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Abstract
INTRODUCTION Tissue-based imaging has emerged as a critical tool in translational cancer research and is rapidly gaining traction within a clinical context. Significant progress has been made in the digital pathology arena, particularly in respect of brightfield and fluorescent imaging. Critically, the cellular context of molecular alterations occurring at DNA, RNA, or protein level within tumor tissue is now being more fully appreciated. Moreover, the emergence of novel multi-marker imaging approaches can now provide unprecedented insights into the tumor microenvironment, including the potential interplay between various cell types. AREAS COVERED This review summarizes the recent developments within the field of tissue-based imaging, centering on the application of these approaches in oncology research and clinical practice. EXPERT OPINION Significant advances have been made in digital pathology during the last 10 years. These include the use of quantitative image analysis algorithms, predictive artificial intelligence (AI) on large datasets of H&E images, and quantification of fluorescence multiplexed tissue imaging data. We believe that new methodologies that can integrate AI-derived histologic data with omic data, together with other forms of imaging data (such as radiologic image data), will enhance our ability to deliver better diagnostics and treatment decisions to the cancer patient.
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Abstract LB-230: Refining treatment recommendations for lymph node-negative breast cancer patients using a novel protein-based prognostic signature: The OncoMasTR assay. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-lb-230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction Traditionally, many women with lymph node-negative breast cancer (LN-BC) are unnecessarily treated with chemotherapy. This highlights the importance of accurately predicting patient prognosis. We previously identified a novel prognostic signature encompassing a set of master transcriptional regulators (MTRs), termed OncoMasTR. At the mRNA level, OncoMasTR predicted recurrence risk for LN-BC better than current prognostic signatures and accurately classifies >50% of patients as ‘low-risk', thus potentially reducing overtreatment. Here, we describe ongoing validation of the OncoMasTR biomarker signature at the protein level.
Methods Commercially available antibodies targeted against markers were validated by Western blotting and immunohistochemistry (IHC) using CRISPR/Cas9 knockout cell-lines and full-face BC sections. IHC was performed on tissue microarrays (TMAs) containing multiple tumour cores from BC patients. Visiopharm's Oncotopix algorithm was used for image analysis, with stained sections verified manually by a pathologist. Image analysis data was obtained, and cut-off points optimised by maximum Chi-square values were used to differentiate low and high expression of individual markers. This was combined with clinical data to generate Kaplan-Meier survival curves. Multivariate analysis was used to determine the optimal combination of biomarkers.
Results Antibodies against eight components of the OncoMasTR signature have been validated. IHC analysis demonstrated highly-specific nuclear staining for seven of the markers (UHRF1, ATAD2, HMGB2, E2F1, TCF19, MYBL2, PTTG1), whilst one showed both nuclear and cytoplasmic staining (p16). Image analysis for UHRF1, ATAD2 and HMGB2, using both manual and automated histological scores, showed that high expression of these biomarkers is linked with reduced survival. Additionally, UHRF1 was confirmed to have the same survival correlation in another independent cohort. Interestingly, high nuclear expression of p16 is linked with prolonged survival whilst high cytoplasmic expression of p16 is associated with poorer survival, aligning with previous reports.
Conclusions The OncoMasTR signature offers a more accurate stratification of low-vs-high risk, thus showing promise in improving prognosis prediction for early-stage BC. This will translate to reduced overtreatment, decreased costs, improved survival rates and enhanced quality of life for patients.
Citation Format: Arman Rahman, Seodhna Lynch, Nebras Alattar, Niamh Niamh, Charles Weige,, Romina Silva, Claudia Aura, Fiona Lanigan, Adrian Bracken, Björn Nodin, Karin Jirström, William Gallagher. Refining treatment recommendations for lymph node-negative breast cancer patients using a novel protein-based prognostic signature: The OncoMasTR assay [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr LB-230.
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Evaluation of the prognostic value of the OncoMasTR RNA panel in diverse tumor types. J Clin Oncol 2017. [DOI: 10.1200/jco.2017.35.15_suppl.e23201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e23201 Background: Master transcriptional regulators (MTRs) are genes that are highly connected with many other genes and which can contribute to a specific cellular phenotype. The OncoMasTR panel, a set of 10 proliferation-linked MTRs and the key regulator of senescence CDKN2A, was identified in lymph node-negative breast cancer patients using publicly available data (Lanigan et al FEBS 2015 10.1111/febs.13354). Using two prognostic gene signatures and an experimentally defined ‘proliferative’ signature, highly concordant results for the top ranking sets of MTRs were found. One advantage of this process was the distillation of gene signatures into a discrete, mechanistically anchored biomarker set shown to be prognostically relevant, particularly in ER-positive patients, and with an ability to discriminate patients into low versus high risk of recurrence. Our aim here was to determine if the OncoMasTR panel was similarly useful in multiple other cancer types using publicly available transcriptomic data. Methods: The Gene Expression Omnibus was queried for datasets with relevant overall-, disease free- and/or recurrence free-survival information alongside microarray gene expression data. Survival analysis was conducted on 34 datasets using the R statistical environment package ‘survival’. Patient samples were scored based on median or tertile expression which were summed to give a final OncoMasTR RNA score, used to divide the patient samples into two groups (low and high risk) for analysis. Results: Using all 2,047 possible combinations of genes, a total of 23 datasets had significant prognostic associations. Following appropriate correction via multiple testing, this was reduced to 4 datasets representing bladder, lung and colorectal cancers, and multiple myeloma. Hazard ratios for the top 100 combinations in each data set were 1.8 – 2.1, 1.6 – 1.9, 1.1 – 1.3, 1.3 – 1.5 (standard error ±0.2, 0.1, 0.2, 0.1) respectively. All genes were found in the top ten combinations in all 4 datasets, and no specific combination was found to be prevalent across datasets, indicating that every MTR in the OncoMasTR panel contributes to its utility. Conclusions: The OncoMasTR panel is potentially prognostically useful in multiple cancer types.
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Abstract
FK506-binding protein-like (FKBPL) has established roles as an anti-tumor protein, with a therapeutic peptide based on this protein, ALM201, shortly entering phase I/II clinical trials. Here, we evaluated FKBPL's prognostic ability in primary breast cancer tissue, represented on tissue microarrays (TMA) from 3277 women recruited into five independent retrospective studies, using immunohistochemistry (IHC). In a meta-analysis, FKBPL levels were a significant predictor of BCSS; low FKBPL levels indicated poorer breast cancer specific survival (BCSS) (hazard ratio (HR) = 1.30, 95% confidence interval (CI) 1.14–1.49, p < 0.001). The prognostic impact of FKBPL remained significant after adjusting for other known prognostic factors (HR = 1.25, 95% CI 1.07–1.45, p = 0.004). For the sub-groups of 2365 estrogen receptor (ER) positive patients and 1649 tamoxifen treated patients, FKBPL was significantly associated with BCSS (HR = 1.34, 95% CI 1.13–1.58, p < 0.001, and HR = 1.25, 95% CI 1.04–1.49, p = 0.02, respectively). A univariate analysis revealed that FKBPL was also a significant predictor of relapse free interval (RFI) within the ER positive patient group, but it was only borderline significant within the smaller tamoxifen treated patient group (HR = 1.32 95% CI 1.05–1.65, p = 0.02 and HR = 1.23 95% CI 0.99–1.54, p = 0.06, respectively). The data suggests a role for FKBPL as a prognostic factor for BCSS, with the potential to be routinely evaluated within the clinic.
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Delineating transcriptional networks of prognostic gene signatures refines treatment recommendations for lymph node-negative breast cancer patients. FEBS J 2015; 282:3455-73. [DOI: 10.1111/febs.13354] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2015] [Revised: 06/02/2015] [Accepted: 06/17/2015] [Indexed: 12/20/2022]
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Abstract
Background: The homeobox containing transcription factor MSX2 is a key regulator of embryonic development and has been implicated to have a role in breast and pancreatic cancer. Methods: Using a selection of two- and three-dimensional in vitro assays and tissue microarrays (TMAs), the clinical and functional relevance of MSX2 in malignant melanoma was explored. A doxycyline-inducible over-expression system was applied to study the relevance of MSX2 in vitro. For TMA construction, tumour material from 218 melanoma patients was used. Results: Ectopic expression of MSX2 resulted in the induction of apoptosis and reduced the invasive capacity of melanoma cells in three-dimensional culture. MSX2 over-expression was shown to affect several signalling pathways associated with cell invasion and survival. Downregulation of N-Cadherin, induction of p21 and inhibition of both BCL2 and Survivin were observed. Cytoplasmic MSX2 expression was found to correlate significantly with increased recurrence-free survival (P=0.008). Nuclear expression of MSX2 did not result in significant survival correlations, suggesting that the beneficial effect of MSX2 may be independent of its DNA binding activity. Conclusions: MSX2 may be an important regulator of melanoma cell invasion and survival. Cytoplasmic expression of the protein was identified as biomarker for good prognosis in malignant melanoma patients.
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PKCzeta regulates cell polarisation and proliferation restriction during mammary acinus formation. J Cell Sci 2011; 123:3316-28. [PMID: 20844151 DOI: 10.1242/jcs.065243] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
Mammary epithelial cells organize in three dimensions and generate acini when supported on laminin-rich extracellular matrix. Acinus formation begins with the apicobasal polarisation of the outer cells of the assembly and the withdrawal of these cells from the cell cycle. Internal cells then clear out to form a hollow lumen. Here, we show that PKCζ is phosphorylated (at T410) and activated in the early stages of acinus formation in both primary cells and MCF10A cells, and during mammary tree maturation in vivo. Phospho-PKCζ colocalised with tight junction components and bound to the Par polarising complex in developing acini. To further investigate the importance of PKCζ phosphorylation in this context, acinus formation was studied in MCF10A cells overexpressing non-phosphorylatable (T410A) or 'constitutively phosphorylated' (T410E) PKCζ. In both cell types, acinus-associated cell polarisation and lumen clearance were compromised, emphasising the importance of regulated phosphorylation of PKCζ at T410 for successful acinus formation. PKCζ can be activated in a phosphorylation (at T410)-dependent and a phosphorylation-independent manner. Cells overexpressing a complete kinase-deficient PKCζ (K281W) displayed a cell polarising deficit, but also generated large 'multi-acinar' structures with associated early lumenal cell hyperproliferation. Therefore our data shows, for the first time, that two separable PKCζ activities (one phosphorylation-dependent, the other not) are required to support the cell polarisation and proliferation restriction that underpins successful acinus formation. Paralleling these contributions, we found that low levels of PKCζ mRNA expression are associated with more 'poorly differentiated' tumours and a poor outcome in a cohort of 295 breast cancer patients.
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Abstract
Cellular senescence is an irreversible arrest of proliferation. It is activated when a cell encounters stress such as DNA damage, telomere shortening or oncogene activation. Like apoptosis, it impedes tumour progression and acts as a barrier that pre-neoplastic cells must overcome during their evolution toward the full tumourigenic state. This review focuses on the role of transcriptional regulators in the control of cellular senescence, explores how their function is perturbed in cancer and discusses the potential to harness this knowledge for future cancer therapies.
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PKCζ regulates cell polarisation and proliferation restriction during mammary acinus formation. Development 2010. [DOI: 10.1242/dev.059311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Homeobox transcription factor muscle segment homeobox 2 (Msx2) correlates with good prognosis in breast cancer patients and induces apoptosis in vitro. Breast Cancer Res 2010; 12:R59. [PMID: 20682066 PMCID: PMC2949651 DOI: 10.1186/bcr2621] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2010] [Revised: 06/09/2010] [Accepted: 08/03/2010] [Indexed: 02/08/2023] Open
Abstract
Introduction The homeobox-containing transcription factor muscle segment homeobox 2 (Msx2) plays an important role in mammary gland development. However, the clinical implications of Msx2 expression in breast cancer are unclear. The aims of this study were to investigate the potential clinical value of Msx2 as a breast cancer biomarker and to clarify its functional role in vitro. Methods Msx2 gene expression was first examined in a well-validated breast cancer transcriptomic dataset of 295 patients. Msx2 protein expression was then evaluated by immunohistochemistry in a tissue microarray (TMA) containing 281 invasive breast tumours. Finally, to assess the functional role of Msx2 in vitro, Msx2 was ectopically expressed in a highly invasive breast tumour cell line (MDA-MB-231) and an immortalised breast cell line (MCF10a), and these cell lines were examined for changes in growth rate, cell death and cell signalling. Results Examination of Msx2 mRNA expression in a breast cancer transcriptomic dataset demonstrated that increased levels of Msx2 were associated with good prognosis (P = 0.011). Evaluation of Msx2 protein expression on a TMA revealed that Msx2 was detectable in both tumour cell nuclei and cytoplasm. Cytoplasmic Msx2 expression was associated with low grade tumours (P = 0.012) and Ki67 negativity (P = 0.018). Nuclear Msx2 correlated with low-grade tumours (P = 0.015), estrogen receptor positivity (P = 0.038), low Ki67 (P = 0.005) and high cyclin D1 expression (P = 0.037). Increased cytoplasmic Msx2 expression was associated with a prolonged breast cancer-specific survival (P = 0.049), recurrence-free survival (P = 0.029) and overall survival (P = 0.019). Ectopic expression of Msx2 in breast cell lines resulted in radically decreased cell viability mediated by induction of cell death via apoptosis. Further analysis of Msx2-expressing cells revealed increased levels of p21 and phosphorylated extracellular signal-regulated kinase (ERK) and decreased levels of Survivin and the 'split ends' (SPEN) protein family member RBM15. Conclusions We conclude that increased Msx2 expression results in improved outcome for breast cancer patients, possibly by increasing the likelihood of tumour cell death by apoptosis.
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Increased claudin-4 expression is associated with poor prognosis and high tumour grade in breast cancer. Int J Cancer 2009; 124:2088-97. [PMID: 19142967 DOI: 10.1002/ijc.24159] [Citation(s) in RCA: 97] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
The role of intercellular tight junctions in breast epithelial cells is traditionally thought to be in maintaining polarity and barrier function. However, claudin-4, a tight junction protein, is overexpressed in breast tumour cells compared to normal epithelial cells, which generally corresponds to a loss in polarity. The aim of this study was to investigate the distribution and potential clinical value of claudin-4 in breast cancer, and to evaluate its usefulness as a prognostic and predictive biomarker. Expression of claudin-4 was initially examined by Western blot analysis in a cohort of 88 breast tumours, and was found to correlate positively with tumour grade and negatively with ER. Claudin-4 expression was then evaluated by immunohistochemistry in a larger cohort of 299 tumours represented on a tissue microarray. Claudin-4 expression correlated positively with tumour grade and Her2, and negatively with ER. High claudin-4 expression was also associated with worse breast cancer-specific survival (p = 0.003), recurrence-free survival (p = 0.025) and overall survival (p = 0.034). Multivariate analysis revealed that claudin-4 independently predicted survival in the entire cohort (HR 1.95; 95%CI 1.01-3.79; p = 0.047) and in the ER positive subgroup treated with adjuvant tamoxifen (HR 4.34; 95%CI 1.14-16.53; p = 0.032). This relationship between increased claudin-4 expression and adverse outcome was validated at the mRNA level in a DNA microarray dataset of 295 breast tumours. We conclude that high levels of claudin-4 protein are associated with adverse outcome in breast cancer patients, including the subgroup of patients treated with adjuvant tamoxifen.
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Abstract
During its lifetime, the mammary gland undergoes many phases of development and differentiation. Much of this occurs during puberty, when the ductal epithelium expands by branching morphogenesis, invading the surrounding fat pad to form an organised mammary tree. Throughout its existence, the epithelium will go through several cycles of proliferation and cell death during pregnancy, lactation and involution. Many of the signalling mechanisms which control the initial invasion of the fat pad by the epithelium, and regulate its continuing plasticity, can be harnessed or corrupted by tumour cells in order to support their aberrant growth and progression towards invasion. This is true not just for the epithelial cells themselves but also for cells in the surrounding microenvironment, including fibroblasts, macrophages and adipocytes. This review examines the complex web of signalling and adhesion interactions controlling branching morphogenesis, and how their alteration can promote malignancy. Current in vivo and in vitro mammary gland models are also discussed. (Part of a Multi-author Review).
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Mammary gland biology and breast cancer. Conference on Common Molecular Mechanisms of Mammary Gland Development and Breast Cancer Progression. EMBO Rep 2006; 7:1084-8. [PMID: 17057642 PMCID: PMC1679780 DOI: 10.1038/sj.embor.7400839] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2006] [Accepted: 09/19/2006] [Indexed: 11/09/2022] Open
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