s Health, Sookmyung Women’s University, Seoul 04310, Republic of Korea; (Y.K.); (J.Y.K.)
| | - Je Yeong Ko
- Department of Biological Science, Research Institute of Women’s Health, Sookmyung Women’s University, Seoul 04310, Republic of Korea; (Y.K.); (J.Y.K.)
| | - Hyun Kyung Kong
- Department of Biological Science, Research Institute of Women’s Health, Sookmyung Women’s University, Seoul 04310, Republic of Korea; (Y.K.); (J.Y.K.)
| | - Minyoung Lee
- Department of Biological Science, Research Institute of Women’s Health, Sookmyung Women’s University, Seoul 04310, Republic of Korea; (Y.K.); (J.Y.K.)
| | - Woosung Chung
- Samsung Genome Institute, Samsung Medical Center, Seoul 06351, Republic of Korea
| | - Sera Lim
- Department of Biological Science, Research Institute of Women’s Health, Sookmyung Women’s University, Seoul 04310, Republic of Korea; (Y.K.); (J.Y.K.)
| | - Dasom Son
- Department of Biological Science, Research Institute of Women’s Health, Sookmyung Women’s University, Seoul 04310, Republic of Korea; (Y.K.); (J.Y.K.)
| | - Sumin Oh
- Department of Biological Science, Research Institute of Women’s Health, Sookmyung Women’s University, Seoul 04310, Republic of Korea; (Y.K.); (J.Y.K.)
| | - Jee Won Park
- Department of Biological Science, Research Institute of Women’s Health, Sookmyung Women’s University, Seoul 04310, Republic of Korea; (Y.K.); (J.Y.K.)
| | - Do Yeon Kim
- Department of Biological Science, Research Institute of Women’s Health, Sookmyung Women’s University, Seoul 04310, Republic of Korea; (Y.K.); (J.Y.K.)
| | - Minju Lee
- Cancer Research Institute, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
| | - Wonshik Han
- Cancer Research Institute, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
- Department of Surgery, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
| | - Woong-Yang Park
- Samsung Genome Institute, Samsung Medical Center, Seoul 06351, Republic of Korea
- Department of Health Sciences and Technology, Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University, Seoul 06355, Republic of Korea
- Department of Molecular Cell Biology, Sungkyunkwan University School of Medicine, Suwon 16419, Republic of Korea
| | - Kyung Hyun Yoo
- Department of Biological Science, Research Institute of Women’s Health, Sookmyung Women’s University, Seoul 04310, Republic of Korea; (Y.K.); (J.Y.K.)
| | - Jong Hoon Park
- Department of Biological Science, Research Institute of Women’s Health, Sookmyung Women’s University, Seoul 04310, Republic of Korea; (Y.K.); (J.Y.K.)
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Ruíz-Patiño A, Rojas L, Zuluaga J, Arrieta O, Corrales L, Martín C, Franco S, Raez L, Rolfo C, Sánchez N, Cardona AF. Genomic ancestry and cancer among Latin Americans. Clin Transl Oncol 2024:10.1007/s12094-024-03415-6. [PMID: 38581481 DOI: 10.1007/s12094-024-03415-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2023] [Accepted: 02/20/2024] [Indexed: 04/08/2024]
Abstract
Latin American populations, characterized by intricate admixture patterns resulting from the intermingling of ancestries from European, Native American (NA) Asian, and African ancestries which result in a vast and complex genetic landscape, harboring unique combinations of novel variants. This genetic diversity not only poses challenges in traditional population genetics methods but also opens avenues for a deeper understanding of its implications in health. In cancer, the interplay between genetic ancestry, lifestyle factors, and healthcare disparities adds a layer of complexity to the varying incidence and mortality rates observed across different Latin American subpopulations. This complex interdependence has been unveiled through numerous studies, whether conducted on Latin American patients residing on the continent or abroad, revealing discernible differences in germline composition that influence divergent disease phenotypes such as higher incidence of Luminal B and Her2 breast tumors, EGFR and KRAS mutated lung adenocarcinomas in addition to an enrichment in BRCA1/2 pathogenic variants and a higher than expected prevalence of variants in colorectal cancer associated genes such as APC and MLH1. In prostate cancer novel risk variants have also been solely identified in Latin American populations. Due to the complexity of genetic divergence, inputs from each individual ancestry seem to carry independent contributions that interplay in the development of these complex disease phenotypes. By understanding these unique population characteristics, genomic ancestries hold a promising avenue for tailoring prognostic assessments and optimizing responses to oncological interventions.
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Affiliation(s)
- Alejandro Ruíz-Patiño
- Clinical Genetics, Luis Carlos Sarmiento Angulo Cancer Treatment and Research Center (CTIC), Bogotá, Colombia
- Foundation for Clinical and Applied Cancer Research - FICMAC, Bogotá, Colombia
- GIGA/TERA Research Group, CTIC/Universidad El Bosque, Bogotá, Colombia
| | - Leonardo Rojas
- GIGA/TERA Research Group, CTIC/Universidad El Bosque, Bogotá, Colombia
- Thoracic Oncology Unit, Luis Carlos Sarmiento Angulo Cancer Treatment and Research Center (CTIC), Bogotá, Colombia
| | - Jairo Zuluaga
- GIGA/TERA Research Group, CTIC/Universidad El Bosque, Bogotá, Colombia
- Thoracic Oncology Unit, Luis Carlos Sarmiento Angulo Cancer Treatment and Research Center (CTIC), Bogotá, Colombia
| | - Oscar Arrieta
- Instituto Nacional de Cancerología -INCaN, Mexico City, Mexico
| | - Luis Corrales
- Thoracic Oncology Unit, Centro de Investigación y Manejo del Cáncer (CIMCA), San José, Costa Rica
| | - Claudio Martín
- Thoracic Oncology Unit, Instituto Alexander Fleming, Buenos Aires, Argentina
| | - Sandra Franco
- GIGA/TERA Research Group, CTIC/Universidad El Bosque, Bogotá, Colombia
- Breast Cancer Unit, Luis Carlos Sarmiento Angulo Cancer Treatment and Research Center (CTIC), Bogotá, Colombia
| | - Luis Raez
- Oncology Department, Memorial Cancer Institute (MCI), Memorial Healthcare System, Miami, FL, USA
| | - Christian Rolfo
- Center for Thoracic Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Natalia Sánchez
- GIGA/TERA Research Group, CTIC/Universidad El Bosque, Bogotá, Colombia
- Institute of Research, Science and Education, Luis Carlos Sarmiento Angulo Cancer Treatment and Research Center (CTIC), Bogotá, Colombia
| | - Andrés Felipe Cardona
- GIGA/TERA Research Group, CTIC/Universidad El Bosque, Bogotá, Colombia.
- Thoracic Oncology Unit, Luis Carlos Sarmiento Angulo Cancer Treatment and Research Center (CTIC), Bogotá, Colombia.
- Institute of Research, Science and Education, Luis Carlos Sarmiento Angulo Cancer Treatment and Research Center (CTIC), Bogotá, Colombia.
- Direction of Research and Education, Luis Carlos Sarmiento Angulo Cancer Treatment and Research Center (CTIC), Cra. 14 #169-49, Bogotá, Colombia.
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Sun XY, Wang CQ, Mao Y, Zhang ZQ, Cui J, Dong XN, Wang HB. Prognostic value and distribution pattern of tumor infiltrating lymphocytes and their subsets in distant metastases of advanced breast cancer. Clin Breast Cancer 2024; 24:e167-e176. [PMID: 38212189 DOI: 10.1016/j.clbc.2023.12.011] [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: 08/26/2023] [Revised: 11/09/2023] [Accepted: 12/29/2023] [Indexed: 01/13/2024]
Abstract
BACKGROUND There are significant correlations between the levels of tumor infiltrating lymphocytes (TILs) and the prognosis of primary breast cancer. While little is known about immunological mechanisms in the distant metastasis of advanced breast cancer. PATIENTS AND METHODS A total of 106 patients with advanced metastatic breast cancer were enrolled in this study between 2016 and 2022. Hematoxylin and eosin staining and immunohistochemistry were used to assess the densities of stromal TILs (sTILs), intratumoral TILs (iTILs) and invasive marginal TILs (imTILs) and CD4+, CD8+, CD20+, FOXP3+ TILs in the primary tumor and metastasis (bone, lung, liver, and distant lymph node) of advanced breast cancer. RESULTS Higher levels of sTILs at metastatic sites were associated with better progression-free survival (PFS), postmetastasis survival (PMS) and overall survival (OS) (p = .026, .001 and .005, respectively). The levels of iTILs were significantly lower than those of sTILs and imTILs in both primary tumor (p< .001, both) and metastasis (p< .001, both). The level of CD4+ T cells was higher than those of CD8+ T cells and CD20+ B cells in both primary tumor (p < .001) and metastasis (p < .001). The levels of sTILs (p=0. 001) and imTILs (p< .001) in the primary tumor were generally higher than those in the metastasis. CONCLUSION The levels of TILs and their subsets can predict the survival and prognosis of patients with advanced breast cancer. The distributions of TILs and their subsets are similar between the primary tumor and metastasis. The metastases have a lower degree of lymphocytes infiltration than its corresponding primary tumor.
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Affiliation(s)
- Xin-Yi Sun
- Department of Breast Surgery, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, PR China
| | - Cheng-Qin Wang
- Department of Pathology, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, PR China
| | - Yan Mao
- Department of Breast Surgery, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, PR China
| | - Zhen-Qi Zhang
- Department of Pathology, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, PR China
| | - Jian Cui
- Department of Breast Surgery, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, PR China
| | - Xian-Ning Dong
- Department of Pathology, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, PR China
| | - Hai-Bo Wang
- Department of Breast Surgery, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, PR China.
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10
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Lee TH, Kim H, Kim YJ, Park WY, Park W, Cho WK, Kim N. Implication of Pre- and Post-radiotherapy ctDNA Dynamics in Patients with Residual Triple-Negative Breast Cancer at Surgery after Neoadjuvant Chemotherapy: Findings from a Prospective Observational Study. Cancer Res Treat 2024; 56:531-537. [PMID: 37946409 PMCID: PMC11016633 DOI: 10.4143/crt.2023.996] [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: 08/31/2023] [Accepted: 11/09/2023] [Indexed: 11/12/2023] Open
Abstract
PURPOSE This study aims to determine the association between pre- and postoperative radiotherapy (PORT) circulating tumor DNA (ctDNA) dynamics and oncological outcomes in patients with residual triple-negative breast cancer who underwent surgery after neoadjuvant chemotherapy (NAC). MATERIALS AND METHODS Between March 2019 and July 2020, 11 nonmetastatic patients with residual disease who underwent surgery after NAC were prospectively enrolled. In each patient, tumor specimens obtained during surgery and blood samples collected at three time points during PORT (T0: pre-PORT, T1: 3 weeks after PORT, T2: 1 month after PORT) were sequenced, targeting 38 cancer-related genes. Disease-free survival (DFS) was evaluated and the association between DFS and ctDNA dynamics was analyzed. RESULTS At T0, ctDNA was detected in three (27.2%) patients. The ctDNA dynamics were as follows: two showed a decreasing ctDNA variant allele frequency (VAF) and reached zero VAF at T2, while one patient exhibited an increasing VAF during PORT and maintained an elevated VAF at T2. After a median follow-up of 48 months, two patients experienced distant metastasis without any locoregional failures. All failures occurred in patients with ctDNA positivity at T0 and a decreased VAF after PORT. The 4-year DFS rates according to the T0 ctDNA status were 67% (positive ctDNA) and 100% (negative ctDNA) (p=0.032). CONCLUSION More than a quarter of the patients with residual disease after post-NAC surgery exhibited pre-PORT ctDNA positivity, and ctDNA positivity was associated with poor DFS. For patients with pre-PORT ctDNA positivity, the administration of a more effective systemic treatment should be considered.
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Affiliation(s)
- Tae Hoon Lee
- Department of Radiation Oncology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Haeyoung Kim
- Department of Radiation Oncology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Yeon Jeong Kim
- Samsung Genome Institute, Samsung Medical Center, Seoul, Korea
| | - Woong-Yang Park
- Samsung Genome Institute, Samsung Medical Center, Seoul, Korea
- Department of Molecular Cell Biology, Sungkyunkwan University School of Medicine, Suwon, Korea
| | - Won Park
- Department of Radiation Oncology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Won Kyung Cho
- Department of Radiation Oncology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Nalee Kim
- Department of Radiation Oncology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
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11
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Chen B, Wu H, Fang Y, Huang G, Guo C, Chen C, He L, Chen Z, Hou X, Li C, Wu J. Prognostic implication of novel immune-related signature in breast cancer. Medicine (Baltimore) 2024; 103:e37065. [PMID: 38335435 PMCID: PMC10860943 DOI: 10.1097/md.0000000000037065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Revised: 12/28/2023] [Accepted: 01/04/2024] [Indexed: 02/12/2024] Open
Abstract
Checkpoint inhibitor therapy has become increasingly important and has been endorsed as a treatment regimen in breast cancer. But benefits were limited to a small proportion of patients. We aimed to develop an improved signature on the basis of immune genes for detection of potential benefit from immunotherapy. Gene expression data of patients with breast cancer initially extracted from The Cancer Genome Atlas were analyzed. Ten genes were selected from the interaction of differentially expressed genes as well as immune-related genes to develop a survival signature. We compared the high-risk and low-risk groups by gene set enrichment analysis, immune infiltration, checkpoint molecule expression and immunophenoscore. Ten genes were extracted from interactions of differentially expressed and immune-related genes. The immune risk score was determined on the basis of the Cox regression coefficient of hub genes and validated with the GSE96058 dataset. Immune cell infiltrates, including CD8 + T cells, plasma cells, follicular helper T cells, CD4 + memory T cells, M1 macrophages, regulatory T cells and resting NK cells, were more highly infiltrated in the high-risk group as compared to the low-risk group. Checkpoint molecules, including CTLA-4, PD-L1, TIM-3, VISTA, ICOS, PD-1, and PD-L2, were expressed at markedly lower levels in the high-risk group as compared to the low-risk group. Immunophenoscores, as a surrogate of response to immune checkpoint therapy, was observed significant lower in the high-risk group. The 10-gene prognostic signature could identify patients' survival and was correlated with the biomarkers of immune checkpoint inhibitor therapy, which may guide precise therapeutic decisions in clinical practice.
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Affiliation(s)
- Bingfeng Chen
- The Breast Center, Cancer Hospital of Shantou University Medical College, Shantou, Guangdong, P.R. China
| | - Haoming Wu
- The Breast Center, Cancer Hospital of Shantou University Medical College, Shantou, Guangdong, P.R. China
| | - Yutong Fang
- The Breast Center, Cancer Hospital of Shantou University Medical College, Shantou, Guangdong, P.R. China
| | - Guangsheng Huang
- The Breast Center, Cancer Hospital of Shantou University Medical College, Shantou, Guangdong, P.R. China
| | - Cuiping Guo
- The Breast Center, Cancer Hospital of Shantou University Medical College, Shantou, Guangdong, P.R. China
| | - Chunfa Chen
- The Breast Center, Cancer Hospital of Shantou University Medical College, Shantou, Guangdong, P.R. China
| | - Lifang He
- The Breast Center, Cancer Hospital of Shantou University Medical College, Shantou, Guangdong, P.R. China
| | - Zexiao Chen
- The Breast Center, Cancer Hospital of Shantou University Medical College, Shantou, Guangdong, P.R. China
| | - Xiangling Hou
- Faculty of Science and Technology, BNU-HKBU United International College, Zhuhai, Guangdong Province, China
| | - Cheukfai Li
- Department of Breast Cancer, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong Province, China
| | - Jundong Wu
- The Breast Center, Cancer Hospital of Shantou University Medical College, Shantou, Guangdong, P.R. China
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12
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Jääskeläinen MM, Tumelius R, Hämäläinen K, Rilla K, Oikari S, Rönkä A, Selander T, Mannermaa A, Tiainen S, Auvinen P. High Numbers of CD163+ Tumor-Associated Macrophages Predict Poor Prognosis in HER2+ Breast Cancer. Cancers (Basel) 2024; 16:634. [PMID: 38339385 PMCID: PMC10854814 DOI: 10.3390/cancers16030634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2023] [Revised: 01/22/2024] [Accepted: 01/30/2024] [Indexed: 02/12/2024] Open
Abstract
Tumor-associated macrophages (TAMs) are associated with a poor outcome in breast cancer (BC), but their prognostic value in different BC subtypes has remained somewhat unclear. Here, we investigated the prognostic value of M2-like TAMs (CD163+) and all TAMs (CD68+) in a patient cohort of 278 non-metastatic BC patients, half of whom were HER2+ (n = 139). The survival endpoints investigated were overall survival (OS), breast cancer-specific survival (BCSS) and disease-free survival (DFS). In the whole patient cohort (n = 278), a high CD163+ TAM count and a high CD68+ TAM count were associated with a worse outcome (p ≤ 0.023). In HER2+ BC, a high CD163+ TAM count was an independent factor for a poor prognosis across all the investigated survival endpoints (p < 0.001). The prognostic effect was evident in both the HER2+/hormone receptor-positive (p < 0.001) and HER2+/hormone receptor-negative (p ≤ 0.012) subgroups and regardless of the provision of adjuvant trastuzumab (p ≤ 0.002). In HER2-negative BC, the CD163+ TAM count was not significantly associated with survival. These results suggest that a high CD163+ TAM count predicts an inferior outcome, especially in HER2+ BC patients, and as adjuvant trastuzumab did not overcome the poor prognostic effect, combination treatments including therapies targeting the macrophage function could represent an effective therapeutic approach in HER2+ BC.
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Affiliation(s)
- Minna M. Jääskeläinen
- Cancer Center, Kuopio University Hospital, Wellbeing Services County of North Savo, 70029 Kuopio, Finland
- Institute of Clinical Medicine, University of Eastern Finland, 70211 Kuopio, Finland
| | - Ritva Tumelius
- Kuopio Center for Gene and Cell Therapy, 70210 Kuopio, Finland
| | - Kirsi Hämäläinen
- Institute of Clinical Medicine, Clinical Pathology and Forensic Medicine, University of Eastern Finland, 70211 Kuopio, Finland
- Imaging Center, Clinical Pathology, Kuopio University Hospital, Wellbeing Services County of North Savo, 70029 Kuopio, Finland
- Biocenter Kuopio and Cancer Center of Eastern Finland, University of Eastern Finland, 70211 Kuopio, Finland
| | - Kirsi Rilla
- Institute of Biomedicine, University of Eastern Finland, 70211 Kuopio, Finland
| | - Sanna Oikari
- Institute of Biomedicine, University of Eastern Finland, 70211 Kuopio, Finland
| | - Aino Rönkä
- Cancer Center, Kuopio University Hospital, Wellbeing Services County of North Savo, 70029 Kuopio, Finland
- Institute of Clinical Medicine, University of Eastern Finland, 70211 Kuopio, Finland
| | - Tuomas Selander
- Science Services Center, Kuopio University Hospital, Wellbeing Services County of North Savo, 70029 Kuopio, Finland
| | - Arto Mannermaa
- Institute of Clinical Medicine, Clinical Pathology and Forensic Medicine, University of Eastern Finland, 70211 Kuopio, Finland
- Biobank of Eastern Finland, Kuopio University Hospital, Wellbeing Services County of North Savo, 700029 Kuopio, Finland
| | - Satu Tiainen
- Cancer Center, Kuopio University Hospital, Wellbeing Services County of North Savo, 70029 Kuopio, Finland
- Institute of Clinical Medicine, University of Eastern Finland, 70211 Kuopio, Finland
| | - Päivi Auvinen
- Cancer Center, Kuopio University Hospital, Wellbeing Services County of North Savo, 70029 Kuopio, Finland
- Institute of Clinical Medicine, University of Eastern Finland, 70211 Kuopio, Finland
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13
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Rodrigues Alves N, Duarte AF, Ribeiro DF, Silva RS, Carvalho BA, Alpuim Costa D. Successful management of bilateral orbital metastases from invasive lobular breast cancer with abemaciclib and letrozole: a case report and literature review. Front Oncol 2024; 14:1286910. [PMID: 38322413 PMCID: PMC10845133 DOI: 10.3389/fonc.2024.1286910] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Accepted: 01/03/2024] [Indexed: 02/08/2024] Open
Abstract
Breast cancer is a significant global health concern, contributing to substantial morbidity and mortality among women. Hormone receptor-positive (HR+)/HER2-negative (HER2-) breast cancer constitutes a considerable proportion of cases, and significant advancements have been made in its management. CDK4/6 inhibitors (CDK4/6is) are a new targeted therapy that has demonstrated efficacy in adjuvant, advanced and metastatic settings. The propensity of lobular breast carcinomas for estrogen-rich sites, such as periocular tissues and orbital fat, may explain their tendency for orbital metastases. Current treatment strategies for these cases are predominantly palliative, and the prognosis remains poor. This article presents a unique case of a 51-year-old female with progressive right periorbital edema, pain, and limited ocular motility. An imaging work-up showed bilateral intra and extraconal orbital infiltration, which was biopsied. The histopathologic analysis disclosed mild chronic inflammatory infiltrate with thickened fibrous tissue and moderately differentiated lobular carcinoma cells, positive for GATA3 and CK7 markers, with 100% of tumor nuclei expressing estrogen receptors (ER+). A systemic evaluation showed a multicentric nodular formation in both breasts. Further diagnostic assessments unveiled an HR+/HER2- bilateral lobular breast carcinoma with synchronous bilateral orbital metastases. Systemic treatment was initiated with abemaciclib 150mg twice daily and letrozole 2.5mg once a day. However, this regimen was interrupted due to toxicity. After two weeks, treatment was resumed with a reduced abemaciclib dose (100mg twice daily) alongside letrozole, with a reasonable tolerance. Nearly two years after the initial diagnosis of inoperable metastatic cancer, the patient remains on the same systemic treatment regimen with no signs of invasive disease. This case report is the first of a patient presenting with bilateral orbital metastases from bilateral lobular breast cancer, showing an impressive and sustained response to a first-line treatment regimen combining abemaciclib and letrozole. A literature review on bilateral orbital metastases from breast cancer is also presented.
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Affiliation(s)
- Nuno Rodrigues Alves
- Department of Ophthalmology, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal
- Department of Ophthalmology, Unidade Local de Saúde de São José, Lisbon, Portugal
| | - Ana Filipa Duarte
- Department of Ophthalmology, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal
- Department of Ophthalmology, Unidade Local de Saúde de São José, Lisbon, Portugal
- Department of Ophthalmology, Hospital CUF Descobertas, Lisbon, Portugal
| | | | - Rita Sousa Silva
- Department of Ophthalmology, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal
- Department of Ophthalmology, Unidade Local de Saúde de São José, Lisbon, Portugal
- Department of Ophthalmology, Hospital Lusíadas de Lisboa, Lisbon, Portugal
| | - Bruno Almeida Carvalho
- Department of Ophthalmology, Hospital CUF Descobertas, Lisbon, Portugal
- Deparment of Ophthalmology, Clínica de São João de Deus, Lisbon, Portugal
| | - Diogo Alpuim Costa
- Department of Haematology and Oncology, CUF Oncologia, Lisbon, Portugal
- Department of Medical Oncology, Hospital de Cascais, Cascais, Portugal
- NOVA Medical School (NMS), Faculdade de Ciências Médicas (FCM), Universidade NOVA de Lisboa (UNL), Lisbon, Portugal
- Department of Medical Oncology, AIM Cancer Center, Lisbon, Portugal
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14
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Fujiki Y, Kashiwaba M, Sato M, Kawano J, Teraoka M, Kanemitsu S, Rai Y, Taira T, Sagara Y, Ohi Y, Jo U, Lee YW, Lee SB, Gong G, Shin YK, Kwon MJ, Sagara Y. Long-term prognostic value of the GenesWell BCT score in Asian women with hormone receptor-positive/HER2-negative early breast cancer. Breast Cancer 2024; 31:31-41. [PMID: 37812303 PMCID: PMC10764379 DOI: 10.1007/s12282-023-01509-7] [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: 06/12/2023] [Accepted: 09/24/2023] [Indexed: 10/10/2023]
Abstract
BACKGROUND Accurate prediction of the risk of recurrence is crucial for optimal treatment decisions in hormone receptor (HR)-positive/human epidermal growth factor receptor 2 (HER2)-negative early breast cancer. The GenesWell BCT is a molecular assay to predict the 10-year risk of distant metastasis. In this study, we evaluated the long-term prognostic value of the GenesWell BCT assay. METHODS The BCT score was assessed in patients with HR-positive/HER2-negative early breast cancer who did not receive chemotherapy. We compared the 15-year distant metastasis-free survival (DMFS) between risk groups classified based on the BCT score. The risk of early (0-5 years) and late (5-15 years) recurrence was evaluated based on the BCT score classification. RESULTS According to the BCT score, 366 patients from Japan and Korea were categorized as BCT low risk (83.6%) and high risk (16.4%) for distant metastasis. Median follow-up time was 17.4 years. The 15-year DMFS rate was significantly lower in the BCT high-risk group (63.3%) than in the BCT low-risk group (93.6%) (P < 0.001). The BCT risk group was an independent prognostic factor for 15-year DMFS (hazard ratio, 4.59; 95% confidence interval 2.13-9.88; P < 0.001). Furthermore, the BCT score was a significant predictor of late recurrence (5-15 years) in patients aged ≤ 50 years and those aged > 50 years, and added prognostic information to traditional clinical prognostic factors. CONCLUSION The BCT score can identify patients at low risk for recurrence who may not require adjuvant chemotherapy or extended endocrine therapy, regardless of age.
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Affiliation(s)
- Yoshitaka Fujiki
- Department of Breast and Endocrine Surgical Oncology, Hakuaikai Social Medical Corporation, Sagara Hospital, 3-28 Matsubara, Kagoshima, 892-0098, Japan
| | - Masahiro Kashiwaba
- Department of Breast and Endocrine Surgical Oncology, Hakuaikai Social Medical Corporation, Sagara Hospital, 3-28 Matsubara, Kagoshima, 892-0098, Japan
| | - Mutsumi Sato
- Department of Breast and Endocrine Surgical Oncology, Hakuaikai Social Medical Corporation, Sagara Hospital, 3-28 Matsubara, Kagoshima, 892-0098, Japan
| | - Junko Kawano
- Department of Breast and Endocrine Surgical Oncology, Hakuaikai Social Medical Corporation, Sagara Hospital, 3-28 Matsubara, Kagoshima, 892-0098, Japan
| | - Megumi Teraoka
- Department of Breast and Endocrine Surgical Oncology, Hakuaikai Social Medical Corporation, Sagara Hospital, 3-28 Matsubara, Kagoshima, 892-0098, Japan
| | - Shuichi Kanemitsu
- Department of Breast and Endocrine Surgical Oncology, Hakuaikai Social Medical Corporation, Sagara Hospital, 3-28 Matsubara, Kagoshima, 892-0098, Japan
| | - Yoshiaki Rai
- Department of Breast and Endocrine Surgical Oncology, Hakuaikai Social Medical Corporation, Sagara Hospital, 3-28 Matsubara, Kagoshima, 892-0098, Japan
| | - Tetsuhiko Taira
- Department of Medical Oncology, Hakuaikai Social Medical Corporation, Sagara Hospital, Kagoshima, Japan
| | - Yoshiaki Sagara
- Department of Radiology, Hakuaikai Social Medical Corporation, Sagara Hospital, Kagoshima, Japan
| | - Yasuyo Ohi
- Department of Pathology, Hakuaikai Social Medical Corporation, Sagara Hospital, Kagoshima, Japan
| | - Uiree Jo
- Department of Pathology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
| | - Young-Won Lee
- Division of Breast Surgery, Department of Surgery, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
| | - Sae Byul Lee
- Division of Breast Surgery, Department of Surgery, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
| | - Gyungyub Gong
- Department of Pathology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
| | - Young Kee Shin
- Laboratory of Molecular Pathology and Cancer Genomics, Research Institute of Pharmaceutical Sciences and College of Pharmacy, Seoul National University, Seoul, Republic of Korea
- Department of Molecular Medicine and Biopharmaceutical Sciences, Graduate School of Convergence Science and Technology, Seoul National University, Seoul, Republic of Korea
| | - Mi Jeong Kwon
- Vessel-Organ Interaction Research Center, College of Pharmacy, Kyungpook National University, 80 Daehak-Ro, Buk-Gu, Daegu, 41566, Republic of Korea.
- BK21 FOUR Community-Based Intelligent Novel Drug Discovery Education Unit, College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, Republic of Korea.
| | - Yasuaki Sagara
- Department of Breast and Endocrine Surgical Oncology, Hakuaikai Social Medical Corporation, Sagara Hospital, 3-28 Matsubara, Kagoshima, 892-0098, Japan.
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15
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Sii S, Polyakov A, Rozen G, Agresta F, Stern K. Controlled ovarian hyperstimulation in breast cancer patients: Does oestrogen receptor status make a difference? Aust N Z J Obstet Gynaecol 2023; 63:774-779. [PMID: 37317583 DOI: 10.1111/ajo.13721] [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: 12/20/2022] [Accepted: 06/01/2023] [Indexed: 06/16/2023]
Abstract
BACKGROUND The presence of different breast cancer receptor status may impact ovarian stimulation outcomes. AIM To study the association between oestrogen receptor (ER) status in breast cancer patients and fertility preservation outcomes in a major tertiary referral centre. MATERIALS AND METHODS Women who underwent fertility preservation following the diagnosis of breast cancer from 2008 to 2018 were included in the study. Patient age, ovarian stimulation parameters and laboratory outcomes were recorded and compared between the ER positive and negative groups. The primary outcome was total number of oocytes frozen. Secondary outcomes included total number of oocytes collected, mature oocytes, and embryos frozen. RESULTS The women included in the study (n = 214) were analysed in the following groups based on their fertility preservation method: oocyte freezing (n = 131), embryo freezing (n = 70), and both embryo and oocyte freezing (n = 13). There was an increase in the mean (but not mature) number of oocytes frozen (12.4 and 9.2, P-value = 0.03) favouring the ER positive group, even though the women in this group were older (35.0 and 33.4, P-value of 0.03). There is no difference in the starting follicle-stimulating hormone dose, duration of stimulation, mature oocytes collected, and embryos frozen in both groups. CONCLUSION Patients with ER positive breast cancer may have more positive ovarian stimulation outcomes.
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Affiliation(s)
| | - Alex Polyakov
- Royal Women's Hospital, Melbourne, Victoria, Australia
| | - Genia Rozen
- Royal Women's Hospital, Melbourne, Victoria, Australia
| | | | - Kate Stern
- Royal Women's Hospital, Melbourne, Victoria, Australia
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16
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D’Onofrio A, Engelbrecht S, Läppchen T, Rominger A, Gourni E. GRPR-targeting radiotheranostics for breast cancer management. Front Med (Lausanne) 2023; 10:1250799. [PMID: 38020178 PMCID: PMC10657217 DOI: 10.3389/fmed.2023.1250799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 10/12/2023] [Indexed: 12/01/2023] Open
Abstract
Breast Cancer (BC) is the most common cancer worldwide and, despite the advancements made toward early diagnosis and novel treatments, there is an urgent need to reduce its mortality. The Gastrin-Releasing Peptide Receptor (GRPR) is a promising target for the development of theranostic radioligands for luminal BC with positive estrogen receptor (ER) expression, because GRPR is expressed not only in primary lesions but also in lymph nodes and distant metastasis. In the last decades, several GRPR-targeting molecules have been evaluated both at preclinical and clinical level, however, most of the studies have been focused on prostate cancer (PC). Nonetheless, given the relevance of non-invasive diagnosis and potential treatment of BC through Peptide Receptor Radioligand Therapy (PRRT), this review aims at collecting the available preclinical and clinical data on GRPR-targeting radiopeptides for the imaging and therapy of BC, to better understand the current state-of-the-art and identify future perspectives and possible limitations to their clinical translation. In fact, since luminal-like tumors account for approximately 80% of all BC, many BC patients are likely to benefit from the development of GRPR-radiotheranostics.
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Affiliation(s)
| | | | | | | | - Eleni Gourni
- Department of Nuclear Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
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17
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Dong H, Su X, Li X, Fu P, Tan L. Adjuvant chemotherapy for pT1-3N0-1 breast cancer patients with HR+, HER2- subtype: a propensity-score matched study with competing risk analysis. J Cancer Res Clin Oncol 2023; 149:12637-12646. [PMID: 37442867 DOI: 10.1007/s00432-023-05124-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Accepted: 07/04/2023] [Indexed: 07/15/2023]
Abstract
OBJECTIVE To wholly evaluate the prognostic value of CHT for pT1-3N0-1 breast cancer patients with HR+, HER2- subtype using the Surveillance, Epidemiology, and End Results (SEER) database. METHOD A total of 126,102 eligible cases diagnosed between January 2010 and December 2018 were included in the SEER database. A propensity-score matched (PSM) study with competing risk analysis was conducted. The Kaplan-Meier method was used to visualize the survival disparities between chemotherapy (CHT) and no CHT groups. The cumulative incidences of different subgroups were compared by Fine-Gray's test. RESULTS Before PSM, patients in the CHT group had worse OS and CSS (both P < 0.001). After PSM, we were surprised that patients in the CHT group had a better OS than those in the no CHT group (HR 0.74, 95% CI 0.68-0.80, P < 0.001), while no significant survival disparities were observed for CSS (HR 1.00, 95% CI 0.89-1.12, P = 0.952). In the competing risk analysis, the OS disparities between the CHT and no CHT groups were mainly attributed to deaths of other causes (subdistribution HR [95% CI] 0.50 [0.44-0.57]). After adjusting for other competitive risk events, there was no significant difference in cumulative death risk of breast cancer between the CHT and no CHT groups (subdistribution HR [95% CI] 1.01 [0.90-0.1.13]). CONCLUSION The present study is the first, to our knowledge, to wholly evaluate the prognostic value of CHT for pT1-3N0-1 breast cancer patients with HR+, HER2- subtype using a propensity-score matched study with competing risk analysis. All pT1-3N0-1 breast cancer patients with HR+, HER2- subtype do not benefit from CHT. Genetic testing may be the only effective tool to determine the need for CHT at the present.
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Affiliation(s)
- Hong Dong
- Department of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, Hubei, China
| | - Xinyu Su
- Department of Thyroid and Breast Surgery, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430014, Hubei, China
| | - Xun Li
- Department of Thyroid and Breast Surgery, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430014, Hubei, China
| | - Peng Fu
- Department of Thyroid and Breast Surgery, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430014, Hubei, China
| | - Lun Tan
- Department of Cardiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, Hubei, China.
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Verspoor FGM, Hannink G, Parry M, Jeys L, Stevenson JD. The Importance of Awaiting Biopsy Results in Solitary Pathological Proximal Femoral Fractures : Do We Need to Biopsy Solitary Pathological Fractures? Ann Surg Oncol 2023; 30:7882-7891. [PMID: 37505350 PMCID: PMC10562502 DOI: 10.1245/s10434-023-13931-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Accepted: 06/28/2023] [Indexed: 07/29/2023]
Abstract
BACKGROUND The optimal surgical treatment for patients presenting with (impending and complete) pathological proximal femoral fractures is predicated on prognosis. Guidelines recommend a preoperative biopsy to exclude sarcomas, however no evidence confirms a benefit. OBJECTIVE This study aimed to describe the diagnostic accuracy, morbidity and sarcoma incidence of biopsy results in these patients. MATERIAL AND METHODS All patients (n = 153) presenting with pathological proximal femoral fractures between 2000 and 2019 were retrospectively evaluated. Patients after inadvertent surgery (n = 25) were excluded. Descriptive statistics were used to evaluate the accuracy and morbidity of diagnostic biopsies. RESULTS Of 112/128 patients who underwent biopsy, nine (8%) biopsies were unreliable either due to being inconclusive (n = 5) or because the diagnosis changed after resection (n = 4). Of impending fractures, 32% fractured following needle core biopsy. Median time from diagnosis to surgery was 30 days (interquartile range 21-46). The overall biopsy positive predictive value (PPV) to differentiate between sarcoma and non-sarcoma was 1.00 (95% confidence interval [CI] 0.88-1.00). In patients with a previous malignancy (n = 24), biopsy (n = 23) identified the diagnosis in 83% (PPV 0.91, 95% CI 0.71-0.99), of whom five (24%) patients had a new diagnosis. In patients without a history of cancer (n = 61), final diagnosis included carcinomas (n = 24, 39.3%), sarcomas (n = 24, 39.3%), or hematological malignancies (n = 13, 21.3%). Biopsy (n = 58) correctly identified the diagnosis in 66% of patients (PPV 0.80, 95% CI 0.67-0.90). CONCLUSION This study confirms the importance of a preoperative biopsy in solitary pathological proximal femoral fractures due to the risk of sarcoma in patients with and without a history of cancer. However, biopsy delays the time to definite surgery, results can be inconclusive or false, and it risks completion of impending fractures.
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Affiliation(s)
- Floortje G. M. Verspoor
- Department of Oncology, Royal Orthopaedic Hospital, Birmingham, UK
- Amsterdam UMC, Department of Orthopaedic Surgery, University of Amsterdam, Amsterdam Movement Sciences, Amsterdam, The Netherlands
| | - Gerjon Hannink
- Department of Operating Rooms, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Michael Parry
- Department of Oncology, Royal Orthopaedic Hospital, Birmingham, UK
- Aston University, Birmingham, UK
| | - Lee Jeys
- Department of Oncology, Royal Orthopaedic Hospital, Birmingham, UK
- Aston University, Birmingham, UK
| | - Jonathan D. Stevenson
- Department of Oncology, Royal Orthopaedic Hospital, Birmingham, UK
- Aston University, Birmingham, UK
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19
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Huang PY, Tsai MY, Huang JS, Lin PY, Chou CP. Contrast-enhanced ultrasound-guided biopsy of suspicious breast lesions on contrast-enhanced mammography and contrast-enhanced MRI: a case series. J Med Ultrason (2001) 2023; 50:521-529. [PMID: 37493921 DOI: 10.1007/s10396-023-01345-4] [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: 03/20/2023] [Accepted: 06/25/2023] [Indexed: 07/27/2023]
Abstract
PURPOSE To assess the effectiveness of contrast-enhanced ultrasound (CEUS) in guiding biopsies of breast lesions that were detected on contrast-enhanced mammography (CEM) or contrast-enhanced breast MRI (CE-MRI) but were not clearly visible on B-mode ultrasound (B-US). METHODS In this study, 23 lesions in 16 patients were selected for CEUS-guided biopsy due to poor visualization on B-US despite being detected on CEM (n = 20) or CE-MRI (n = 3). B-US, color Doppler ultrasound (CDUS), and CEUS were used to visualize the suspicious lesions, followed by a CEUS-guided core needle biopsy using Sonazoid as the contrast agent. The accuracy of the biopsy was assessed based on pathology-radiology concordance and 12-month imaging follow-up. The conspicuity scores for lesion visualization were evaluated using a 5-point conspicuity scale agreed upon by two breast radiologists. RESULTS The enhancing lesions detected on CEM/CE-MRI had an average size of 1.6 ± 1.3 cm and appeared as mass-enhancing (61%) or non-mass-enhancing (39%). The lesions had mean conspicuity scores of 2.30 on B-US, 2.78 on CDUS, and 4.61 on CEUS, with 96% of the lesions showing contrast enhancement on CEUS. CEUS-guided biopsy showed increased visibility in 96% and 91% of the lesions compared to B-US and CDUS, respectively. The overall accuracy of CEUS-guided biopsy was 100% based on concordance with histology and 12-month follow-up. CONCLUSIONS CEUS enhances the visibility of suspicious CEM/CE-MRI lesions that are poorly visible on B-US during biopsy procedures.
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Affiliation(s)
- Pi-Yi Huang
- Department of Radiology, Kaohsiung Veterans General Hospital, 386 Ta-Chung 1st Rd, Kaohsiung, 813, Taiwan, ROC
| | - Meng-Yuan Tsai
- Department of Radiology, Kaohsiung Veterans General Hospital, 386 Ta-Chung 1st Rd, Kaohsiung, 813, Taiwan, ROC
| | - Jer-Shyung Huang
- Department of Radiology, Kaohsiung Veterans General Hospital, 386 Ta-Chung 1st Rd, Kaohsiung, 813, Taiwan, ROC
| | - Pei-Ying Lin
- Department of Radiology, Kaohsiung Veterans General Hospital, 386 Ta-Chung 1st Rd, Kaohsiung, 813, Taiwan, ROC
| | - Chen-Pin Chou
- Department of Radiology, Kaohsiung Veterans General Hospital, 386 Ta-Chung 1st Rd, Kaohsiung, 813, Taiwan, ROC.
- Department of Medical Laboratory Sciences and Biotechnology, Fooyin University, Kaohsiung, Taiwan, ROC.
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20
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Wang H, Liu B, Long J, Yu J, Ji X, Li J, Zhu N, Zhuang X, Li L, Chen Y, Liu Z, Wang S, Zhao S. Integrative analysis identifies two molecular and clinical subsets in Luminal B breast cancer. iScience 2023; 26:107466. [PMID: 37636034 PMCID: PMC10448479 DOI: 10.1016/j.isci.2023.107466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Revised: 01/30/2023] [Accepted: 07/21/2023] [Indexed: 08/29/2023] Open
Abstract
Comprehensive multiplatform analysis of Luminal B breast cancer (LBBC) specimens identifies two molecularly distinct, clinically relevant subtypes: Cluster A associated with cell cycle and metabolic signaling and Cluster B with predominant epithelial mesenchymal transition (EMT) and immune response pathways. Whole-exome sequencing identified significantly mutated genes including TP53, PIK3CA, ERBB2, and GATA3 with recurrent somatic mutations. Alterations in DNA methylation or transcriptomic regulation in genes (FN1, ESR1, CCND1, and YAP1) result in tumor microenvironment reprogramming. Integrated analysis revealed enriched biological pathways and unexplored druggable targets (cancer-testis antigens, metabolic enzymes, kinases, and transcription regulators). A systematic comparison between mRNA and protein displayed emerging expression patterns of key therapeutic targets (CD274, YAP1, AKT1, and CDH1). A potential ceRNA network was developed with a significantly different prognosis between the two subtypes. This integrated analysis reveals a complex molecular landscape of LBBC and provides the utility of targets and signaling pathways for precision medicine.
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Affiliation(s)
- Huina Wang
- School of Software Engineering, Faculty of Information Technology, Beijing University of Technology, Beijing 100124, China
| | - Bo Liu
- School of Mathematical and Computational Sciences, Massey University, Palmerston North 4472, New Zealand
| | - Junqi Long
- School of Software Engineering, Faculty of Information Technology, Beijing University of Technology, Beijing 100124, China
| | - Jiangyong Yu
- Department of Medical Oncology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing 100730, China
| | - Xinchan Ji
- School of Software Engineering, Faculty of Information Technology, Beijing University of Technology, Beijing 100124, China
| | - Jinmeng Li
- School of Software Engineering, Faculty of Information Technology, Beijing University of Technology, Beijing 100124, China
| | - Nian Zhu
- School of Software Engineering, Faculty of Information Technology, Beijing University of Technology, Beijing 100124, China
| | - Xujie Zhuang
- School of Software Engineering, Faculty of Information Technology, Beijing University of Technology, Beijing 100124, China
| | - Lujia Li
- School of Software Engineering, Faculty of Information Technology, Beijing University of Technology, Beijing 100124, China
| | - Yuhaoran Chen
- School of Software Engineering, Faculty of Information Technology, Beijing University of Technology, Beijing 100124, China
| | - Zhidong Liu
- Department of Thoracic Surgery, Beijing Tuberculosis and Thoracic Tumor Research Institute/Beijing Chest Hospital, Capital Medical University, Beijing 101149, China
| | - Shu Wang
- Breast Disease Center, Peking University People’s Hospital, Peking University, Beijing 100044, China
| | - Shuangtao Zhao
- Department of Thoracic Surgery, Beijing Tuberculosis and Thoracic Tumor Research Institute/Beijing Chest Hospital, Capital Medical University, Beijing 101149, China
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Sassi F, Rekaya MB, Belarbi A, Chilla D, Mansouri N, Achouri L, Saied E, Kassa R, Kacem LB, Ouezani M, Debabeche N, Rebhi F, Rammeh S. Pathologically confirmed women's breast cancer: A descriptive study of Tunisian and Algerian series. Cancer Rep (Hoboken) 2023; 6 Suppl 1:e1818. [PMID: 37092543 PMCID: PMC10440841 DOI: 10.1002/cnr2.1818] [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: 08/27/2022] [Revised: 03/22/2023] [Accepted: 03/27/2023] [Indexed: 04/25/2023] Open
Abstract
BACKGROUND Breast cancer (BC) is the most frequent malignancy among women in Tunisia and Algeria. Clinical and pathological characteristics of this cancer among these populations are not widely reported. The aim of the study was to report clinical and pathological characteristics of women's BC in a Tunisian and Algerian series. METHODS Pathologically confirmed 1089 BCs were gathered in the pathology departments of three Northern Tunisian hospitals: Tunis military, Charles Nicolle and Jendouba and in the pathology department of Alger Douera hospital between January 2015 and December 2020. Clinical and pathological findings of the two series: age, tumor size, histological type, grading according to Scarff-Bloom Richardson grading system, lymph node status at the time of diagnosis in axillary lymphadenectomy specimens and the immunohistochemical expression of estrogen and progesterone receptors (ER/PR), HER2 and Ki-67, were collected from the pathological reports. RESULTS The median age at diagnosis was 50 and 48 years in Tunisian and Algerian series, respectively (p = 0.016). The diagnosis of BC was made on surgical specimens (lumpectomy or mastectomy) in 373/491 (76%) cases of the Tunisian series and in 225/598 (37.6%) cases of the Algerian one. Median tumor size was 2.8 cm and 2.5 cm in Algerian and Tunisian series, respectively (p = 0.252). Invasive BCs not otherwise specified was observed in 440/481 (91.5%) BCs in Tunisian series and in 519/586 (88.6%) BCs in Algerian series. Axillary lymph node positive tumors were observed in 64.6% and 58.8% of Tunisian and Algerian women, respectively (p = 0.926). BCs were ER positive in 311/385 (80.8%) and 486/571 (85.1%) cases and HER2 positive in 86/283 (30.4%) and 60/385 (15.6%) cases of Tunisian and Algerian series, respectively. CONCLUSIONS In Tunisia and Algeria, BC has poor prognostic factors with large tumor sizes and high rates of lymph nodes involvement at diagnosis.
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Affiliation(s)
- Farah Sassi
- Department of Pathology, Charles Nicolle Hospital Tunis, UR17ES15, Faculté de Médecine de TunisUniversité de Tunis El ManarTunisTunisia
| | - Meriem Ben Rekaya
- Department of Pathology, Charles Nicolle Hospital Tunis, UR17ES15, Faculté de Médecine de TunisUniversité de Tunis El ManarTunisTunisia
| | - Ayed Belarbi
- Department of Pathology, Douéra Hospital, Laboratoire de Recherche polymorphisme génétique No. 18Université d'Alger 1Alger CentreAlgeria
| | - Dalia Chilla
- Department of Pathology, Douéra Hospital, Laboratoire de Recherche polymorphisme génétique No. 18Université d'Alger 1Alger CentreAlgeria
| | - Nada Mansouri
- Department of PathologyMilitary HospitalTunisTunisia
| | - Leila Achouri
- Department of Surgical OncologyRegional Hospital of JendoubaJendoubaTunisia
| | - Essia Saied
- Department of Pathology, Charles Nicolle Hospital Tunis, UR17ES15, Faculté de Médecine de TunisUniversité de Tunis El ManarTunisTunisia
| | - Reda Kassa
- Department of Pathology, Douéra Hospital, Laboratoire de Recherche polymorphisme génétique No. 18Université d'Alger 1Alger CentreAlgeria
| | - Linda Belhaj Kacem
- Department of Pathology, Charles Nicolle Hospital Tunis, UR17ES15, Faculté de Médecine de TunisUniversité de Tunis El ManarTunisTunisia
| | - Manel Ouezani
- Department of Pathology, Douéra Hospital, Laboratoire de Recherche polymorphisme génétique No. 18Université d'Alger 1Alger CentreAlgeria
| | - Nadjiba Debabeche
- Department of Pathology, Douéra Hospital, Laboratoire de Recherche polymorphisme génétique No. 18Université d'Alger 1Alger CentreAlgeria
| | - Fatima Rebhi
- Department of Pathology, Douéra Hospital, Laboratoire de Recherche polymorphisme génétique No. 18Université d'Alger 1Alger CentreAlgeria
| | - Soumaya Rammeh
- Department of Pathology, Charles Nicolle Hospital Tunis, UR17ES15, Faculté de Médecine de TunisUniversité de Tunis El ManarTunisTunisia
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22
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Ba R, Wang X, Zhang Z, Li Q, Sun Y, Zhang J, Wu D. Diffusion-time dependent diffusion MRI: effect of diffusion-time on microstructural mapping and prediction of prognostic features in breast cancer. Eur Radiol 2023; 33:6226-6237. [PMID: 37071169 DOI: 10.1007/s00330-023-09623-y] [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: 07/03/2022] [Revised: 12/14/2022] [Accepted: 02/14/2023] [Indexed: 04/19/2023]
Abstract
OBJECTIVES This study aimed to evaluate the effect of achievable td on the accuracy of microstructural mapping based on simulation and patient experiments, and investigate the feasibility of td-dMRI in distinguishing prognostic factors in breast cancer patients. METHODS Simulation was performed using different td settings. Patients with breast cancer were enrolled prospectively between November 2020 and January 2021, who underwent oscillating and pulsed gradient encoded dMRI on a 3-T scanner using short-/long-td protocol with oscillating frequency up to 50/33 Hz. Data were fitted with a two-compartment model to estimate cell diameter (d), intracellular fraction (fin), and diffusivities. Estimated microstructural markers were used to differentiate immunohistochemical receptor status and the presence of lymph node (LN), which were correlated with histopathological measurements. RESULTS Simulation results showed that d fitted from the short-td protocol significantly reduced estimation error than those from long-td (2.07 ± 1.51% versus 3.05 ± 1.92%, p < 0.0001) while the estimation error of fin was robust to different protocols. Among a total of 37 breast cancer patients, the estimated d was significantly higher in HER2-positive and LN-positive (p < 0.05) groups compared to their negative counterparts only using the short-td protocol. Histopathological validation in a subset of 6 patients with whole slide images showed the estimated d was highly correlated with measurements from H&E staining (r = 0.84, p = 0.03) only using the short-td protocol. CONCLUSIONS The results indicated the necessity of short-td for accurate microstructural mapping in breast cancer. The current td-dMRI with a total acquisition time of 4.5 min showed its potential in the diagnosis of breast cancer. KEY POINTS • Short td is important for accurate microstructural mapping in breast cancer using the td-dMRI technique, based on simulation and histological validation. • The 4.5-min td-dMRI protocol showed potential clinical value for breast cancer, given the difference in cell diameter between HER2/LN positive and negative groups.
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Affiliation(s)
- Ruicheng Ba
- Key Laboratory for Biomedical Engineering of Ministry of Education, Department of Biomedical Engineering, College of Biomedical Engineering & Instrument Science, Zhejiang University, Room 525, Zhou Yiqing Building, Yuquan Campus, Hangzhou, 310027, China
| | - Xiaoxia Wang
- Department of Radiology, Chongqing University Cancer Hospital, Chongqing, 400030, China
| | - Zelin Zhang
- Key Laboratory for Biomedical Engineering of Ministry of Education, Department of Biomedical Engineering, College of Biomedical Engineering & Instrument Science, Zhejiang University, Room 525, Zhou Yiqing Building, Yuquan Campus, Hangzhou, 310027, China
| | - Qing Li
- MR Collaborations, Siemens Healthineers Ltd., Shanghai, China
| | - Yi Sun
- MR Collaborations, Siemens Healthineers Ltd., Shanghai, China
| | - Jiuquan Zhang
- Department of Radiology, Chongqing University Cancer Hospital, Chongqing, 400030, China.
| | - Dan Wu
- Key Laboratory for Biomedical Engineering of Ministry of Education, Department of Biomedical Engineering, College of Biomedical Engineering & Instrument Science, Zhejiang University, Room 525, Zhou Yiqing Building, Yuquan Campus, Hangzhou, 310027, China.
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23
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Saastad SA, Skjervold AH, Ytterhus B, Engstrøm MJ, Bofin AM. PD-L1 protein expression in breast cancer. J Clin Pathol 2023:jcp-2023-208942. [PMID: 37553245 DOI: 10.1136/jcp-2023-208942] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Accepted: 07/26/2023] [Indexed: 08/10/2023]
Abstract
AIMS The immune checkpoint marker, Programmed cell death-ligand 1 (PD-L1), is expressed by both cancer epithelial cells and tumour-infiltrating immune cells (TICs) thus constituting a potential target for immunotherapy. This is of particular interest in triple negative breast cancer. In this study, we assessed the prognostic value of PD-L1 expression in tumour epithelial cells and TICs in a series of patients with breast cancer with long-term follow-up, and associations between PD-L1 expression and histopathological type and grade, proliferation and molecular subtype. METHODS Using immunohistochemistry for PD-L1 in tissue microarrays, we assessed PD-L1 expression in 821 tumours. Expression of PD-L1 was assessed separately in the epithelial and stromal compartments and classified as <1%, ≥1% to <10% or ≥10% positive staining cells. We correlated PD-L1 expression in tumour epithelial cells and TICs with tumour characteristics using Pearson's χ2 test, and prognosis by cumulative incidence of death from breast cancer and Cox regression analyses. RESULTS We found membranous staining in ≥1% of tumour epithelial cells in 53/821 cases (6.5%). Of these, 21 (2.6%) were ≥10%. Among TICs, staining (≥1%) was seen in 144/821 cases (17.6%). Of these, 62 were ≥10% (7.6%). PD-L1 was associated with high histopathological grade and proliferation, and the medullary and metaplastic patterns. In TICs, PD-L1 ≥1% found in 22/34 (34.4%) human epidermal growth factor receptor 2 type and 29/58 (50%) basal phenotype. An independent association between PD-L1 expression and prognosis was not observed. CONCLUSIONS PD-L1 is expressed more frequently in TICs than tumour epithelial cells. Expression in TICs is associated with aggressive tumour characteristics and non-luminal tumours but not with prognosis.
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Affiliation(s)
- Sigurd A Saastad
- Department of Clinical and Molecular Medicine, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway
| | - Anette H Skjervold
- Department of Clinical and Molecular Medicine, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway
| | - Borgny Ytterhus
- Department of Clinical and Molecular Medicine, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway
| | - Monica Jernberg Engstrøm
- Department of Clinical and Molecular Medicine, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway
- Department of Sugrery, St. Olav's Hospital Trondheim University Hospital, Trondheim, Norway
| | - Anna M Bofin
- Department of Clinical and Molecular Medicine, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway
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Yang L, Zheng L, Kong F, Tian X, Zhang S, Pu P. Efficacy and safety of pyrotinib in combination with albumin‑bound paclitaxel for the treatment of HER2‑positive advanced breast cancer: A real‑world study. Oncol Lett 2023; 26:312. [PMID: 37332328 PMCID: PMC10272970 DOI: 10.3892/ol.2023.13898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 05/05/2023] [Indexed: 06/20/2023] Open
Abstract
The present study aimed to determine the efficacy and safety of pyrotinib in combination with albumin-bound paclitaxel in patients with HER2-positive advanced breast cancer (ABC). A total of 48 patients diagnosed with HER2-positive ABC were included in the present study, and these patients were prescribed a combination of pyrotinib and albumin-bound paclitaxel in routine clinical practice. During a 21-day cycle, the standard dosage of pyrotinib was 400 mg single dose/day, which was administered orally, and 130 mg/m2/day albumin-bound paclitaxel on days 1, 8 and 15, which was administered by intravenous drip. The primary efficacy endpoint was progression-free survival (PFS) and the secondary efficacy endpoint was overall response rate (ORR), which was defined as the percentage of patients with complete remission or partial remission. Safety indicators were also observed in the present study. The results of the present study demonstrated that the median PFS (mPFS) was 8.1 months for all patients, ranging from 3.3-10.6 months. Patients receiving pyrotinib as second-line therapy exhibited a longer mPFS of 8.5 months compared with those receiving it as third- or higher-line therapy (mPFS, 5.9 months). In 17 patients with brain metastases, mPFS was 7.3 months, ranging from 4.8-10.1 months. The results of the present study also demonstrated that the ORR for the 48 patients was 33.3%. Notably, diarrhea was the most common grade 3-4 adverse event, occurring in 22.9% of patients, followed by neutropenia (6.3%), leukopenia (4.2%) and anemia (4.2%). Collectively, the results of the present study indicated that pyrotinib-based treatment is effective for patients with HER2+ ABC, including those who have previously been treated with trastuzumab. Thus, the combination of pyrotinib with albumin-bound paclitaxel is recommended due to high levels of efficacy, convenience and tolerability.
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Affiliation(s)
- Lixian Yang
- Department of Breast Surgery, Xingtai People's Hospital, Xingtai, Hebei 054000, P.R. China
| | - Lei Zheng
- Department of Breast Surgery, Xingtai People's Hospital, Xingtai, Hebei 054000, P.R. China
| | - Fanting Kong
- Department of Breast Surgery, Xingtai People's Hospital, Xingtai, Hebei 054000, P.R. China
| | - Xinli Tian
- Medical Research Center, Xingtai Medical College, Xingtai, Hebei 054000, P.R. China
| | - Shiyu Zhang
- Department of Breast Surgery, Xingtai People's Hospital, Xingtai, Hebei 054000, P.R. China
| | - Pengpeng Pu
- Department of Breast Surgery, Xingtai People's Hospital, Xingtai, Hebei 054000, P.R. China
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Rangan R, Kanetkar SR, Bhosale SJ, Mane DA, Patil NJ, Gudur RA. Assessment of Intratumoural and Stromal Infiltrating Lymphocytes In The Various Subtypes of Breast Carcinoma Patients who have Received Neoadjuvant Chemotherapy. Asian Pac J Cancer Prev 2023; 24:2347-2352. [PMID: 37505765 PMCID: PMC10676494 DOI: 10.31557/apjcp.2023.24.7.2347] [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: 02/07/2023] [Accepted: 07/05/2023] [Indexed: 07/29/2023] Open
Abstract
BACKGROUND Breast cancer comprises a highly heterogeneous subset of tumours that respond well to Neoadjuvant Chemotherapy (NAC). Tumour Infiltrating Lymphocytes (TIL) act as a means to an end by shedding light on the treatment response as well as predictive factors to the clinicopathological features for the same. Therefore, this article attempts to shift the attention to the relevance of TIL in the aforementioned aspects by bringing to notice the contrasting traits displayed by them in the different immunohistochemical subtypes of breast carcinoma. MATERIALS AND METHODS 75 triple-negative breast cancer (TNBC) patients, 25 human epidermal growth factor receptor (HER2BC) positive patients and 77 hormone receptor (HRBC) positive breast cancer patients were included in this study who received NAC before surgical excision of the tumour which was then stained using routine Haematoxylin and Eosin techniques. Standardised guidelines were used to evaluate TIL in the stroma and the tumour. RESULTS In TNBC, a significant association between Intratumoural (IT) TIL (p=0.0288) and Intrastromal (IS) TIL (p=0.0250) with pathological complete response (pCR). IS TIL and age at operation (p=0.0494) showed significant values but no correlation was found with IT TIL. In HER2BC, IS TIL revealed a significant association with the tumour response(p=0.0229). A strong association was found between IT TIL and the age of menopause(p=0.0441). In HRBC, no significant associations were found between IT and IS TIL scores and the clinicopathological features. CONCLUSION The predictive factors of TIL and complete response post-neoadjuvant chemotherapy can be a strong indicative factor for immunohistochemical markers. It also helps throw light on further studies which can be carried out to determine the clinicopathological features and TIL correlation in the various subtypes of breast carcinoma.
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Affiliation(s)
- Rahul Rangan
- Department of Pathology, Krishna Institute of Medical Sciences, Karad, Maharashtra, India.
| | - Sujata R. Kanetkar
- Department of Pathology, Krishna Institute of Medical Sciences, Karad, Maharashtra, India.
| | - Suresh J. Bhosale
- Department of Surgery, Krishna Institute of Medical Sciences, Karad, Maharashtra, India.
| | - Dhirajkumar A. Mane
- Directorate of Research Office, Krishna Institute of Medical Sciences, Karad, Maharashtra, India.
| | - Nanda J. Patil
- Department of Pathology, Krishna Institute of Medical Sciences, Karad, Maharashtra, India.
| | - Rashmi A Gudur
- Department of Oncology, Krishna Institute of Medical Sciences, Karad, Maharashtra, India.
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Restrepo-Mejía M, Guarín-García AM, Bonilla-Sepúlveda ÓA, Rincón-Medina M, Barrera-Arenas LM. Tumor response to neoadjuvant chemotherapy in molecular breast cancer subtypes in Medellin, Colombia. Retrospective cohort study. REVISTA COLOMBIANA DE OBSTETRICIA Y GINECOLOGIA 2023; 74:143-152. [PMID: 37523685 PMCID: PMC10419873 DOI: 10.18597/rcog.3925] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2022] [Accepted: 06/09/2023] [Indexed: 08/02/2023]
Abstract
Objectives To describe the frequency of clinical and pathological response in different molecular subtypes of breast cancer, in patients receiving prior neoadjuvant chemotherapy. Materials and methods Descriptive retrospective cohort. The study population consisted of women 18 years of age and older with a histological diagnosis of invasive breast cancer stages IIA, IIB, IIIA, IIIB and IIIC, with a classification by molecular subtypes, who had received prior neoadjuvant chemotherapy, seen at a high complexity clinic in Medellin (Colombia), between July 1, 2017, and July 30, 2019. We measured age clinical stage, histological characteristics, molecular classification, and complete clinical and pathological responses by molecular subtype. A descriptive analysis was conducted. Results Overall, 255 patients met the inclusion criteria. Mean age was 55.2 years; the clinical stages with the highest prevalence were IIIB (28.6 %) and IIB (26.3 %), and the most frequent by histologic grading were grades 3 (48.2 %) and 2 (37.3 %). Frequency by molecular types was as follows: luminal A (10.2 %), HER2-negative luminal B (39.6 %), triple-negative (23.1%), HER2-positive luminal B (13.7 %), and pure HER2 (13.3 %). Complete clinical response following chemotherapy, by molecular type, was as follows: luminal A (26.9 %), HER2-negative luminal B (37.6 %), HER2-positive luminal B (48.6 %), pure HER2 (41.2 %), triple-negative (45.8 %). Complete pathological response by molecular subtype was achieved in the luminal A (19.2 %), HER2-negative luminal B (32.7 %), HER2-positive luminal B (54.3 %), pure HER2 (50 %) and triple-negative (42.4 %) subtypes. Conclusions In clinical practice, breast cancer classification by molecular subtypes is a means to approach the assess the to neoadjuvant chemotherapy. Prospective studies are needed in the region in order to determine the ability to predict overall and disease-free survival based on the complete pathologic response.
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Yu K, Basu A, Yau C, Wolf DM, Goodarzi H, Bandyopadhyay S, Korkola JE, Hirst GL, Asare S, DeMichele A, Hylton N, Yee D, Esserman L, van ‘t Veer L, Sirota M. Computational drug repositioning for the identification of new agents to sensitize drug-resistant breast tumors across treatments and receptor subtypes. Front Oncol 2023; 13:1192208. [PMID: 37384294 PMCID: PMC10294228 DOI: 10.3389/fonc.2023.1192208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Accepted: 05/25/2023] [Indexed: 06/30/2023] Open
Abstract
Introduction Drug resistance is a major obstacle in cancer treatment and can involve a variety of different factors. Identifying effective therapies for drug resistant tumors is integral for improving patient outcomes. Methods In this study, we applied a computational drug repositioning approach to identify potential agents to sensitize primary drug resistant breast cancers. We extracted drug resistance profiles from the I-SPY 2 TRIAL, a neoadjuvant trial for early stage breast cancer, by comparing gene expression profiles of responder and non-responder patients stratified into treatments within HR/HER2 receptor subtypes, yielding 17 treatment-subtype pairs. We then used a rank-based pattern-matching strategy to identify compounds in the Connectivity Map, a database of cell line derived drug perturbation profiles, that can reverse these signatures in a breast cancer cell line. We hypothesize that reversing these drug resistance signatures will sensitize tumors to treatment and prolong survival. Results We found that few individual genes are shared among the drug resistance profiles of different agents. At the pathway level, however, we found enrichment of immune pathways in the responders in 8 treatments within the HR+HER2+, HR+HER2-, and HR-HER2- receptor subtypes. We also found enrichment of estrogen response pathways in the non-responders in 10 treatments primarily within the hormone receptor positive subtypes. Although most of our drug predictions are unique to treatment arms and receptor subtypes, our drug repositioning pipeline identified the estrogen receptor antagonist fulvestrant as a compound that can potentially reverse resistance across 13/17 of the treatments and receptor subtypes including HR+ and triple negative. While fulvestrant showed limited efficacy when tested in a panel of 5 paclitaxel resistant breast cancer cell lines, it did increase drug response in combination with paclitaxel in HCC-1937, a triple negative breast cancer cell line. Conclusion We applied a computational drug repurposing approach to identify potential agents to sensitize drug resistant breast cancers in the I-SPY 2 TRIAL. We identified fulvestrant as a potential drug hit and showed that it increased response in a paclitaxel-resistant triple negative breast cancer cell line, HCC-1937, when treated in combination with paclitaxel.
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Affiliation(s)
- Katharine Yu
- Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA, United States
| | - Amrita Basu
- Department of Surgery, University of California, San Francisco, San Francisco, CA, United States
| | - Christina Yau
- Department of Surgery, University of California, San Francisco, San Francisco, CA, United States
| | - Denise M. Wolf
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, United States
| | - Hani Goodarzi
- University of California, San Francisco, San Francisco, CA, United States
| | | | - James E. Korkola
- Oregon Health and Science University, Portland, OR, United States
| | - Gillian L. Hirst
- Department of Surgery, University of California, San Francisco, San Francisco, CA, United States
| | - Smita Asare
- Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA, United States
- QuantumLeap Healthcare Collaborative, San Francisco, CA, United States
| | | | - Nola Hylton
- University of California, San Francisco, San Francisco, CA, United States
| | - Douglas Yee
- University of Minnesota, Minneapolis, MN, United States
| | - Laura Esserman
- Department of Surgery, University of California, San Francisco, San Francisco, CA, United States
| | - Laura van ‘t Veer
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, United States
| | - Marina Sirota
- Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA, United States
- Department of Pediatrics, University of California, San Francisco, San Francisco, CA, United States
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Zarean Shahraki S, Azizmohammad Looha M, Mohammadi kazaj P, Aria M, Akbari A, Emami H, Asadi F, Akbari ME. Time-related survival prediction in molecular subtypes of breast cancer using time-to-event deep-learning-based models. Front Oncol 2023; 13:1147604. [PMID: 37342184 PMCID: PMC10277681 DOI: 10.3389/fonc.2023.1147604] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 05/19/2023] [Indexed: 06/22/2023] Open
Abstract
Background Breast cancer (BC) survival prediction can be a helpful tool for identifying important factors selecting the effective treatment reducing mortality rates. This study aims to predict the time-related survival probability of BC patients in different molecular subtypes over 30 years of follow-up. Materials and methods This study retrospectively analyzed 3580 patients diagnosed with invasive breast cancer (BC) from 1991 to 2021 in the Cancer Research Center of Shahid Beheshti University of Medical Science. The dataset contained 18 predictor variables and two dependent variables, which referred to the survival status of patients and the time patients survived from diagnosis. Feature importance was performed using the random forest algorithm to identify significant prognostic factors. Time-to-event deep-learning-based models, including Nnet-survival, DeepHit, DeepSurve, NMLTR and Cox-time, were developed using a grid search approach with all variables initially and then with only the most important variables selected from feature importance. The performance metrics used to determine the best-performing model were C-index and IBS. Additionally, the dataset was clustered based on molecular receptor status (i.e., luminal A, luminal B, HER2-enriched, and triple-negative), and the best-performing prediction model was used to estimate survival probability for each molecular subtype. Results The random forest method identified tumor state, age at diagnosis, and lymph node status as the best subset of variables for predicting breast cancer (BC) survival probabilities. All models yielded very close performance, with Nnet-survival (C-index=0.77, IBS=0.13) slightly higher using all 18 variables or the three most important variables. The results showed that the Luminal A had the highest predicted BC survival probabilities, while triple-negative and HER2-enriched had the lowest predicted survival probabilities over time. Additionally, the luminal B subtype followed a similar trend as luminal A for the first five years, after which the predicted survival probability decreased steadily in 10- and 15-year intervals. Conclusion This study provides valuable insight into the survival probability of patients based on their molecular receptor status, particularly for HER2-positive patients. This information can be used by healthcare providers to make informed decisions regarding the appropriateness of medical interventions for high-risk patients. Future clinical trials should further explore the response of different molecular subtypes to treatment in order to optimize the efficacy of breast cancer treatments.
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Affiliation(s)
- Saba Zarean Shahraki
- Department of Health Information Technology and Management, School of Allied Medical Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Mehdi Azizmohammad Looha
- Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Pooya Mohammadi kazaj
- Geographic Information Systems Department, Faculty of Geodesy and Geomatics Engineering, K. N. Toosi University of Technology, Tehran, Iran
| | - Mehrad Aria
- Faculty of Information Technology and Computer Engineering, Azarbaijan Shahid Madani University, Tehran, Iran
| | - Atieh Akbari
- Cancer Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Hassan Emami
- Department of Health Information Technology and Management, School of Allied Medical Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Farkhondeh Asadi
- Department of Health Information Technology and Management, School of Allied Medical Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
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Wu Y, Li Z, Wedn AM, Casey AN, Brown D, Rao SV, Omarjee S, Hooda J, Carroll JS, Gertz J, Atkinson JM, Lee AV, Oesterreich S. FOXA1 Reprogramming Dictates Retinoid X Receptor Response in ESR1-Mutant Breast Cancer. Mol Cancer Res 2023; 21:591-604. [PMID: 36930833 PMCID: PMC10239325 DOI: 10.1158/1541-7786.mcr-22-0516] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Revised: 01/27/2023] [Accepted: 03/15/2023] [Indexed: 03/19/2023]
Abstract
Estrogen receptor alpha (ER/ESR1) mutations occur in 30% to 40% of endocrine resistant ER-positive (ER+) breast cancer. Forkhead box A1 (FOXA1) is a key pioneer factor mediating ER-chromatin interactions and endocrine response in ER+ breast cancer, but its role in ESR1-mutant breast cancer remains unclear. Our previous FOXA1 chromatin immunoprecipitation sequencing (ChIP-seq) identified a large portion of redistributed binding sites in T47D genome-edited Y537S and D538G ESR1-mutant cells. Here, we further integrated FOXA1 genomic binding profile with the isogenic ER cistrome, accessible genome, and transcriptome data of T47D cell model. FOXA1 redistribution was significantly associated with transcriptomic alterations caused by ESR1 mutations. Furthermore, in ESR1-mutant cells, FOXA1-binding sites less frequently overlapped with ER, and differential gene expression was less associated with the canonical FOXA1-ER axis. Motif analysis revealed a unique enrichment of retinoid X receptor (RXR) motifs in FOXA1-binding sites of ESR1-mutant cells. Consistently, ESR1-mutant cells were more sensitive to growth stimulation with the RXR agonist LG268. The mutant-specific response was dependent on two RXR isoforms, RXR-α and RXR-β, with a stronger dependency on the latter. In addition, T3, the agonist of thyroid receptor (TR) also showed a similar growth-promoting effect in ESR1-mutant cells. Importantly, RXR antagonist HX531 blocked growth of ESR1-mutant cells and a patient-derived xenograft (PDX)-derived organoid with an ESR1 D538G mutation. Collectively, our data support the evidence for a stronger RXR response associated with FOXA1 reprograming in ESR1-mutant cells, suggesting development of therapeutic strategies targeting RXR pathways in breast tumors with ESR1 mutation. IMPLICATIONS It provides comprehensive characterization of the role of FOXA1 in ESR1-mutant breast cancer and potential therapeutic strategy through blocking RXR activation.
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Affiliation(s)
- Yang Wu
- School of Medicine, Tsinghua University, Beijing, China
- Women’s Cancer Research Center, UPMC Hillman Cancer Center, Magee-Womens Research Institute, Pittsburgh PA, USA
| | - Zheqi Li
- Women’s Cancer Research Center, UPMC Hillman Cancer Center, Magee-Womens Research Institute, Pittsburgh PA, USA
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, Pittsburgh PA, USA
| | - Abdalla M. Wedn
- Women’s Cancer Research Center, UPMC Hillman Cancer Center, Magee-Womens Research Institute, Pittsburgh PA, USA
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, Pittsburgh PA, USA
| | - Allison N. Casey
- Women’s Cancer Research Center, UPMC Hillman Cancer Center, Magee-Womens Research Institute, Pittsburgh PA, USA
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, Pittsburgh PA, USA
| | - Daniel Brown
- Institute for Precision Medicine, University of Pittsburgh, Pittsburgh PA, USA
| | - Shalini V. Rao
- Cancer Research UK, Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Soleilmane Omarjee
- Cancer Research UK, Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Jagmohan Hooda
- Women’s Cancer Research Center, UPMC Hillman Cancer Center, Magee-Womens Research Institute, Pittsburgh PA, USA
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, Pittsburgh PA, USA
| | - Jason S. Carroll
- Cancer Research UK, Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Jason Gertz
- Department of Oncological Sciences, University of Utah, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Jennifer M. Atkinson
- Women’s Cancer Research Center, UPMC Hillman Cancer Center, Magee-Womens Research Institute, Pittsburgh PA, USA
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, Pittsburgh PA, USA
- Institute for Precision Medicine, University of Pittsburgh, Pittsburgh PA, USA
| | - Adrian V. Lee
- Women’s Cancer Research Center, UPMC Hillman Cancer Center, Magee-Womens Research Institute, Pittsburgh PA, USA
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, Pittsburgh PA, USA
- Institute for Precision Medicine, University of Pittsburgh, Pittsburgh PA, USA
| | - Steffi Oesterreich
- Women’s Cancer Research Center, UPMC Hillman Cancer Center, Magee-Womens Research Institute, Pittsburgh PA, USA
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, Pittsburgh PA, USA
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Kumar N, Gann PH, McGregor SM, Sethi A. Quantification of subtype purity in Luminal A breast cancer predicts clinical characteristics and survival. Breast Cancer Res Treat 2023:10.1007/s10549-023-06961-9. [PMID: 37209182 DOI: 10.1007/s10549-023-06961-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2023] [Accepted: 04/26/2023] [Indexed: 05/22/2023]
Abstract
PURPOSE PAM50 profiling assigns each breast cancer to a single intrinsic subtype based on a bulk tissue sample. However, individual cancers may show evidence of admixture with an alternate subtype that could affect prognosis and treatment response. We developed a method to model subtype admixture using whole transcriptome data and associated it with tumor, molecular, and survival characteristics for Luminal A (LumA) samples. METHODS We combined TCGA and METABRIC cohorts and obtained transcriptome, molecular, and clinical data, which yielded 11,379 gene transcripts in common and 1,178 cases assigned to LumA. We used semi-supervised non-negative matrix factorization (ssNMF) to compute the subtype admixture proportions of the four major subtypes-pLumA, pLumB, pHER2, and pBasal-for each case and measured associations with tumor characteristics, molecular features, and survival. RESULTS Luminal A cases in the lowest versus highest quartile for pLumA transcriptomic proportion had a 27% higher prevalence of stage > 1, nearly a threefold higher prevalence of TP53 mutation, and a hazard ratio of 2.08 for overall mortality. We found positive associations between pHER2 and HER2 positivity by IHC or FISH; between pLumB and PR negativity; and between pBasal and younger age, node positivity, TP53 mutation, and EGFR expression. Predominant basal admixture, in contrast to predominant LumB or HER2 admixture, was not associated with shorter survival. CONCLUSION Bulk sampling for genomic analyses provides an opportunity to expose intratumor heterogeneity, as reflected by subtype admixture. Our results elucidate the striking extent of diversity among LumA cancers and suggest that determining the extent and type of admixture holds promise for refining individualized therapy. LumA cancers with a high degree of basal admixture appear to have distinct biological characteristics that warrant further study.
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Affiliation(s)
- Neeraj Kumar
- Alberta Machine Intelligence Institute, Edmonton, AB, Canada
| | - Peter H Gann
- Department of Pathology, College of Medicine, University of Illinois Cancer Center, University of Illinois at Chicago, Chicago, IL, USA.
| | - Stephanie M McGregor
- Department of Pathology and Laboratory Medicine, University of Wisconsin Carbone Cancer Center, University of Wisconsin-Madison, Madison, WI, USA
| | - Amit Sethi
- Department of Pathology, College of Medicine, University of Illinois Cancer Center, University of Illinois at Chicago, Chicago, IL, USA
- Department of Electrical Engineering, Indian Institute of Technology Bombay, Mumbai, India
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Shi D, Li Y, Liang X, Chen L. Cost-effectiveness of sacituzumab govitecan in hormone receptor-positive/human epidermal growth factor receptor 2-negative metastatic breast cancer. Front Oncol 2023; 13:1162360. [PMID: 37251935 PMCID: PMC10213649 DOI: 10.3389/fonc.2023.1162360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 05/02/2023] [Indexed: 05/31/2023] Open
Abstract
Background The efficiency and safety of sacituzumab govitecan (SG) for the therapy of hormone receptor-positive (HR+)/human epidermal receptor 2-negative (HER2-) metastatic breast cancer (BC) has been demonstrated. The aim of this study is to evaluate its cost-effectiveness on HR+/HER2- metastatic BC from the third-party payer perspective in the United States. Methods We performed the cost-effectiveness of SG and chemotherapy using a partitioned survival model. TROPiCS-02 provided clinical patients for this study. We evaluated the robustness of this study by one-way and probabilistic sensitivity analyses. Subgroup analyses were also conducted. The outcomes were costs, life-years, quality-adjusted life years (QALYs), incremental cost-effectiveness ratio (ICER), incremental net health benefit (INHB), and incremental net monetary benefit (INMB). Results SG treatment was related to an increase of 0.284 life years and 0.217 QALYs over chemotherapy, as well as a cost increase of $132,689, reaching an ICER of $612,772/QALY. The INHB was -0.668 QALYs, and the INMB was -$100,208. SG was not cost-effective at the willingness to pay (WTP) threshold of $150,000/QALY. The outcomes were sensitive to patient body weight and cost of SG. SG may be cost-effective at the WTP threshold of $150,000/QALY if the price is less than $3.997/mg or the weight of patients is under 19.88 kg. Based on the subgroup analysis, SG did not prove cost-effective in all subgroups at the WTP threshold of $150,000/QALY. Conclusion From a third-party payer standpoint in the United States, SG was not cost-effective, even though it had a clinically significant advantage over chemotherapy for the treatment of HR+/HER2- metastatic BC. The cost-effectiveness of SG can be improved if the price is substantially reduced.
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Affiliation(s)
- Demin Shi
- Department of Reproductive Medicine, The People’s Hospital of Hechi, Hechi, Guangxi, China
| | - Yan Li
- Department of Pharmacy, Guangxi Academy of Medical Sciences and the People’s Hospital of Guangxi Zhuang Autonomous Region, Nanning, Guangxi, China
| | - Xueyan Liang
- Department of Pharmacy, Guangxi Academy of Medical Sciences and the People’s Hospital of Guangxi Zhuang Autonomous Region, Nanning, Guangxi, China
| | - Lingyuan Chen
- Department of Pharmacy, The People’s Hospital of Hechi, Hechi, Guangxi, China
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Zhao M, Hanson KA, Zhang Y, Zhou A, Cha-Silva AS. Place in Therapy of Cyclin-Dependent Kinase 4/6 Inhibitors in Breast Cancer: A Targeted Literature Review. Target Oncol 2023; 18:327-358. [PMID: 37074594 DOI: 10.1007/s11523-023-00957-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/02/2023] [Indexed: 04/20/2023]
Abstract
Cyclin-dependent kinase 4 and 6 inhibitors (CDK4/6i) are the preferred regimen for patients with hormone receptor-positive and human epidermal growth factor receptor 2-negative (HR+/HER2-) advanced or metastatic breast cancer. However, the optimal treatment sequencing for CDK4/6i with other available therapeutic options is unclear. We conducted a targeted literature review to identify the current evidence on CDK4/6i treatment patterns in patients with breast cancer. The search was initially conducted in October 2021 and subsequently updated in October 2022. Biomedical databases and gray literature were searched, and bibliographies of included reviews were screened for relevant studies. The search identified ten reviews published since 2021 and 87 clinical trials or observational studies published since 2015. The included reviews discussed CDK4/6i usage with or without endocrine therapy (ET) in first-line and second-line treatment for patients with HR+/HER2- advanced or metastatic breast cancer, followed by ET, chemotherapy, or targeted therapy with ET. Clinical studies reported similar treatment sequences consisting of ET, chemotherapy, or targeted therapy with ET prior to CDK4/6i with ET, followed by ET monotherapy, chemotherapy, targeted therapy with ET, or continued CDK4/6i with ET. Current evidence suggests CDK4/6i are effective for HR+/HER2- advanced or metastatic breast cancer in earlier lines of therapy. Efficacy of CDK4/6i as measured by progression-free survival and overall survival was similar within a line of therapy regardless of the type of prior therapy. Survival on different post-CDK4/6i treatments was also similar within the same line of therapy. Additional research is needed to investigate the optimal place in therapy of CDK4/6i and the sequencing of treatments following progression on CDK4/6i.
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Affiliation(s)
- Melody Zhao
- EVERSANA, 113-3228 South Service Road, Burlington, ON, L9N 3H8, Canada.
| | | | - Yixie Zhang
- EVERSANA, 113-3228 South Service Road, Burlington, ON, L9N 3H8, Canada
| | - Anna Zhou
- EVERSANA, 113-3228 South Service Road, Burlington, ON, L9N 3H8, Canada
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Chen B, Zhang X, Liu Y, Wang C. Prognostic disparities in young patients based on breast cancer subtype: A population-based study from the SEER database. Medicine (Baltimore) 2023; 102:e33416. [PMID: 37000095 PMCID: PMC10063271 DOI: 10.1097/md.0000000000033416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 02/24/2023] [Accepted: 03/10/2023] [Indexed: 04/01/2023] Open
Abstract
Triple-negative breast cancer (TNBC) is associated with younger age and worse long-term survival. However, the characteristics and prognosis of different subtypes of breast cancer (BC) in young (<40 years) patients have not yet been elucidated. The present population-based study explored the clinical and pathological characteristics of young TNBC patients and investigated their long-term survival. We enrolled patients from the Surveillance, Epidemiology, and End Results database younger than 40 years of age with primary BC. Cases were defined as patients with TNBC (hormone receptor [HR]-/human epidermal growth factor receptor 2 [HER2]-), and controls were patients with other subtypes of BC (HR-/HER2+, HR+/HER2-, and HR+/HER2+). Demographic, pathological, and radiotherapy, chemotherapy, and surgery data were extracted and the overall survival was the primary endpoint. We enrolled 14,234 young patients with BC in the present study, of whom 2798 (19.7%) had TNBC and 11,436 (80.3%) had another BC subtype. A higher proportion of TNBC patients than non-TNBC patients had a more advanced tumor-node-metastasis stage (II-IV 80.5% vs 73.1%, P < .001), and smaller proportions underwent radiotherapy (50.0% vs 53.3%, P = .002) and surgery (91.8% vs 92.9%, P < .001). TNBC was associated with significantly lower 5-year survival rates than other subtypes among patients with regional node positivity (0, 1-3, 4-9, ≥10: 54.2% vs 57.7%, 44.2% vs 55.9%, 31.0% vs 52.0%, and 27.7% vs 38.8%, P < .001) and those with different lymph node ratios (low, intermediate, high: 50.9% vs 56.0%, 34.6% vs 53.6%, and 24.8% vs 44.8%, P < .001). Our research is the first to investigate the relevant characteristics of young TNBC patients in comparison with those of young non-TNBC patients based on the surveillance, epidemiology, and end results database. We found that young TNBC patients have a higher pathological stage and worse long-term survival than young patients with other BC subtypes. These findings have implications in identifying young patients with TNBC for aggressive therapy and further investigations should be performed to explore new multimodal treatments for such patients.
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Affiliation(s)
- Bing Chen
- Department of Thyroid and Breast Surgery, Xiamen Humanity Hospital Fujian Medical University, Xiamen, China
| | - Xiaojuan Zhang
- Department of Radiology, Xiamen Humanity Hospital Fujian Medical University, Xiamen, China
| | - Yi Liu
- Department of Endoscopy, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, China
| | - Chuandong Wang
- Department of Thyroid and Breast Surgery, Xiamen Humanity Hospital Fujian Medical University, Xiamen, China
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Albi E, Mandarano M, Cataldi S, Ceccarini MR, Fiorani F, Beccari T, Sidoni A, Codini M. The Effect of Cholesterol in MCF7 Human Breast Cancer Cells. Int J Mol Sci 2023; 24:ijms24065935. [PMID: 36983016 PMCID: PMC10052157 DOI: 10.3390/ijms24065935] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Revised: 03/14/2023] [Accepted: 03/18/2023] [Indexed: 03/30/2023] Open
Abstract
In the last decade, cholesterol level has been implicated in several types of cancer, including breast cancer. In the current study, we aimed to investigate the condition of lipid depletion, hypocholesterolemia or hypercholesterolemia reproduced in vitro to analyze the response of different human breast cancer cells. Thus, MCF7 as the luminal A model, MB453 as the HER2 model and MB231 as the triple-negative model were used. No effect on cell growth and viability was detected in MB453 and MB231 cells. In MCF7 cells, hypocholesterolemia (1) reduced cell growth, and Ki67 expression; (2) increased ER/PgR expression; (3) stimulated the 3-Hydroxy-3-Methylglutaryl-CoA reductase and neutral sphingomyelinase and; (4) stimulated the expression of CDKN1A gene coding cyclin-dependent kinase inhibitor 1A protein, GADD45A coding growth arrest and DNA-damage-inducible alpha protein and, PTEN gene coding phosphatase and tensin homolog. All these effects were exacerbated by the lipid-depleted condition and reversed by the hypercholesterolemic condition. The relationship between cholesterol level and sphingomyelin metabolism was demonstrated. In summary, our data suggest that cholesterol levels should be controlled in luminal A breast cancer.
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Affiliation(s)
- Elisabetta Albi
- Department of Pharmaceutical Sciences, University of Perugia, 06126 Perugia, Italy
| | - Martina Mandarano
- Division of Pathological Anatomy and Histology, Department of Experimental Medicine, School of Medicine and Surgery, University of Perugia, 06126 Perugia, Italy
| | - Samuela Cataldi
- Department of Pharmaceutical Sciences, University of Perugia, 06126 Perugia, Italy
| | | | - Federico Fiorani
- Department of Pharmaceutical Sciences, University of Perugia, 06126 Perugia, Italy
| | - Tommaso Beccari
- Department of Pharmaceutical Sciences, University of Perugia, 06126 Perugia, Italy
| | - Angelo Sidoni
- Division of Pathological Anatomy and Histology, Department of Experimental Medicine, School of Medicine and Surgery, University of Perugia, 06126 Perugia, Italy
| | - Michela Codini
- Department of Pharmaceutical Sciences, University of Perugia, 06126 Perugia, Italy
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Simigdala N, Chalari A, Sklirou AD, Chavdoula E, Papafotiou G, Melissa P, Kafalidou A, Paschalidis N, Pateras IS, Athanasiadis E, Konstantopoulos D, Trougakos IP, Klinakis A. Loss of Kmt2c in vivo leads to EMT, mitochondrial dysfunction and improved response to lapatinib in breast cancer. Cell Mol Life Sci 2023; 80:100. [PMID: 36933062 PMCID: PMC10024673 DOI: 10.1007/s00018-023-04734-7] [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: 05/04/2022] [Revised: 01/22/2023] [Accepted: 02/22/2023] [Indexed: 03/19/2023]
Abstract
Deep sequencing of human tumours has uncovered a previously unappreciated role for epigenetic regulators in tumorigenesis. H3K4 methyltransferase KMT2C/MLL3 is mutated in several solid malignancies, including more than 10% of breast tumours. To study the tumour suppressor role of KMT2C in breast cancer, we generated mouse models of Erbb2/Neu, Myc or PIK3CA-driven tumorigenesis, in which the Kmt2c locus is knocked out specifically in the luminal lineage of mouse mammary glands using the Cre recombinase. Kmt2c knock out mice develop tumours earlier, irrespective of the oncogene, assigning a bona fide tumour suppressor role for KMT2C in mammary tumorigenesis. Loss of Kmt2c induces extensive epigenetic and transcriptional changes, which lead to increased ERK1/2 activity, extracellular matrix re-organization, epithelial-to-mesenchymal transition and mitochondrial dysfunction, the latter associated with increased reactive oxygen species production. Loss of Kmt2c renders the Erbb2/Neu-driven tumours more responsive to lapatinib. Publicly available clinical datasets revealed an association of low Kmt2c gene expression and better long-term outcome. Collectively, our findings solidify the role of KMT2C as a tumour suppressor in breast cancer and identify dependencies that could be therapeutically amenable.
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Affiliation(s)
- Nikiana Simigdala
- Present Address: Biomedical Research Foundation Academy of Athens, Athens, Greece
| | - Anna Chalari
- Present Address: Biomedical Research Foundation Academy of Athens, Athens, Greece
| | - Aimilia D. Sklirou
- Department of Cell Biology and Biophysics, Faculty of Biology, National and Kapodistrian University of Athens, Athens, Greece
| | - Evangelia Chavdoula
- Present Address: Biomedical Research Foundation Academy of Athens, Athens, Greece
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH USA
- The Ohio State University Comprehensive Cancer Center-Arthur G. James Cancer Hospital and Richard J. Solove Research Institute, Columbus, OH USA
| | - George Papafotiou
- Present Address: Biomedical Research Foundation Academy of Athens, Athens, Greece
| | - Pelagia Melissa
- Present Address: Biomedical Research Foundation Academy of Athens, Athens, Greece
| | - Aimilia Kafalidou
- Present Address: Biomedical Research Foundation Academy of Athens, Athens, Greece
| | - Nikolaos Paschalidis
- Present Address: Biomedical Research Foundation Academy of Athens, Athens, Greece
| | - Ioannis S. Pateras
- 2nd Department of Pathology, Medical School, “Attikon” University Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | | | | | - Ioannis P. Trougakos
- Department of Cell Biology and Biophysics, Faculty of Biology, National and Kapodistrian University of Athens, Athens, Greece
| | - Apostolos Klinakis
- Present Address: Biomedical Research Foundation Academy of Athens, Athens, Greece
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Murata T, Yoshida M, Shiino S, Ogawa A, Watase C, Satomi K, Jimbo K, Maeshima A, Iwamoto E, Takayama S, Suto A. A prediction model for distant metastasis after isolated locoregional recurrence of breast cancer. Breast Cancer Res Treat 2023; 199:57-66. [PMID: 36869991 PMCID: PMC10147732 DOI: 10.1007/s10549-023-06901-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2022] [Accepted: 02/16/2023] [Indexed: 03/05/2023]
Abstract
PURPOSE The impact of progesterone receptor (PR) status on the prognosis of breast cancer after isolated locoregional recurrence (ILRR) remains unclear. This study evaluated the impact of clinicopathologic factors, including PR status of ILRR, on distant metastasis (DM) after ILRR. METHODS We retrospectively identified 306 patients with ILRR diagnosed at the National Cancer Center Hospital between 1993 and 2021 from the database. Cox proportional hazards analysis was performed to examine factors associated with DM after ILRR. We developed a risk prediction model based on the number of detected risk factors and estimated survival curves using the Kaplan-Meier method. RESULTS During a median follow-up time of 4.7 years after ILRR diagnosis, 86 patients developed DM, and 50 died. Multivariate analysis revealed that seven risk factors were associated with poor distant metastasis-free survival (DMFS): estrogen receptor-positive/PR-negative/human epidermal growth factor receptor 2-negative ILRR, short disease-free interval, recurrence site other than ipsilateral breast, no-resection of ILRR tumor, chemotherapy for the primary tumor, nodal stage in the primary tumor, and no endocrine therapy for ILRR. The predictive model classified patients into 4 groups based on the number of risk factors: low-, intermediate-, high-, and the highest-risk groups with 0 to 1, 2, 3 to 4, and 5 to 7 factors, respectively. This revealed significant variation in DMFS among the groups. A higher number of the risk factors was associated with poorer DMFS. CONCLUSION Our prediction model, which considered the ILRR receptor status, may contribute to the development of a treatment strategy for ILRR.
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Affiliation(s)
- Takeshi Murata
- Department of Breast Surgery, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-Ku, Tokyo, 104-0045, Japan.
| | - Masayuki Yoshida
- Department of Diagnostic Pathology, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-Ku, Tokyo, 104-0045, Japan
| | - Sho Shiino
- Department of Breast Surgery, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-Ku, Tokyo, 104-0045, Japan
| | - Ayumi Ogawa
- Department of Breast Surgery, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-Ku, Tokyo, 104-0045, Japan
| | - Chikashi Watase
- Department of Breast Surgery, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-Ku, Tokyo, 104-0045, Japan
| | - Kaishi Satomi
- Department of Diagnostic Pathology, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-Ku, Tokyo, 104-0045, Japan
| | - Kenjiro Jimbo
- Department of Breast Surgery, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-Ku, Tokyo, 104-0045, Japan
| | - Akiko Maeshima
- Department of Diagnostic Pathology, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-Ku, Tokyo, 104-0045, Japan
| | - Eriko Iwamoto
- Department of Breast Surgery, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-Ku, Tokyo, 104-0045, Japan
| | - Shin Takayama
- Department of Breast Surgery, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-Ku, Tokyo, 104-0045, Japan
| | - Akihiko Suto
- Department of Breast Surgery, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-Ku, Tokyo, 104-0045, Japan
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He J, Gao R, Yang J, Li F, Fu Y, Cui J, Liu X, Huang K, Guo Q, Zhou Z, Wei W. NCAPD2 promotes breast cancer progression through E2F1 transcriptional regulation of CDK1. Cancer Sci 2023; 114:896-907. [PMID: 35348268 PMCID: PMC9986070 DOI: 10.1111/cas.15347] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Revised: 02/20/2022] [Accepted: 03/22/2022] [Indexed: 12/27/2022] Open
Abstract
Breast cancer (BC) is a serious threat to women's health worldwide. Non-SMC condensin I complex subunit D2 (NCAPD2) is a regulatory subunit of the coagulin I complex, which is mainly involved in chromosome coagulation and separation. The clinical significance, biological behavior, and potential molecular mechanism of NCAPD2 in BC were investigated in this study. We found that NCAPD2 was frequently overexpressed in BC, and it had clinical significance in predicting the prognosis of BC patients. Moreover, loss-of-function assays demonstrated that NCAPD2 knockdown restrained the progression of BC by inhibiting proliferation and migration and enhancing apoptosis in vitro. It was further confirmed that the downregulation of NCAPD2 inhibited tumor growth in vivo. NCAPD2 promoted the progression of BC through the extracellular signal-regulated kinase 5 (ERK5) signaling pathway. Additionally, NCAPD2 could transcriptionally activate CDK1 by interacting with E2F transcription factor 1 (E2F1) in MDA-MB-231 cells. Overexpression of CDK1 alleviated the inhibitory effects of NCAPD2 knockdown in BC cells. In summary, the NCAPD2/E2F1/CDK1 axis may play a role in promoting the progression of BC, which may provide a blueprint for molecular therapy.
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Affiliation(s)
- Jinsong He
- Department of Breast Surgery, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China
| | - Rui Gao
- Department of Breast Surgery, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China
| | - Jianbo Yang
- Department of The Cancer Center, Fujian Medical University Union Hospital, Fuzhou, Fujian, China.,Department of Otolaryngology, The Immunotherapy Research Laboratory, University of Minnesota, Minneapolis, Minnesota, USA
| | - Feng Li
- Department of Breast Surgery, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China
| | - Yang Fu
- Department of Breast Surgery, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China
| | - Junwei Cui
- Department of Breast Surgery, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China
| | - Xiaoling Liu
- Department of Breast Surgery, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China
| | - Kanghua Huang
- Department of Breast Surgery, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China
| | - Qiuyi Guo
- Department of Breast Surgery, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China
| | - Zihan Zhou
- Department of Breast Surgery, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China
| | - Wei Wei
- Department of Breast Surgery, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China
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Einhaus J, Rochwarger A, Mattern S, Gaudillière B, Schürch CM. High-multiplex tissue imaging in routine pathology-are we there yet? Virchows Arch 2023; 482:801-812. [PMID: 36757500 PMCID: PMC10156760 DOI: 10.1007/s00428-023-03509-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Revised: 01/22/2023] [Accepted: 01/31/2023] [Indexed: 02/10/2023]
Abstract
High-multiplex tissue imaging (HMTI) approaches comprise several novel immunohistological methods that enable in-depth, spatial single-cell analysis. Over recent years, studies in tumor biology, infectious diseases, and autoimmune conditions have demonstrated the information gain accessible when mapping complex tissues with HMTI. Tumor biology has been a focus of innovative multiparametric approaches, as the tumor microenvironment (TME) contains great informative value for accurate diagnosis and targeted therapeutic approaches: unraveling the cellular composition and structural organization of the TME using sophisticated computational tools for spatial analysis has produced histopathologic biomarkers for outcomes in breast cancer, predictors of positive immunotherapy response in melanoma, and histological subgroups of colorectal carcinoma. Integration of HMTI technologies into existing clinical workflows such as molecular tumor boards will contribute to improve patient outcomes through personalized treatments tailored to the specific heterogeneous pathological fingerprint of cancer, autoimmunity, or infection. Here, we review the advantages and limitations of existing HMTI technologies and outline how spatial single-cell data can improve our understanding of pathological disease mechanisms and determinants of treatment success. We provide an overview of the analytic processing and interpretation and discuss how HMTI can improve future routine clinical diagnostic and therapeutic processes.
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Affiliation(s)
- Jakob Einhaus
- Department of Anaesthesiology, Perioperative & Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Department of Pathology and Neuropathology, University Hospital and Comprehensive Cancer Center Tübingen, Tübingen, Germany
| | - Alexander Rochwarger
- Department of Pathology and Neuropathology, University Hospital and Comprehensive Cancer Center Tübingen, Tübingen, Germany
| | - Sven Mattern
- Department of Pathology and Neuropathology, University Hospital and Comprehensive Cancer Center Tübingen, Tübingen, Germany
| | - Brice Gaudillière
- Department of Anaesthesiology, Perioperative & Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Christian M Schürch
- Department of Pathology and Neuropathology, University Hospital and Comprehensive Cancer Center Tübingen, Tübingen, Germany.
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Naumann FV, Sweep FCGJ, Adema GJ, Peeters WJM, Martens JWM, Bussink J, Span PN. Tamoxifen induces radioresistance through NRF2-mediated metabolic reprogramming in breast cancer. Cancer Metab 2023; 11:3. [PMID: 36755288 PMCID: PMC9909892 DOI: 10.1186/s40170-023-00304-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 01/29/2023] [Indexed: 02/10/2023] Open
Abstract
BACKGROUND Recently, we reported that tamoxifen-resistant (TAM-R) breast cancer cells are cross-resistant to irradiation. Here, we investigated the mechanisms associated with tamoxifen-induced radioresistance, aiming to prevent or reverse resistance and improve breast cancer treatment. METHODS Wild-type ERα-positive MCF7 and ERα-negative MDA-MB-231 breast cancer cells and their TAM-R counterparts were analyzed for cellular metabolism using the Seahorse metabolic analyzer. Real-time ROS production, toxicity, and antioxidant capacity in response to H2O2, tamoxifen, and irradiation were determined. Tumor material from 28 breast cancer patients before and after short-term presurgical tamoxifen (ClinicalTrials.gov Identifier: NCT00738777, August 19, 2008) and cellular material was analyzed for NRF2 gene expression and immunohistochemistry. Re-sensitization of TAM-R cells to irradiation was established using pharmacological inhibition. RESULTS TAM-R cells exhibited decreased oxygen consumption and increased glycolysis, suggesting mitochondrial dysfunction. However, this did not explain radioresistance, as cells without mitochondria (Rho-0) were actually more radiosensitive. Real-time measurement of ROS after tamoxifen and H2O2 exposure indicated lower ROS levels and toxicity in TAM-R cells. Consistently, higher antioxidant levels were found in TAM-R cells, providing protection from irradiation-induced ROS. NRF2, a main activator of the antioxidant response, was increased in TAM-R cells and in tumor tissue of patients treated with short-term presurgical tamoxifen. NRF2 inhibition re-sensitized TAM-R cells to irradiation. CONCLUSION Mechanisms underlying tamoxifen-induced radioresistance are linked to cellular adaptations to persistently increased ROS levels, leading to cells with chronically upregulated antioxidant capacity and glycolysis. Pharmacological inhibition of antioxidant responses re-sensitizes breast cancer cells to irradiation.
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Affiliation(s)
- F V Naumann
- Department of Radiation Oncology, Radboud University Medical Center, Nijmegen, 6500 HB, the Netherlands
| | - F C G J Sweep
- Department of Laboratory Medicine, Radboud University Medical Center, Nijmegen, The Netherlands
| | - G J Adema
- Department of Radiation Oncology, Radboud University Medical Center, Nijmegen, 6500 HB, the Netherlands
| | - W J M Peeters
- Department of Radiation Oncology, Radboud University Medical Center, Nijmegen, 6500 HB, the Netherlands
| | - J W M Martens
- Department of Medical Oncology, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - J Bussink
- Department of Radiation Oncology, Radboud University Medical Center, Nijmegen, 6500 HB, the Netherlands
| | - P N Span
- Department of Radiation Oncology, Radboud University Medical Center, Nijmegen, 6500 HB, the Netherlands.
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HER2-driven breast cancer suppression by the JNK signaling pathway. Proc Natl Acad Sci U S A 2023; 120:e2218373120. [PMID: 36656864 PMCID: PMC9942916 DOI: 10.1073/pnas.2218373120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023] Open
Abstract
The HER2+ subtype of human breast cancer is associated with the malignant transformation of luminal ductal cells of the mammary epithelium. The sequence analysis of tumor DNA identifies loss of function mutations and deletions of the MAP2K4 and MAP2K7 genes that encode direct activators of the JUN NH2-terminal kinase (JNK). We report that in vitro studies of human mammary epithelial cells with CRISPR-induced mutations in the MAPK and MAP2K components of the JNK pathway caused no change in growth in 2D culture, but these mutations promoted epithelial cell proliferation in 3D culture. Analysis of gene expression signatures in 3D culture demonstrated similar changes caused by HER2 activation and JNK pathway loss. The mechanism of signal transduction cross-talk may be mediated, in part, by JNK-suppressed expression of integrin α6β4 that binds HER2 and amplifies HER2 signaling. These data suggest that HER2 activation and JNK pathway loss may synergize to promote breast cancer. To test this hypothesis, we performed in vivo studies using a mouse model of HER2+ breast cancer with Cre/loxP-mediated ablation of genes encoding JNK (Mapk8 and Mapk9) and the MAP2K (Map2k4 and Map2k7) that activate JNK in mammary epithelial cells. Kaplan-Meier analysis of tumor development demonstrated that JNK pathway deficiency promotes HER2+-driven breast cancer. Collectively, these data identify JNK pathway genes as potential suppressors for HER2+ breast cancer.
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Schulmeyer CE, Fasching PA, Häberle L, Meyer J, Schneider M, Wachter D, Ruebner M, Pöschke P, Beckmann MW, Hartmann A, Erber R, Gass P. Expression of the Immunohistochemical Markers CK5, CD117, and EGFR in Molecular Subtypes of Breast Cancer Correlated with Prognosis. Diagnostics (Basel) 2023; 13:diagnostics13030372. [PMID: 36766486 PMCID: PMC9914743 DOI: 10.3390/diagnostics13030372] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 01/09/2023] [Accepted: 01/16/2023] [Indexed: 01/20/2023] Open
Abstract
Molecular-based subclassifications of breast cancer are important for identifying treatment options and stratifying the prognosis in breast cancer. This study aimed to assess the prognosis relative to disease-free survival (DFS) and overall survival (OS) in patients with triple-negative breast cancer (TNBC) and other subtypes, using a biomarker panel including cytokeratin 5 (CK5), cluster of differentiation 117 (CD117), and epidermal growth factor receptor (EGFR). This cohort-case study included histologically confirmed breast carcinomas as cohort arm. From a total of 894 patients, 572 patients with early breast cancer, sufficient clinical data, and archived tumor tissue were included. Using the immunohistochemical markers CK5, CD117, and EGFR, two subgroups were formed: one with all three biomarkers negative (TBN) and one with at least one of those three biomarkers positive (non-TBN). There were significant differences between the two biomarker subgroups (TBN versus non-TBN) in TNBC for DFS (p = 0.04) and OS (p = 0.02), with higher survival rates (DFS and OS) in the non-TBN subgroup. In this study, we found the non-TBN subgroup of TNBC lesions with at least one positive biomarker of CK5, CD117, and/or EGFR, to be associated with longer DFS and OS.
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Affiliation(s)
- Carla E. Schulmeyer
- Department of Gynecology and Obstetrics, Erlangen University Hospital, Comprehensive Cancer Center Erlangen-EMN, Friedrich Alexander University of Erlangen–Nuremberg, 91054 Erlangen, Germany
| | - Peter A. Fasching
- Department of Gynecology and Obstetrics, Erlangen University Hospital, Comprehensive Cancer Center Erlangen-EMN, Friedrich Alexander University of Erlangen–Nuremberg, 91054 Erlangen, Germany
| | - Lothar Häberle
- Department of Gynecology and Obstetrics, Erlangen University Hospital, Comprehensive Cancer Center Erlangen-EMN, Friedrich Alexander University of Erlangen–Nuremberg, 91054 Erlangen, Germany
| | - Julia Meyer
- Department of Gynecology and Obstetrics, Erlangen University Hospital, Comprehensive Cancer Center Erlangen-EMN, Friedrich Alexander University of Erlangen–Nuremberg, 91054 Erlangen, Germany
| | - Michael Schneider
- Würzburg University Hospital, Institut für Pathologie, Julius-Maximilians-Universität Würzburg, 97070 Würzburg, Germany
| | - David Wachter
- Institute of Pathology, Erlangen University Hospital, Comprehensive Cancer Center Erlangen-EMN, Friedrich Alexander University of Erlangen–Nuremberg, 91054 Erlangen, Germany
- Institute of Pathology, Weiden Hospital, Weiden in der Oberpfalz, 92637 Weiden in der Oberpfalz, Germany
| | - Matthias Ruebner
- Department of Gynecology and Obstetrics, Erlangen University Hospital, Comprehensive Cancer Center Erlangen-EMN, Friedrich Alexander University of Erlangen–Nuremberg, 91054 Erlangen, Germany
| | - Patrik Pöschke
- Department of Gynecology and Obstetrics, Erlangen University Hospital, Comprehensive Cancer Center Erlangen-EMN, Friedrich Alexander University of Erlangen–Nuremberg, 91054 Erlangen, Germany
| | - Matthias W. Beckmann
- Department of Gynecology and Obstetrics, Erlangen University Hospital, Comprehensive Cancer Center Erlangen-EMN, Friedrich Alexander University of Erlangen–Nuremberg, 91054 Erlangen, Germany
| | - Arndt Hartmann
- Institute of Pathology, Erlangen University Hospital, Comprehensive Cancer Center Erlangen-EMN, Friedrich Alexander University of Erlangen–Nuremberg, 91054 Erlangen, Germany
| | - Ramona Erber
- Institute of Pathology, Erlangen University Hospital, Comprehensive Cancer Center Erlangen-EMN, Friedrich Alexander University of Erlangen–Nuremberg, 91054 Erlangen, Germany
| | - Paul Gass
- Department of Gynecology and Obstetrics, Erlangen University Hospital, Comprehensive Cancer Center Erlangen-EMN, Friedrich Alexander University of Erlangen–Nuremberg, 91054 Erlangen, Germany
- Correspondence: ; Tel.: +49-(0)9131-85-33553; Fax: +49-(0)9131-85-33938
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Shojaei S, Aznab M, Rahimi A, Ahmadi SM, Eslampia K, Golpazir A, Iravani M. Evaluation of the Role of Tumor-Infiltrating Lymphocytes and CD8 + Cytotoxic Lymphocytes in the Survival of Patients with Breast Cancer. Int J Hematol Oncol Stem Cell Res 2023; 17:9-17. [PMID: 37638284 PMCID: PMC10448926 DOI: 10.18502/ijhoscr.v17i1.11708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Accepted: 05/09/2021] [Indexed: 08/29/2023] Open
Abstract
Background: This study aimed to evaluate the significance of tumor-infiltrating lymphocyte (TIL) and the number of CD8+ T cells in breast cancer and their relationship with the other clinicopathological factors, and overall survival (OS) was investigated. Materials and Methods: The studied samples were breast cancer patients (2005-2017) referring to the medical oncology departments for treatment. Pathologic samples of breast cancer patients were evaluated in terms of TIL and positive immunohistochemical staining for CD8 cytotoxic cells. Results: 299 patients were entered into the study, three were male and 296 female. Their mean follow-up period was 61 months. Statistical findings indicated that lymph involvement is more accompanied by low TIL within the tumor (0.011). Correlations were observed between the estrogen, progesterone receptors, P53 state, and TIL, which were significant by P-value<0.049, P-value=0.024, P-value =0.002, respectively. With any Ki67 value, the number of patients with less than 30% TIL was more considerable than the other two groups with lymphocyte cut-off of 30-50% and more than 50%. Comparison of the OS of patients with positive and negative CD8 cytotoxic lymphocytes in 45 patients with lymphocyte infiltration of equal or more than 40% showed that the OS results were in favor of patients with CD8+ cytotoxic lymphocyte (0.022). Out of 299 patients, 17 died. Conclusion: Our findings showed that in cases of CD8+ cytotoxic lymphocytes in tumors, the OS of the patients will be enhanced which can act as an independent factor.
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Affiliation(s)
| | - Mozaffar Aznab
- Department of Internal Medicine, Talaghani Hospital, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | | | - Seyed Mojtaba Ahmadi
- Department of Clinical Psychology School of Medicine, Kermanshah University of Medical Science, Kermanshah, Iran
| | | | - Arash Golpazir
- Department of Surgery, Cancer Surgery, Kermanshah University of Medical Sciences, Kermanshah, Iran
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Berdunov V, Laws E, Cuyun Carter G, Luo R, Russell C, Campbell S, Force J, Abdou Y. The budget impact of utilizing the Oncotype DX Breast Recurrence Score test from a US healthcare payer perspective. J Med Econ 2023; 26:973-990. [PMID: 37466220 DOI: 10.1080/13696998.2023.2235943] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Revised: 06/27/2023] [Accepted: 07/10/2023] [Indexed: 07/20/2023]
Abstract
BACKGROUND AND OBJECTIVES The Oncotype DX Breast Recurrence Score test is used to estimate distant recurrence risk of hormone receptor-positive (HR+) and human epidermal growth factor receptor 2-negative (HER2-) early-stage breast cancer and inform decisions on the use of adjuvant chemotherapy. A model-based budget impact analysis compared the Oncotype DX test in combination with clinical-pathological risk against using clinical-pathological risk alone for HR+/HER2- node-negative (N0) and node-positive (N1; 1-3 axillary lymph nodes) early-stage breast cancer patients. MATERIALS AND METHODS Test and medical costs associated with treatment of breast cancer were assessed through a US healthcare payer perspective. Distributions of patients by Recurrence Score result and distant recurrence probabilities with chemo-endocrine and endocrine therapy were derived from the TAILORx (N0) and RxPONDER (N1) trials. Changes in budget impact were evaluated over a 5-year horizon for a 1,000,000-member hypothetical health plan. RESULTS With the Oncotype DX test, there was an incremental budget impact of $261,067 (per member per month (PMPM): $0.004), in the N0 population, and $56,143 (PMPM: $0.001) in the N1 population over the 5-year period. The largest budget impact reduction in the N0 population was attributed to reduced breast cancer recurrence costs (incremental: -$633,457, PMPM: -$0.011), while chemotherapy sparing reduced costs in the N1 population (incremental: -$94,884, PMPM: -$0.002). CONCLUSION The clinical benefit of using the Oncotype DX test to inform adjuvant chemotherapy decisions has been shown in multiple randomized controlled trials. This analysis demonstrated that while using the Oncotype DX test to inform adjuvant chemotherapy decisions may slightly increase US healthcare costs over an initial 5-year time horizon (driven by a cost increase in the first year with cost savings reflected in remaining 4 years), there is significant scope for cost savings when assessing beyond this period due to avoided downstream costs of distant recurrence and long-term chemotherapy adverse events. PMPM costs also remain low across all populations examined, demonstrating a close-to-neutral budget impact.
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Affiliation(s)
| | | | | | - Roger Luo
- Exact Sciences, Redwood City, CA, USA
| | | | | | - Jeremy Force
- Duke University School of Medicine, Durham, NC, USA
- Duke Cancer Institute, Durham, NC, USA
| | - Yara Abdou
- UNC School of Medicine, Chapel Hill, NC, USA
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Elkholi IE, Lalonde A, Park M, Côté JF. Breast Cancer Metastatic Dormancy and Relapse: An Enigma of Microenvironment(s). Cancer Res 2022; 82:4497-4510. [PMID: 36214624 PMCID: PMC9755970 DOI: 10.1158/0008-5472.can-22-1902] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Revised: 09/01/2022] [Accepted: 10/04/2022] [Indexed: 01/24/2023]
Abstract
Multiple factors act in concert to define the fate of disseminated tumor cells (DTC) to enter dormancy or develop overt metastases. Here, we review these factors in the context of three stages of the metastatic cascade that impact DTCs. First, cells can be programmed within the primary tumor microenvironment to promote or inhibit dissemination, and the primary tumor can condition a premetastatic niche. Then, cancer cells from the primary tumor spread through hematogenous and lymphatic routes, and the primary tumor sends cues systematically to regulate the fate of DTCs. Finally, DTCs home to their metastatic site, where they are influenced by various organ-specific aspects of the new microenvironment. We discuss these factors in the context of breast cancer, where about one-third of patients develop metastatic relapse. Finally, we discuss how the standard-of-care options for breast cancer might affect the fate of DTCs.
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Affiliation(s)
- Islam E. Elkholi
- Montreal Clinical Research Institute (IRCM), Montreal, Québec, Canada.,Molecular Biology Programs, Université de Montréal, Montreal, Québec, Canada.,Corresponding Authors: Jean-François Côté, Montreal Clinical Research Institute (IRCM), 110 Avenue des Pins Ouest, Montréal H2W 1R7, Québec, Canada. Phone: 514-987-5647; E-mail: ; and Islam E. Elkholi, Montreal Clinical Research Institute (IRCM), 110 Avenue des Pins Ouest, Montréal (QC) Canada, H2W 1R7. Phone: 514-987-5656; E-mail:
| | - Andréane Lalonde
- Montreal Clinical Research Institute (IRCM), Montreal, Québec, Canada.,Molecular Biology Programs, Université de Montréal, Montreal, Québec, Canada
| | - Morag Park
- Rosalind and Morris Goodman Cancer Institute, McGill University, Montréal, Québec, Canada
| | - Jean-François Côté
- Montreal Clinical Research Institute (IRCM), Montreal, Québec, Canada.,Molecular Biology Programs, Université de Montréal, Montreal, Québec, Canada.,Department of Biochemistry and Molecular Medicine, Université de Montréal, Montréal, Québec, Canada.,Department of Anatomy and Cell Biology, McGill University, Montréal, Québec, Canada.,Corresponding Authors: Jean-François Côté, Montreal Clinical Research Institute (IRCM), 110 Avenue des Pins Ouest, Montréal H2W 1R7, Québec, Canada. Phone: 514-987-5647; E-mail: ; and Islam E. Elkholi, Montreal Clinical Research Institute (IRCM), 110 Avenue des Pins Ouest, Montréal (QC) Canada, H2W 1R7. Phone: 514-987-5656; E-mail:
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Regulation of Metastatic Tumor Dormancy and Emerging Opportunities for Therapeutic Intervention. Int J Mol Sci 2022; 23:ijms232213931. [PMID: 36430404 PMCID: PMC9698240 DOI: 10.3390/ijms232213931] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Revised: 10/26/2022] [Accepted: 11/02/2022] [Indexed: 11/16/2022] Open
Abstract
Cancer recurrence and metastasis, following successful treatment, constitutes a critical threat in clinical oncology and are the leading causes of death amongst cancer patients. This phenomenon is largely attributed to metastatic tumor dormancy, a rate-limiting stage during cancer progression, in which disseminated cancer cells remain in a viable, yet not proliferating state for a prolonged period. Dormant cancer cells are characterized by their entry into cell cycle arrest and survival in a quiescence state to adapt to their new microenvironment through the acquisition of mutations and epigenetic modifications, rendering them resistant to anti-cancer treatment and immune surveillance. Under favorable conditions, disseminated dormant tumor cells 're-awake', resume their proliferation and thus colonize distant sites. Due to their rarity, detection of dormant cells using current diagnostic tools is challenging and, thus, therapeutic targets are hard to be identified. Therefore, unraveling the underlying mechanisms required for keeping disseminating tumor cells dormant, along with signals that stimulate their "re-awakening" are crucial for the discovery of novel pharmacological treatments. In this review, we shed light into the main mechanisms that control dormancy induction and escape as well as emerging therapeutic strategies for the eradication of metastatic dormant cells, including dormancy maintenance, direct targeting of dormant cells and re-awakening dormant cells. Studies on the ability of the metastatic cancer cells to cease proliferation and survive in a quiescent state before re-initiating proliferation and colonization years after successful treatment, will pave the way toward developing innovative therapeutic strategies against dormancy-mediated metastatic outgrowth.
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Zelba H, McQueeney A, Rabsteyn A, Bartsch O, Kyzirakos C, Kayser S, Harter J, Latzer P, Hadaschik D, Battke F, Hartkopf AD, Biskup S. Adjuvant Treatment for Breast Cancer Patients Using Individualized Neoantigen Peptide Vaccination-A Retrospective Observation. Vaccines (Basel) 2022; 10:1882. [PMID: 36366390 PMCID: PMC9698403 DOI: 10.3390/vaccines10111882] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2022] [Revised: 10/27/2022] [Accepted: 11/03/2022] [Indexed: 08/16/2023] Open
Abstract
Breast cancer is a tumor entity that is one of the leading causes of mortality among women worldwide. Although numerous treatment options are available, current explorations of personalized vaccines have shown potential as promising new treatment options to prevent the recurrence of cancer. Here we present a small proof of concept study using a prophylactic peptide vaccination approach in four female breast cancer patients who achieved remission after standard treatment. The patients were initially analyzed for somatic tumor mutations and then treated with personalized neoantigen-derived peptide vaccines. These vaccines consisted of HLA class I and class II peptides and were administered intracutaneously followed by subcutaneous application of sargramostim and/or topical imiquimod as an immunological adjuvant. After an initial priming phase of four vaccinations within two weeks, patients received monthly boosting/maintenance vaccinations. Chemotherapy or checkpoint inhibition was not performed during vaccination. One patient received hormone therapy. The vaccines were well tolerated with no serious adverse events. All patients displayed vaccine-induced CD4+ and/or CD8+ T-cell responses against various neoantigens. Furthermore, all patients remained tumor-free and had persistent T-cell responses, even several months after the last vaccination, suggesting the potential of peptide vaccines as an immunosurveillance and long term prophylaxis option.
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Affiliation(s)
- Henning Zelba
- Zentrum für Humangenetik Tübingen, 72076 Tuebingen, Germany
| | - Alex McQueeney
- Zentrum für Humangenetik Tübingen, 72076 Tuebingen, Germany
| | - Armin Rabsteyn
- Zentrum für Humangenetik Tübingen, 72076 Tuebingen, Germany
| | - Oliver Bartsch
- Zentrum für Humangenetik Tübingen, 72076 Tuebingen, Germany
| | | | - Simone Kayser
- Zentrum für Humangenetik Tübingen, 72076 Tuebingen, Germany
| | | | - Pauline Latzer
- Zentrum für Humangenetik Tübingen, 72076 Tuebingen, Germany
| | | | | | - Andreas D. Hartkopf
- Department of Obstetrics and Gynaecology University of Tuebingen, 72074 Tuebingen, Germany
| | - Saskia Biskup
- Zentrum für Humangenetik Tübingen, 72076 Tuebingen, Germany
- CeGaT GmbH, 72076 Tuebingen, Germany
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Amer HT, Stein U, El Tayebi HM. The Monocyte, a Maestro in the Tumor Microenvironment (TME) of Breast Cancer. Cancers (Basel) 2022; 14:cancers14215460. [PMID: 36358879 PMCID: PMC9658645 DOI: 10.3390/cancers14215460] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Revised: 10/16/2022] [Accepted: 10/28/2022] [Indexed: 11/09/2022] Open
Abstract
Simple Summary Breast cancer is one of the most prevalent cancers worldwide, surpassing lung cancer as the leading cause of overall cancer incidence. Available possible treatments nowadays include chemotherapy, hormonal therapy, and HER2-targeted therapy. Chemotherapy is notorious for its severe adverse effects. On the other hand, hormonal and HER2-targeted therapies only cover a narrow range of breast cancer subtypes. Accordingly, it is important to shed light on other therapy options. For this reason, immunotherapy nowadays is one of the most important research topics. It can be accomplished either by enhancing the pro-inflammatory immunity or suppressing the anti-inflammatory immunity. This review article aims to shed light on the importance of monocytes in the TME of breast cancer. The review also aims to highlight the behavior of the monocyte-derived populations, especially the anti-inflammatory populations. Thus, suppressing this anti-inflammatory activity might have a remarkable impact on future immunotherapy research. Abstract Breast cancer (BC) is well-known for being a leading cause of death worldwide. It is classified molecularly into luminal A, luminal B HER2−, luminal B HER2+, HER2+, and triple-negative breast cancer (TNBC). These subtypes differ in their prognosis; thus, understanding the tumor microenvironment (TME) makes new treatment strategies possible. The TME contains populations that exhibit anti-tumorigenic actions such as tumor-associated eosinophils. Moreover, it contains pro-tumorigenic populations such as tumor-associated neutrophils (TANs), or monocyte-derived populations. The monocyte-derived populations are tumor-associated macrophages (TAMs) and MDSCs. Thus, a monocyte can be considered a maestro within the TME. Moreover, the expansion of monocytes in the TME depends on many factors such as the BC stage, the presence of macrophage colony-stimulating factor (M-CSF), and the presence of some chemoattractants. After expansion, monocytes can differentiate into pro-inflammatory populations such as M1 macrophages or anti-inflammatory populations such as M2 macrophages according to the nature of cytokines present in the TME. Differentiation to TAMs depends on various factors such as the BC subtype, the presence of anti-inflammatory cytokines, and epigenetic factors. Furthermore, TAMs and MDSCs not only have a role in tumor progression but also are key players in metastasis. Thus, understanding the monocytes further can introduce new target therapies.
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Affiliation(s)
- Hoda T. Amer
- Molecular Pharmacology Research Group, Department of Pharmacology and Toxicology, Faculty of Pharmacy and Biotechnology, German University in Cairo, Cairo 11865, Egypt
| | - Ulrike Stein
- Translational Oncology of Solid Tumors, Experimental and Clinical Research Center, Charité—Universitäsmedizin Berlin and Max-Delbrük-Center for Molecular Medicine in the Helmholtz Association, 10117 Berlin, Germany
- German Cancer Consortium (DKTK), 69120 Heidelberg, Germany
| | - Hend M. El Tayebi
- Molecular Pharmacology Research Group, Department of Pharmacology and Toxicology, Faculty of Pharmacy and Biotechnology, German University in Cairo, Cairo 11865, Egypt
- Correspondence:
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Amer HT, Eissa RA, El Tayebi HM. A cutting-edge immunomodulatory interlinkage between HOTAIR and MALAT1 in tumor-associated macrophages in breast cancer: A personalized immunotherapeutic approach. Front Mol Biosci 2022; 9:1032517. [PMID: 36387279 PMCID: PMC9649622 DOI: 10.3389/fmolb.2022.1032517] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 10/10/2022] [Indexed: 07/30/2023] Open
Abstract
Breast cancer (BC) is one of the most common cancers, accounting for 2.3 million cases worldwide. BC can be molecularly subclassified into luminal A, luminal B HER2-, luminal B HER2+, HER2+, and triple-negative breast cancer (TNBC). These molecular subtypes differ in their prognosis and treatment strategies; thus, understanding the tumor microenvironment (TME) of BC could lead to new potential treatment strategies. The TME hosts a population of cells that act as antitumorigenic such as tumor-associated eosinophils or pro-tumorigenic such as cancer-associated fibroblasts (CAFs), tumor-associated neutrophils (TANs), monocytic-derived populations such as MDSCs, or most importantly "tumor-associated macrophages (TAMs)," which are derived from CD14+ monocytes. TAMs are reported to have the pro-inflammatory phenotype M1, which is found only in the very early stages of tumor and is not correlated with progression; however, the M2 phenotype is anti-inflammatory that is correlated with tumor progression and metastasis. The current study focused on controlling the anti-inflammatory activity in TAMs of hormonal, HER2+, and TNBC by epigenetic fine-tuning of two immunomodulatory proteins, namely, CD80 and mesothelin (MSLN), which are known to be overexpressed in BC with pro-tumorigenic activity. Long non-coding RNAs are crucial key players in tumor progression whether acting as oncogenic or tumor suppressors. We focused on the regulatory role of MALAT1 and HOTAIR lncRNAs and their role in controlling the tumorigenic activity of TAMs. This study observed the impact of manipulation of MALAT1 and HOTAIR on the expression of both CD80 and MSLN in TAMs of BC. Moreover, we analyzed the interlinkage between HOTAIR and MALAT1 as regulators to one another in TAMs of BC. The current study reported an upstream regulatory effect of HOTAIR on MALAT1. Moreover, our results showed a promising use of MALAT1 and HOTAIR in regulating oncogenic immune-modulatory proteins MSLN and CD80 in TAMs of HER2+ and TNBC. The downregulation of MALAT1 and HOTAIR resulted in the upregulation of CD80 and MSLN, which indicates that they might have a cell-specific activity in TAMs. These data shed light on novel key players affecting the anti-inflammatory activity of TAMs as a possible therapeutic target in HER2+ and TNBC.
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Affiliation(s)
- Hoda T. Amer
- Department of Pharmacology and Toxicology, The Molecular Pharmacology Research Group, Faculty of Pharmacy and Biotechnology, German University in Cairo, Cairo, Egypt
| | - Reda A. Eissa
- Department of Surgery, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | - Hend M. El Tayebi
- Department of Pharmacology and Toxicology, The Molecular Pharmacology Research Group, Faculty of Pharmacy and Biotechnology, German University in Cairo, Cairo, Egypt
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Ozyurt R, Ozpolat B. Molecular Mechanisms of Anti-Estrogen Therapy Resistance and Novel Targeted Therapies. Cancers (Basel) 2022; 14:5206. [PMID: 36358625 PMCID: PMC9655708 DOI: 10.3390/cancers14215206] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Revised: 10/05/2022] [Accepted: 10/20/2022] [Indexed: 07/29/2023] Open
Abstract
Breast cancer (BC) is the most commonly diagnosed cancer in women, constituting one-third of all cancers in women, and it is the second leading cause of cancer-related deaths in the United States. Anti-estrogen therapies, such as selective estrogen receptor modulators, significantly improve survival in estrogen receptor-positive (ER+) BC patients, which represents about 70% of cases. However, about 60% of patients inevitably experience intrinsic or acquired resistance to anti-estrogen therapies, representing a major clinical problem that leads to relapse, metastasis, and patient deaths. The resistance mechanisms involve mutations of the direct targets of anti-estrogen therapies, compensatory survival pathways, as well as alterations in the expression of non-coding RNAs (e.g., microRNA) that regulate the activity of survival and signaling pathways. Although cyclin-dependent kinase 4/6 and phosphatidylinositol 3-kinase (PI3K)/AKT/mammalian target of rapamycin (mTOR) inhibitors have significantly improved survival, the efficacy of these therapies alone and in combination with anti-estrogen therapy for advanced ER+ BC, are not curative in advanced and metastatic disease. Therefore, understanding the molecular mechanisms causing treatment resistance is critical for developing highly effective therapies and improving patient survival. This review focuses on the key mechanisms that contribute to anti-estrogen therapy resistance and potential new treatment strategies alone and in combination with anti-estrogen drugs to improve the survival of BC patients.
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Affiliation(s)
- Rumeysa Ozyurt
- Department of Experimental Therapeutics, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Houston Methodist Research Institute, Department of Nanomedicine, 6670 Bertner Ave, Houston, TX 77030, USA
| | - Bulent Ozpolat
- Department of Experimental Therapeutics, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Houston Methodist Research Institute, Department of Nanomedicine, 6670 Bertner Ave, Houston, TX 77030, USA
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Li J, Zhang H, Gao F. Identification of miRNA biomarkers for breast cancer by combining ensemble regularized multinomial logistic regression and Cox regression. BMC Bioinformatics 2022; 23:434. [PMID: 36258162 PMCID: PMC9580207 DOI: 10.1186/s12859-022-04982-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2022] [Accepted: 10/05/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Breast cancer is one of the most common cancers in women. It is necessary to classify breast cancer subtypes because different subtypes need specific treatment. Identifying biomarkers and classifying breast cancer subtypes is essential for developing appropriate treatment methods for patients. MiRNAs can be easily detected in tumor biopsy and play an inhibitory or promoting role in breast cancer, which are considered promising biomarkers for distinguishing subtypes. RESULTS A new method combing ensemble regularized multinomial logistic regression and Cox regression was proposed for identifying miRNA biomarkers in breast cancer. After adopting stratified sampling and bootstrap sampling, the most suitable sample subset for miRNA feature screening was determined via ensemble 100 regularized multinomial logistic regression models. 124 miRNAs that participated in the classification of at least 3 subtypes and appeared at least 50 times in 100 integrations were screened as features. 22 miRNAs from the proposed feature set were further identified as the biomarkers for breast cancer by using Cox regression based on survival analysis. The accuracy of 5 methods on the proposed feature set was significantly higher than on the other two feature sets. The results of 7 biological analyses illustrated the rationality of the identified biomarkers. CONCLUSIONS The screened features can better distinguish breast cancer subtypes. Notably, the genes and proteins related to the proposed 22 miRNAs were considered oncogenes or inhibitors of breast cancer. 9 of the 22 miRNAs have been proved to be markers of breast cancer. Therefore, our results can be considered in future related research.
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Affiliation(s)
- Juntao Li
- College of Mathematics and Information Science, Henan Normal University, Xinxiang, China
| | - Hongmei Zhang
- College of Mathematics and Information Science, Henan Normal University, Xinxiang, China.
| | - Fugen Gao
- College of Mathematics and Information Science, Henan Normal University, Xinxiang, China
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