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Adam-Artigues A, Arenas EJ, Martínez-Sabadell A, Brasó-Maristany F, Cervera R, Tormo E, Hernando C, Martínez MT, Carbonell-Asins J, Simón S, Poveda J, Moragón S, Zazo S, Martínez D, Rovira A, Burgués O, Rojo F, Albanell J, Bermejo B, Lluch A, Prat A, Arribas J, Eroles P, Cejalvo JM. Targeting HER2-AXL heterodimerization to overcome resistance to HER2 blockade in breast cancer. SCIENCE ADVANCES 2022; 8:eabk2746. [PMID: 35594351 PMCID: PMC9122332 DOI: 10.1126/sciadv.abk2746] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Accepted: 04/05/2022] [Indexed: 06/15/2023]
Abstract
Anti-HER2 therapies have markedly improved prognosis of HER2-positive breast cancer. However, different mechanisms play a role in treatment resistance. Here, we identified AXL overexpression as an essential mechanism of trastuzumab resistance. AXL orchestrates epithelial-to-mesenchymal transition and heterodimerizes with HER2, leading to activation of PI3K/AKT and MAPK pathways in a ligand-independent manner. Genetic depletion and pharmacological inhibition of AXL restored trastuzumab response in vitro and in vivo. AXL inhibitor plus trastuzumab achieved complete regression in trastuzumab-resistant patient-derived xenograft models. Moreover, AXL expression in HER2-positive primary tumors was able to predict prognosis. Data from the PAMELA trial showed a change in AXL expression during neoadjuvant dual HER2 blockade, supporting its role in resistance. Therefore, our study highlights the importance of targeting AXL in combination with anti-HER2 drugs across HER2-amplified breast cancer patients with high AXL expression. Furthermore, it unveils the potential value of AXL as a druggable prognostic biomarker in HER2-positive breast cancer.
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Affiliation(s)
| | - Enrique J. Arenas
- Preclinical Research Program, Vall d’Hebron Institute of Oncology (VHIO), Barcelona 08035, Spain
- Center for Biomedical Network Research on Cancer (CIBERONC), Madrid 28019, Spain
| | - Alex Martínez-Sabadell
- Preclinical Research Program, Vall d’Hebron Institute of Oncology (VHIO), Barcelona 08035, Spain
| | - Fara Brasó-Maristany
- August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona 08036, Spain
- Department of Medical Oncology, Hospital Clinic de Barcelona, Barcelona 08036, Spain
| | | | - Eduardo Tormo
- INCLIVA Biomedical Research Institute, Valencia 46010, Spain
- Center for Biomedical Network Research on Cancer (CIBERONC), Madrid 28019, Spain
| | - Cristina Hernando
- INCLIVA Biomedical Research Institute, Valencia 46010, Spain
- Department of Medical Oncology, Hospital Clínico Universitario de València, Valencia 46010, Spain
| | - María Teresa Martínez
- INCLIVA Biomedical Research Institute, Valencia 46010, Spain
- Department of Medical Oncology, Hospital Clínico Universitario de València, Valencia 46010, Spain
| | | | - Soraya Simón
- Department of Medical Oncology, Hospital Clínico Universitario de València, Valencia 46010, Spain
| | - Jesús Poveda
- Department of Medical Oncology, Hospital Clínico Universitario de València, Valencia 46010, Spain
| | - Santiago Moragón
- Department of Medical Oncology, Hospital Clínico Universitario de València, Valencia 46010, Spain
| | - Sandra Zazo
- Department of Pathology, IIS Fundación Jiménez Díaz, Madrid 28040, Spain
| | - Débora Martínez
- August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona 08036, Spain
- Department of Medical Oncology, Hospital Clinic de Barcelona, Barcelona 08036, Spain
| | - Ana Rovira
- Center for Biomedical Network Research on Cancer (CIBERONC), Madrid 28019, Spain
- Department of Medical Oncology, Hospital del Mar, Barcelona 08003, Spain
- Cancer Research Program, IMIM (Hospital del Mar Medical Research Institute), Barcelona 08003, Spain
| | - Octavio Burgués
- INCLIVA Biomedical Research Institute, Valencia 46010, Spain
- Center for Biomedical Network Research on Cancer (CIBERONC), Madrid 28019, Spain
- Department of Pathology, Hospital Clínico Universitario de València, Valencia 46010, Spain
| | - Federico Rojo
- Center for Biomedical Network Research on Cancer (CIBERONC), Madrid 28019, Spain
- Department of Pathology, IIS Fundación Jiménez Díaz, Madrid 28040, Spain
| | - Joan Albanell
- Center for Biomedical Network Research on Cancer (CIBERONC), Madrid 28019, Spain
- Department of Medical Oncology, Hospital del Mar, Barcelona 08003, Spain
- Cancer Research Program, IMIM (Hospital del Mar Medical Research Institute), Barcelona 08003, Spain
- Pompeu Fabra University (UPF), Barcelona 08002, Spain
| | - Begoña Bermejo
- INCLIVA Biomedical Research Institute, Valencia 46010, Spain
- Center for Biomedical Network Research on Cancer (CIBERONC), Madrid 28019, Spain
- Department of Medical Oncology, Hospital Clínico Universitario de València, Valencia 46010, Spain
| | - Ana Lluch
- INCLIVA Biomedical Research Institute, Valencia 46010, Spain
- Center for Biomedical Network Research on Cancer (CIBERONC), Madrid 28019, Spain
- Department of Medical Oncology, Hospital Clínico Universitario de València, Valencia 46010, Spain
- Department of Medicine, Universidad de Valencia, Valencia 46010, Spain
| | - Aleix Prat
- August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona 08036, Spain
- Department of Medical Oncology, Hospital Clinic de Barcelona, Barcelona 08036, Spain
- SOLTI Breast Cancer Research Group, Barcelona 08008, Spain
| | - Joaquín Arribas
- Preclinical Research Program, Vall d’Hebron Institute of Oncology (VHIO), Barcelona 08035, Spain
- Center for Biomedical Network Research on Cancer (CIBERONC), Madrid 28019, Spain
- Cancer Research Program, IMIM (Hospital del Mar Medical Research Institute), Barcelona 08003, Spain
- Department of Biochemistry and Molecular Biology, Universitat Autónoma de Barcelona, Barcelona 08193, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona 08010, Spain
| | - Pilar Eroles
- INCLIVA Biomedical Research Institute, Valencia 46010, Spain
- Center for Biomedical Network Research on Cancer (CIBERONC), Madrid 28019, Spain
- Department of Physiology, Universidad de Valencia, Valencia 46010, Spain
| | - Juan Miguel Cejalvo
- INCLIVA Biomedical Research Institute, Valencia 46010, Spain
- Center for Biomedical Network Research on Cancer (CIBERONC), Madrid 28019, Spain
- Department of Medical Oncology, Hospital Clínico Universitario de València, Valencia 46010, Spain
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Lim YX, Lin H, Seah SH, Lim YP. Reciprocal Regulation of Hippo and WBP2 Signalling-Implications in Cancer Therapy. Cells 2021; 10:cells10113130. [PMID: 34831354 PMCID: PMC8625973 DOI: 10.3390/cells10113130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Revised: 10/08/2021] [Accepted: 11/08/2021] [Indexed: 11/23/2022] Open
Abstract
Cancer is a global health problem. The delineation of molecular mechanisms pertinent to cancer initiation and development has spurred cancer therapy in the form of precision medicine. The Hippo signalling pathway is a tumour suppressor pathway implicated in a multitude of cancers. Elucidation of the Hippo pathway has revealed an increasing number of regulators that are implicated, some being potential therapeutic targets for cancer interventions. WW domain-binding protein 2 (WBP2) is an oncogenic transcriptional co-factor that interacts, amongst others, with two other transcriptional co-activators, YAP and TAZ, in the Hippo pathway. WBP2 was recently discovered to modulate the upstream Hippo signalling components by associating with LATS2 and WWC3. Exacerbating the complexity of the WBP2/Hippo network, WBP2 itself is reciprocally regulated by Hippo-mediated microRNA biogenesis, contributing to a positive feedback loop that further drives carcinogenesis. Here, we summarise the biological mechanisms of WBP2/Hippo reciprocal regulation and propose therapeutic strategies to overcome Hippo defects in cancers through targeting WBP2.
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Affiliation(s)
- Yvonne Xinyi Lim
- Integrative Sciences and Engineering Programme, National University of Singapore, Singapore 119077, Singapore; (Y.X.L.); (H.L.); (S.H.S.)
- Department of Biochemistry, National University of Singapore, Singapore 117596, Singapore
| | - Hexian Lin
- Integrative Sciences and Engineering Programme, National University of Singapore, Singapore 119077, Singapore; (Y.X.L.); (H.L.); (S.H.S.)
- Department of Biochemistry, National University of Singapore, Singapore 117596, Singapore
| | - Sock Hong Seah
- Integrative Sciences and Engineering Programme, National University of Singapore, Singapore 119077, Singapore; (Y.X.L.); (H.L.); (S.H.S.)
- Mechanobiology Institute, National University of Singapore, Singapore 117411, Singapore
| | - Yoon Pin Lim
- Department of Biochemistry, National University of Singapore, Singapore 117596, Singapore
- Correspondence:
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Lim YX, Lin H, Chu T, Lim YP. WBP2 promotes BTRC mRNA stability to drive migration and invasion in triple-negative breast cancer via NF-κB activation. Mol Oncol 2021; 16:422-446. [PMID: 34197030 PMCID: PMC8763649 DOI: 10.1002/1878-0261.13048] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Revised: 06/04/2021] [Accepted: 06/28/2021] [Indexed: 01/23/2023] Open
Abstract
WW‐domain‐binding protein 2 (WBP2) is an oncogene that drives breast carcinogenesis through regulating Wnt, estrogen receptor (ER), and Hippo signaling. Recent studies have identified neoteric modes of action of WBP2 other than its widely recognized function as a transcriptional coactivator. Here, we identified a previously unexplored role of WBP2 in inflammatory signaling in breast cancer via an integrated proteogenomic analysis of The Cancer Genome Atlas Breast Invasive Carcinoma (TCGA BRCA) dataset. WBP2 was shown to enhance the migration and invasion in triple‐negative breast cancer (TNBC) cells especially under tumor necrosis factor alpha (TNF‐α) stimulation. Molecularly, WBP2 potentiates TNF‐α‐induced nuclear factor kappa B (NF‐κB) transcriptional activity and nuclear localization through aggrandizing ubiquitin‐mediated proteasomal degradation of its upstream inhibitor, NF‐κB inhibitor alpha (NFKBIA; also known as IκBα). We further demonstrate that WBP2 induces mRNA stability of beta‐transducin repeat‐containing E3 ubiquitin protein ligase (BTRC), which targets IκBα for ubiquitination and degradation. Disruption of IκBα rescued the impaired migratory and invasive phenotypes in WBP2‐silenced cells, while loss of BTRC ameliorated WBP2‐driven migration and invasion. Clinically, the WBP2‐BTRC‐IκBα signaling axis correlates with poorer prognosis in breast cancer patients. Our findings reveal a pivotal mechanism of WBP2 in modulating BTRC‐IκBα‐NF‐κB pathway to promote TNBC aggressiveness.
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Affiliation(s)
- Yvonne Xinyi Lim
- Integrative Sciences and Engineering Programme, National University of Singapore, Singapore.,Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Hexian Lin
- Integrative Sciences and Engineering Programme, National University of Singapore, Singapore.,Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Tinghine Chu
- Integrative Sciences and Engineering Programme, National University of Singapore, Singapore.,Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.,Department of Biomedical Informatics, Yong Loo Lin School of Medicine, National University Health System, Singapore City, Singapore
| | - Yoon Pin Lim
- Integrative Sciences and Engineering Programme, National University of Singapore, Singapore.,Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.,National University Cancer Institute, Singapore City, Singapore
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Tabatabaeian H, Lim SK, Chu T, Seah SH, Lim YP. WBP2 inhibits microRNA biogenesis via interaction with the microprocessor complex. Life Sci Alliance 2021; 4:4/7/e202101038. [PMID: 34117091 PMCID: PMC8200299 DOI: 10.26508/lsa.202101038] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 05/26/2021] [Accepted: 05/28/2021] [Indexed: 12/18/2022] Open
Abstract
WBP2 protein blocks the microRNA biogenesis via physical interactions with the microprocessor complex, and reverts the tumor-suppressive role of DGCR8. WBP2 is an emerging oncoprotein with diverse functions in breast tumorigenesis via regulating Wnt, epidermal growth factor receptor, estrogen receptor, and Hippo. Recently, evidence shows that WBP2 is tightly regulated by the components of the miRNA biogenesis machinery such as DGCR8 and Dicer via producing both WBP2’s 3′UTR and coding DNA sequence-targeting miRNAs. This led us to hypothesize that WBP2 could provide a feedback loop to the biogenesis of its key upstream regulators by regulating the microprocessor complex activity. Indeed, WBP2 suppressed microprocessor activity by blocking the processing of pri-miRNAs to pre-miRNAs. WBP2 negatively regulated the assembly of the microprocessor complex via physical interactions with its components. Meta-analyses suggest that microprocessor complex components, in particular DGCR8, DDX5, and DEAD-Box Helicase17 (DDX17), have tumor-suppressive properties. 2D and 3D in vitro proliferation assays revealed that WBP2 blocked the tumor-suppressive properties of DGCR8, a key component of the microprocessor complex. In conclusion, WBP2 is a novel regulator of miRNA biogenesis that is a known dysregulated pathway in breast tumorigenesis. The reregulation of miRNA biogenesis machinery via targeting WBP2 protein may have implications in breast cancer therapy.
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Affiliation(s)
- Hossein Tabatabaeian
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.,Cancer Science Institute of Singapore, National University of Singapore, Singapore
| | - Shen Kiat Lim
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.,School of Biological Sciences, Nanyang Technological University, Singapore
| | - Tinghine Chu
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.,National University of Singapore Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore
| | - Sock Hong Seah
- Mechanobiology Institute, National University of Singapore, Singapore
| | - Yoon Pin Lim
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore .,National University of Singapore Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore.,National University Cancer Institute, Singapore
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WBP2 negatively regulates the Hippo pathway by competitively binding to WWC3 with LATS1 to promote non-small cell lung cancer progression. Cell Death Dis 2021; 12:384. [PMID: 33837178 PMCID: PMC8035140 DOI: 10.1038/s41419-021-03600-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2020] [Revised: 03/03/2021] [Accepted: 03/08/2021] [Indexed: 12/12/2022]
Abstract
WW domain binding protein-2 (WBP2) can function as a Yes-associated protein/transcriptional co-activator with PDZ-binding motif (YAP/TAZ) co-activator and has a crucial role in promoting breast cancer progression. However, the expression and potential molecular mechanisms of WBP2 in the context of lung cancer are not fully understood. We determined that WBP2 was highly expressed in lung cancer specimens and cell lines and that this expression was closely related to the advanced pTNM stage, lymph node metastasis, and poor prognosis of patients. In addition, gain- and loss-of-function experiments revealed that WBP2 could significantly promote the proliferation and invasion of lung cancer cells both in vivo and in vitro. To elucidate the underlying molecular mechanism, we determined that wild-type WBP2 could competitively bind to the WW domain of WWC3 (WW and C2 domain-containing-3) with LATS1 (Large tumor suppressor-1) through its PPxY motifs, thus inhibiting the formation of the WWC3-LATS1 complex, reducing the phosphorylation level of LATS1, suppressing the activity of the Hippo pathway, and ultimately promoting YAP nuclear translocation. Therefore, from the aspect of upstream molecules of Hippo signaling, WBP2 promotes the malignant phenotype of lung cancer cells in a unique manner that is not directly dependent upon YAP, thus providing a corresponding experimental basis for the development of targeted therapeutic drugs for lung cancer.
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The emerging roles of WBP2 oncogene in human cancers. Oncogene 2020; 39:4621-4635. [PMID: 32393834 PMCID: PMC7286818 DOI: 10.1038/s41388-020-1318-0] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2020] [Revised: 04/21/2020] [Accepted: 04/24/2020] [Indexed: 12/15/2022]
Abstract
WW domain-binding protein 2 (WBP2) is an emerging oncoprotein. Over the past decade, WBP2 surfaced as a key node connecting key signaling pathways associated with ER/PR, EGFR, PI3K, Hippo, and Wnt in cancer. In addition to the oncogenic functions of WBP2, this review discusses the latest research regarding the multilevel regulation and modes of action of WBP2 and how they can be exploited for molecular medicine. In translational research, evidence supports the role of WBP2 as a biomarker for early detection, prognosis, and companion diagnostics in breast cancer. Finally, we envision new trends in WBP2 research in the space of molecular etiology of cancer, targeted therapeutics, and precision medicine.
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Testa U, Castelli G, Pelosi E. Breast Cancer: A Molecularly Heterogenous Disease Needing Subtype-Specific Treatments. Med Sci (Basel) 2020; 8:E18. [PMID: 32210163 PMCID: PMC7151639 DOI: 10.3390/medsci8010018] [Citation(s) in RCA: 56] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Revised: 02/23/2020] [Accepted: 03/11/2020] [Indexed: 12/12/2022] Open
Abstract
Breast cancer is the most commonly occurring cancer in women. There were over two-million new cases in world in 2018. It is the second leading cause of death from cancer in western countries. At the molecular level, breast cancer is a heterogeneous disease, which is characterized by high genomic instability evidenced by somatic gene mutations, copy number alterations, and chromosome structural rearrangements. The genomic instability is caused by defects in DNA damage repair, transcription, DNA replication, telomere maintenance and mitotic chromosome segregation. According to molecular features, breast cancers are subdivided in subtypes, according to activation of hormone receptors (estrogen receptor and progesterone receptor), of human epidermal growth factors receptor 2 (HER2), and or BRCA mutations. In-depth analyses of the molecular features of primary and metastatic breast cancer have shown the great heterogeneity of genetic alterations and their clonal evolution during disease development. These studies have contributed to identify a repertoire of numerous disease-causing genes that are altered through different mutational processes. While early-stage breast cancer is a curable disease in about 70% of patients, advanced breast cancer is largely incurable. However, molecular studies have contributed to develop new therapeutic approaches targeting HER2, CDK4/6, PI3K, or involving poly(ADP-ribose) polymerase inhibitors for BRCA mutation carriers and immunotherapy.
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Affiliation(s)
- Ugo Testa
- Department of Oncology, Istituto Superiore di Sanità, Regina Elena 299, 00161 Rome, Italy; (G.C.); (E.P.)
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Parmar V, Nair NS, Thakkar P, Chitkara G. Molecular Biology in the Breast Clinics-Current status and future perspectives. Indian J Surg Oncol 2019; 12:7-20. [PMID: 33994723 DOI: 10.1007/s13193-019-00954-1] [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: 07/11/2019] [Accepted: 07/19/2019] [Indexed: 10/26/2022] Open
Abstract
Breast cancer is no longer considered a single disease, and with better understanding of cancer biology, its management has evolved over the years, into a complex individualized use of therapeutics based on variable expressions of predictive and prognostic factors. With the advent of molecular and genetic research, the complexity and diversity of breast cancer cells and their ability to survive and develop resistance to treatment strategies became more evident. At the same time, targeted therapies evolved, as specific targets were discovered such as HER2 receptor, and androgen receptor. More recent is the development of immunotherapy which aims at strengthening the host immune system to identify and kill the tumor cells. In breast cancer treatment, use of molecular tests has been a target of controversies, due to their high costs and inaccessibility in limited resource situations. Research in breast cancer is also proceeding at a rapid pace, but it is important to remember that breast cancer continues to be a complex interplay of alterations at molecular and genetic level, with the variability in expressions at protein level leading to difference in behavior and responses to treatment and overall outcome. In the succeeding paragraphs, we will try to review the available evidence in literature and attempt to understand the molecular complexity of breast cancer in order to simplify the art of treating the disease and improving outcomes.
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Affiliation(s)
- Vani Parmar
- Breast Unit, Tata Memorial Centre, Advanced Centre for Treatment, Research and Education in Cancer, Kharghar, Navi Mumbai, Maharashtra 410210 India
| | - Nita S Nair
- Breast Unit, Tata Memorial Centre, Tata Memorial Hospital, Ernest Borges Rd, Parel, Mumbai, 400012 India
| | - Purvi Thakkar
- Breast Unit, Tata Memorial Centre, Tata Memorial Hospital, Ernest Borges Rd, Parel, Mumbai, 400012 India
| | - Garvit Chitkara
- Breast Unit, Tata Memorial Centre, Tata Memorial Hospital, Ernest Borges Rd, Parel, Mumbai, 400012 India
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Patient-Derived Xenograft Models of Breast Cancer and Their Application. Cells 2019; 8:cells8060621. [PMID: 31226846 PMCID: PMC6628218 DOI: 10.3390/cells8060621] [Citation(s) in RCA: 84] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Revised: 06/06/2019] [Accepted: 06/18/2019] [Indexed: 02/06/2023] Open
Abstract
Recently, patient-derived xenograft (PDX) models of many types of tumors including breast cancer have emerged as a powerful tool for predicting drug efficacy and for understanding tumor characteristics. PDXs are established by the direct transfer of human tumors into highly immunodeficient mice and then maintained by passaging from mouse to mouse. The ability of PDX models to maintain the original features of patient tumors and to reflect drug sensitivity has greatly improved both basic and clinical study outcomes. However, current PDX models cannot completely predict drug efficacy because they do not recapitulate the tumor microenvironment of origin, a failure which puts emphasis on the necessity for the development of the next generation PDX models. In this article, we summarize the advantages and limitations of current PDX models and discuss the future directions of this field.
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