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1.
Cancers (Basel) ; 15(18)2023 Sep 20.
Artigo em Inglês | MEDLINE | ID: mdl-37760615

RESUMO

Tumour progression relies on interactions with untransformed cells in the tumour microenvironment (TME), including cancer-associated fibroblasts (CAFs), which promote blood supply, tumour progression, and immune evasion. Eph receptor tyrosine kinases are cell guidance receptors that are most active during development but re-emerge in cancer and are recognised drug targets. EphA3 is overexpressed in a wide range of tumour types, and we previously found expression particularly in stromal and vascular tissues of the TME. To investigate its role in the TME, we generated transgenic mice with inducible shRNA-mediated knockdown of EphA3 expression. EphA3 knockdown was confirmed in aortic mesenchymal stem cells (MSCs), which displayed reduced angiogenic capacity. In mice with syngeneic lung tumours, EphA3 knockdown reduced vasculature and CAF/MSC-like cells in tumours, and inhibited tumour growth, which was confirmed also in a melanoma model. Single cell RNA sequencing analysis of multiple human tumour types confirmed EphA3 expression in CAFs, including in breast cancer, where EphA3 was particularly prominent in perivascular- and myofibroblast-like CAFs. Our results thus indicate expression of the cell guidance receptor EphA3 in distinct CAF subpopulations is important in supporting tumour angiogenesis and tumour growth, highlighting its potential as a therapeutic target.

2.
Nat Commun ; 14(1): 5758, 2023 09 16.
Artigo em Inglês | MEDLINE | ID: mdl-37717006

RESUMO

Cells within the tumour microenvironment (TME) can impact tumour development and influence treatment response. Computational approaches have been developed to deconvolve the TME from bulk RNA-seq. Using scRNA-seq profiling from breast tumours we simulate thousands of bulk mixtures, representing tumour purities and cell lineages, to compare the performance of nine TME deconvolution methods (BayesPrism, Scaden, CIBERSORTx, MuSiC, DWLS, hspe, CPM, Bisque, and EPIC). Some methods are more robust in deconvolving mixtures with high tumour purity levels. Most methods tend to mis-predict normal epithelial for cancer epithelial as tumour purity increases, a finding that is validated in two independent datasets. The breast cancer molecular subtype influences this mis-prediction. BayesPrism and DWLS have the lowest combined numbers of false positives and false negatives, and have the best performance when deconvolving granular immune lineages. Our findings highlight the need for more single-cell characterisation of rarer cell types, and suggest that tumour cell compositions should be considered when deconvolving the TME.


Assuntos
Neoplasias Mamárias Animais , Música , Animais , Microambiente Tumoral , Linhagem da Célula , RNA-Seq
3.
Nat Commun ; 13(1): 6539, 2022 11 07.
Artigo em Inglês | MEDLINE | ID: mdl-36344500

RESUMO

Cancers evade the immune system through the process of cancer immunoediting. While immune checkpoint inhibitors are effective for reactivating tumour immunity in some cancer types, many other solid cancers, including breast cancer, remain largely non-responsive. Understanding how non-responsive cancers evade immunity and whether this occurs at the clonal level will improve immunotherapeutic design. Here we use DNA barcoding to track murine mammary cancer cell clones during immunoediting and determine clonal transcriptional profiles that allow immune evasion following anti-PD1 plus anti-CTLA4 immunotherapy. Clonal diversity is significantly restricted by immunotherapy treatment in both primary tumours and metastases, demonstrating selection for pre-existing breast cancer cell populations and ongoing immunoediting during metastasis and treatment. Immunotherapy resistant clones express a common gene signature associated with poor survival of basal-like breast cancer patient cohorts. At least one of these genes has an existing small molecule that can potentially be used to improve immunotherapy response.


Assuntos
Neoplasias da Mama , Código de Barras de DNA Taxonômico , Humanos , Camundongos , Animais , Feminino , Imunoterapia , Fatores Imunológicos , Neoplasias da Mama/genética , Neoplasias da Mama/terapia , Estudos Longitudinais
4.
Nat Commun ; 13(1): 4587, 2022 08 06.
Artigo em Inglês | MEDLINE | ID: mdl-35933466

RESUMO

The tumour stroma, and in particular the extracellular matrix (ECM), is a salient feature of solid tumours that plays a crucial role in shaping their progression. Many desmoplastic tumours including breast cancer involve the significant accumulation of type I collagen. However, recently it has become clear that the precise distribution and organisation of matrix molecules such as collagen I is equally as important in the tumour as their abundance. Cancer-associated fibroblasts (CAFs) coexist within breast cancer tissues and play both pro- and anti-tumourigenic roles through remodelling the ECM. Here, using temporal proteomic profiling of decellularized tumours, we interrogate the evolving matrisome during breast cancer progression. We identify 4 key matrisomal clusters, and pinpoint collagen type XII as a critical component that regulates collagen type I organisation. Through combining our proteomics with single-cell transcriptomics, and genetic manipulation models, we show how CAF-secreted collagen XII alters collagen I organisation to create a pro-invasive microenvironment supporting metastatic dissemination. Finally, we show in patient cohorts that collagen XII may represent an indicator of breast cancer patients at high risk of metastatic relapse.


Assuntos
Neoplasias da Mama , Colágeno Tipo XII/metabolismo , Metástase Neoplásica , Microambiente Tumoral , Neoplasias da Mama/patologia , Colágeno , Colágeno Tipo I , Matriz Extracelular/patologia , Feminino , Humanos , Metástase Neoplásica/patologia , Recidiva Local de Neoplasia/patologia , Proteômica
5.
Nat Commun ; 12(1): 6012, 2021 10 14.
Artigo em Inglês | MEDLINE | ID: mdl-34650042

RESUMO

In the past decades, transcriptomic studies have revolutionized cancer treatment and diagnosis. However, tumor sequencing strategies typically result in loss of spatial information, critical to understand cell interactions and their functional relevance. To address this, we investigate spatial gene expression in HER2-positive breast tumors using Spatial Transcriptomics technology. We show that expression-based clustering enables data-driven tumor annotation and assessment of intra- and interpatient heterogeneity; from which we discover shared gene signatures for immune and tumor processes. By integration with single cell data, we spatially map tumor-associated cell types to find tertiary lymphoid-like structures, and a type I interferon response overlapping with regions of T-cell and macrophage subset colocalization. We construct a predictive model to infer presence of tertiary lymphoid-like structures, applicable across tissue types and technical platforms. Taken together, we combine different data modalities to define a high resolution map of cellular interactions in tumors and provide tools generalizing across tissues and diseases.


Assuntos
Neoplasias da Mama/genética , Neoplasias da Mama/metabolismo , Receptor ErbB-2/genética , Receptor ErbB-2/metabolismo , Transcriptoma , Neoplasias da Mama/patologia , Análise por Conglomerados , Feminino , Perfilação da Expressão Gênica , Regulação Neoplásica da Expressão Gênica , Heterogeneidade Genética , Humanos
6.
Nat Genet ; 53(9): 1334-1347, 2021 09.
Artigo em Inglês | MEDLINE | ID: mdl-34493872

RESUMO

Breast cancers are complex cellular ecosystems where heterotypic interactions play central roles in disease progression and response to therapy. However, our knowledge of their cellular composition and organization is limited. Here we present a single-cell and spatially resolved transcriptomics analysis of human breast cancers. We developed a single-cell method of intrinsic subtype classification (SCSubtype) to reveal recurrent neoplastic cell heterogeneity. Immunophenotyping using cellular indexing of transcriptomes and epitopes by sequencing (CITE-seq) provides high-resolution immune profiles, including new PD-L1/PD-L2+ macrophage populations associated with clinical outcome. Mesenchymal cells displayed diverse functions and cell-surface protein expression through differentiation within three major lineages. Stromal-immune niches were spatially organized in tumors, offering insights into antitumor immune regulation. Using single-cell signatures, we deconvoluted large breast cancer cohorts to stratify them into nine clusters, termed 'ecotypes', with unique cellular compositions and clinical outcomes. This study provides a comprehensive transcriptional atlas of the cellular architecture of breast cancer.


Assuntos
Neoplasias da Mama/genética , Neoplasias da Mama/patologia , Análise de Célula Única , Transcriptoma/genética , Linfócitos B/imunologia , Antígeno B7-H1/genética , Biomarcadores Tumorais/genética , Neoplasias da Mama/imunologia , Linfócitos T CD8-Positivos/imunologia , Células Endoteliais/metabolismo , Feminino , Regulação Neoplásica da Expressão Gênica/genética , Humanos , Macrófagos/citologia , Macrófagos/imunologia , Proteínas de Membrana/genética , Células Mieloides/imunologia , Células Mieloides/metabolismo , Análise de Sequência de RNA , Microambiente Tumoral , Proteínas Supressoras de Tumor/genética
7.
Immunol Rev ; 302(1): 286-298, 2021 07.
Artigo em Inglês | MEDLINE | ID: mdl-34033129

RESUMO

Mesenchymal stromal cells in solid tumors have emerged as important mediators of immune function and response to immunotherapies. As such, comprehensive insights into their biology may reveal new predictors of drug response and new drug targets. While our understanding of mesenchymal biology in cancer is nascent, it is rapidly evolving, driven by advances in single-cell technologies. These studies reveal distinct subclasses of cancer-associated fibroblasts (CAFs) with unique properties for immune regulation and control of leukocyte activity. While these studies have revealed several similarities across distinct types of cancer, they still face key challenges in nomenclature. Single-cell analysis of tumors has also revealed an abundance of perivascular cells with unique biology and associations with immune infiltration. They are often misclassified, likely confounding previous bulk studies, revealing a distinct lineage of cells that remain to be fully characterized. These studies have also shed light on the discrete cell types or transient cell states that shape mesenchymal heterogeneity in tumors, offering insights into new therapeutic strategies to modulate stromal cell differentiation. In this review, we will address how recent advances in single-cell technologies have shaped our understanding of stromal heterogeneity and their coordination of immune responses in cancer.


Assuntos
Fibroblastos Associados a Câncer , Neoplasias , Humanos , Leucócitos , Neoplasias/terapia , Análise de Célula Única , Células Estromais
8.
Genome Med ; 13(1): 81, 2021 05 10.
Artigo em Inglês | MEDLINE | ID: mdl-33971952

RESUMO

BACKGROUND: High throughput single-cell RNA sequencing (scRNA-Seq) has emerged as a powerful tool for exploring cellular heterogeneity among complex human cancers. scRNA-Seq studies using fresh human surgical tissue are logistically difficult, preclude histopathological triage of samples, and limit the ability to perform batch processing. This hindrance can often introduce technical biases when integrating patient datasets and increase experimental costs. Although tissue preservation methods have been previously explored to address such issues, it is yet to be examined on complex human tissues, such as solid cancers and on high throughput scRNA-Seq platforms. METHODS: Using the Chromium 10X platform, we sequenced a total of ~ 120,000 cells from fresh and cryopreserved replicates across three primary breast cancers, two primary prostate cancers and a cutaneous melanoma. We performed detailed analyses between cells from each condition to assess the effects of cryopreservation on cellular heterogeneity, cell quality, clustering and the identification of gene ontologies. In addition, we performed single-cell immunophenotyping using CITE-Seq on a single breast cancer sample cryopreserved as solid tissue fragments. RESULTS: Tumour heterogeneity identified from fresh tissues was largely conserved in cryopreserved replicates. We show that sequencing of single cells prepared from cryopreserved tissue fragments or from cryopreserved cell suspensions is comparable to sequenced cells prepared from fresh tissue, with cryopreserved cell suspensions displaying higher correlations with fresh tissue in gene expression. We showed that cryopreservation had minimal impacts on the results of downstream analyses such as biological pathway enrichment. For some tumours, cryopreservation modestly increased cell stress signatures compared to freshly analysed tissue. Further, we demonstrate the advantage of cryopreserving whole-cells for detecting cell-surface proteins using CITE-Seq, which is impossible using other preservation methods such as single nuclei-sequencing. CONCLUSIONS: We show that the viable cryopreservation of human cancers provides high-quality single-cells for multi-omics analysis. Our study guides new experimental designs for tissue biobanking for future clinical single-cell RNA sequencing studies.


Assuntos
Bancos de Espécimes Biológicos , Criopreservação , Genômica , Neoplasias/diagnóstico , Análise de Célula Única , Biomarcadores Tumorais , Criopreservação/métodos , Criopreservação/normas , Perfilação da Expressão Gênica/métodos , Regulação da Expressão Gênica , Genômica/métodos , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Imunofenotipagem , Neoplasias/etiologia , Especificidade de Órgãos/genética , Análise de Sequência de RNA/métodos , Transdução de Sinais , Análise de Célula Única/métodos
9.
iScience ; 24(2): 102072, 2021 Feb 19.
Artigo em Inglês | MEDLINE | ID: mdl-33554073

RESUMO

Inhibitor of differentiation (ID) proteins dimerize with basic HLH (bHLH) transcription factors, repressing transcription of lineage-specification genes across diverse cellular lineages. ID4 is a key regulator of mammary stem cells; however, the mechanism by which it achieves this is unclear. Here, we show that ID4 has a cell autonomous role in preventing myoepithelial differentiation of basal cells in mammary organoids and in vivo. ID4 positively regulates proliferative genes and negatively regulates genes involved in myoepithelial function. Mass spectrometry reveals that ID4 interacts with the bHLH protein HEB, which binds to E-box motifs in regulatory elements of basal developmental genes involved in extracellular matrix and the contractile cytoskeleton. We conclude that high ID4 expression in mammary basal stem cells antagonizes HEB transcriptional activity, preventing myoepithelial differentiation and allowing for appropriate tissue morphogenesis. Downregulation of ID4 during pregnancy modulates gene regulated by HEB, promoting specialization of basal cells into myoepithelial cells.

10.
EMBO J ; 39(19): e104063, 2020 10 01.
Artigo em Inglês | MEDLINE | ID: mdl-32790115

RESUMO

The tumour stroma regulates nearly all stages of carcinogenesis. Stromal heterogeneity in human triple-negative breast cancers (TNBCs) remains poorly understood, limiting the development of stromal-targeted therapies. Single-cell RNA sequencing of five TNBCs revealed two cancer-associated fibroblast (CAF) and two perivascular-like (PVL) subpopulations. CAFs clustered into two states: the first with features of myofibroblasts and the second characterised by high expression of growth factors and immunomodulatory molecules. PVL cells clustered into two states consistent with a differentiated and immature phenotype. We showed that these stromal states have distinct morphologies, spatial relationships and functional properties in regulating the extracellular matrix. Using cell signalling predictions, we provide evidence that stromal-immune crosstalk acts via a diverse array of immunoregulatory molecules. Importantly, the investigation of gene signatures from inflammatory-CAFs and differentiated-PVL cells in independent TNBC patient cohorts revealed strong associations with cytotoxic T-cell dysfunction and exclusion, respectively. Such insights present promising candidates to further investigate for new therapeutic strategies in the treatment of TNBCs.


Assuntos
Neoplasias de Mama Triplo Negativas/imunologia , Evasão Tumoral , Matriz Extracelular/imunologia , Matriz Extracelular/patologia , Feminino , Humanos , RNA-Seq , Células Estromais/imunologia , Células Estromais/patologia , Linfócitos T Citotóxicos/imunologia , Linfócitos T Citotóxicos/patologia , Neoplasias de Mama Triplo Negativas/patologia
11.
Breast Cancer Res ; 22(1): 63, 2020 06 11.
Artigo em Inglês | MEDLINE | ID: mdl-32527287

RESUMO

BACKGROUND: Basal-like breast cancer (BLBC) is a poorly characterised, heterogeneous disease. Patients are diagnosed with aggressive, high-grade tumours and often relapse with chemotherapy resistance. Detailed understanding of the molecular underpinnings of this disease is essential to the development of personalised therapeutic strategies. Inhibitor of differentiation 4 (ID4) is a helix-loop-helix transcriptional regulator required for mammary gland development. ID4 is overexpressed in a subset of BLBC patients, associating with a stem-like poor prognosis phenotype, and is necessary for the growth of cell line models of BLBC through unknown mechanisms. METHODS: Here, we have defined unique molecular insights into the function of ID4 in BLBC and the related disease high-grade serous ovarian cancer (HGSOC), by combining RIME proteomic analysis, ChIP-seq mapping of genomic binding sites and RNA-seq. RESULTS: These studies reveal novel interactions with DNA damage response proteins, in particular, mediator of DNA damage checkpoint protein 1 (MDC1). Through MDC1, ID4 interacts with other DNA repair proteins (γH2AX and BRCA1) at fragile chromatin sites. ID4 does not affect transcription at these sites, instead binding to chromatin following DNA damage. Analysis of clinical samples demonstrates that ID4 is amplified and overexpressed at a higher frequency in BRCA1-mutant BLBC compared with sporadic BLBC, providing genetic evidence for an interaction between ID4 and DNA damage repair deficiency. CONCLUSIONS: These data link the interactions of ID4 with MDC1 to DNA damage repair in the aetiology of BLBC and HGSOC.


Assuntos
Neoplasias da Mama/genética , Neoplasias da Mama/metabolismo , Carcinoma Basocelular/genética , Carcinoma Basocelular/metabolismo , Proteínas Inibidoras de Diferenciação/genética , Proteínas Inibidoras de Diferenciação/metabolismo , Animais , Apoptose/fisiologia , Neoplasias da Mama/patologia , Carcinoma Basocelular/patologia , Diferenciação Celular/fisiologia , Linhagem Celular Tumoral , Proliferação de Células/fisiologia , Cromatina/genética , Cromatina/metabolismo , Dano ao DNA , Feminino , Xenoenxertos , Humanos , Camundongos , Camundongos Endogâmicos NOD , Camundongos SCID , Prognóstico , Proteogenômica , Células Tumorais Cultivadas
12.
Nat Commun ; 9(1): 2897, 2018 07 24.
Artigo em Inglês | MEDLINE | ID: mdl-30042390

RESUMO

The cellular and molecular basis of stromal cell recruitment, activation and crosstalk in carcinomas is poorly understood, limiting the development of targeted anti-stromal therapies. In mouse models of triple negative breast cancer (TNBC), Hedgehog ligand produced by neoplastic cells reprograms cancer-associated fibroblasts (CAFs) to provide a supportive niche for the acquisition of a chemo-resistant, cancer stem cell (CSC) phenotype via FGF5 expression and production of fibrillar collagen. Stromal treatment of patient-derived xenografts with smoothened inhibitors (SMOi) downregulates CSC markers expression and sensitizes tumors to docetaxel, leading to markedly improved survival and reduced metastatic burden. In the phase I clinical trial EDALINE, 3 of 12 patients with metastatic TNBC derived clinical benefit from combination therapy with the SMOi Sonidegib and docetaxel chemotherapy, with one patient experiencing a complete response. These studies identify Hedgehog signaling to CAFs as a novel mediator of CSC plasticity and an exciting new therapeutic target in TNBC.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Resistencia a Medicamentos Antineoplásicos/efeitos dos fármacos , Células-Tronco Neoplásicas/efeitos dos fármacos , Neoplasias de Mama Triplo Negativas/tratamento farmacológico , Adulto , Idoso , Anilidas/administração & dosagem , Animais , Compostos de Bifenilo/administração & dosagem , Linhagem Celular Tumoral , Docetaxel/administração & dosagem , Feminino , Humanos , Camundongos Endogâmicos NOD , Camundongos Knockout , Camundongos SCID , Pessoa de Meia-Idade , Células-Tronco Neoplásicas/metabolismo , Piridinas/administração & dosagem , Resultado do Tratamento , Neoplasias de Mama Triplo Negativas/genética , Neoplasias de Mama Triplo Negativas/metabolismo , Ensaios Antitumorais Modelo de Xenoenxerto
13.
Nucleic Acids Res ; 45(22): 12657-12670, 2017 Dec 15.
Artigo em Inglês | MEDLINE | ID: mdl-29156009

RESUMO

Micro-RNAs (miRNAs) are potent regulators of gene expression and cellular phenotype. Each miRNA has the potential to target hundreds of transcripts within the cell thus controlling fundamental cellular processes such as survival and proliferation. Here, we exploit this important feature of miRNA networks to discover vulnerabilities in cancer phenotype, and map miRNA-target relationships across different cancer types. More specifically, we report the results of a functional genomics screen of 1280 miRNA mimics and inhibitors in eight cancer cell lines, and its presentation in a sophisticated interactive data portal. This resource represents the most comprehensive survey of miRNA function in oncology, incorporating breast cancer, prostate cancer and neuroblastoma. A user-friendly web portal couples this experimental data with multiple tools for miRNA target prediction, pathway enrichment analysis and visualization. In addition, the database integrates publicly available gene expression and perturbation data enabling tailored and context-specific analysis of miRNA function in a particular disease. As a proof-of-principle, we use the database and its innovative features to uncover novel determinants of the neuroblastoma malignant phenotype.


Assuntos
Regulação Neoplásica da Expressão Gênica , Predisposição Genética para Doença/genética , MicroRNAs/genética , Neoplasias/genética , Linhagem Celular , Linhagem Celular Tumoral , Análise por Conglomerados , Bases de Dados de Ácidos Nucleicos , Redes Reguladoras de Genes , Humanos , MicroRNAs/classificação , Neoplasias/patologia
15.
J Infect ; 72(4): 468-77, 2016 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-26826518

RESUMO

OBJECTIVES: Despite high pertussis vaccination coverage, Australia experienced a prolonged epidemic in 2008-2012. The predominant Bordetella pertussis genotype harboured pertussis toxin promoter allele, ptxP3, and pertactin gene allele, prn2. The emergence and expansion of prn non-expressing isolates (Prn negative), were also observed. We aimed to investigate the microevolution and genomic diversity of epidemic B. pertussis isolates. METHODS: We sequenced 22 B. pertussis isolates collected in 2008-2012 from two states of Australia which are geographically widely separated. Ten of the 22 were Prn negative isolates with three different modes of silencing of prn (prn::IS481F, prn::IS481R and prn::IS1002). Five pre-epidemic isolates were also sequenced for comparison. RESULTS: Five single nucleotide polymorphisms were common in the epidemic isolates and differentiated them from pre-epidemic isolates. The Australian epidemic isolates can be divided into five lineages (EL1-EL5) with EL1 containing only Prn negative isolates. Comparison with global isolates showed that three lineages remained geographically and temporally distinct whereas two lineages mixed with isolates from 2012 UK outbreak. CONCLUSION: Our results suggest significant diversification and the microevolution of B. pertussis within the 2008-2012 Australian epidemic.


Assuntos
Bordetella pertussis/genética , Epidemias/estatística & dados numéricos , Coqueluche/epidemiologia , Coqueluche/microbiologia , Austrália/epidemiologia , DNA Bacteriano/análise , DNA Bacteriano/genética , Humanos , Epidemiologia Molecular , Filogenia , Polimorfismo de Nucleotídeo Único/genética
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