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1.
Cell ; 167(1): 260-274.e22, 2016 09 22.
Artigo em Inglês | MEDLINE | ID: mdl-27641504

RESUMO

The inter- and intra-tumor heterogeneity of breast cancer needs to be adequately captured in pre-clinical models. We have created a large collection of breast cancer patient-derived tumor xenografts (PDTXs), in which the morphological and molecular characteristics of the originating tumor are preserved through passaging in the mouse. An integrated platform combining in vivo maintenance of these PDTXs along with short-term cultures of PDTX-derived tumor cells (PDTCs) was optimized. Remarkably, the intra-tumor genomic clonal architecture present in the originating breast cancers was mostly preserved upon serial passaging in xenografts and in short-term cultured PDTCs. We assessed drug responses in PDTCs on a high-throughput platform and validated several ex vivo responses in vivo. The biobank represents a powerful resource for pre-clinical breast cancer pharmacogenomic studies (http://caldaslab.cruk.cam.ac.uk/bcape), including identification of biomarkers of response or resistance.


Assuntos
Bancos de Espécimes Biológicos , Neoplasias da Mama , Ensaios Antitumorais Modelo de Xenoenxerto , Animais , Biomarcadores Farmacológicos , Neoplasias da Mama/tratamento farmacológico , Neoplasias da Mama/genética , Neoplasias da Mama/patologia , Resistencia a Medicamentos Antineoplásicos/genética , Feminino , Ensaios de Triagem em Larga Escala , Humanos , Camundongos , Testes Farmacogenômicos , Células Tumorais Cultivadas
2.
Nature ; 567(7748): 399-404, 2019 03.
Artigo em Inglês | MEDLINE | ID: mdl-30867590

RESUMO

The rates and routes of lethal systemic spread in breast cancer are poorly understood owing to a lack of molecularly characterized patient cohorts with long-term, detailed follow-up data. Long-term follow-up is especially important for those with oestrogen-receptor (ER)-positive breast cancers, which can recur up to two decades after initial diagnosis1-6. It is therefore essential to identify patients who have a high risk of late relapse7-9. Here we present a statistical framework that models distinct disease stages (locoregional recurrence, distant recurrence, breast-cancer-related death and death from other causes) and competing risks of mortality from breast cancer, while yielding individual risk-of-recurrence predictions. We apply this model to 3,240 patients with breast cancer, including 1,980 for whom molecular data are available, and delineate spatiotemporal patterns of relapse across different categories of molecular information (namely immunohistochemical subtypes; PAM50 subtypes, which are based on gene-expression patterns10,11; and integrative or IntClust subtypes, which are based on patterns of genomic copy-number alterations and gene expression12,13). We identify four late-recurring integrative subtypes, comprising about one quarter (26%) of tumours that are both positive for ER and negative for human epidermal growth factor receptor 2, each with characteristic tumour-driving alterations in genomic copy number and a high risk of recurrence (mean 47-62%) up to 20 years after diagnosis. We also define a subgroup of triple-negative breast cancers in which cancer rarely recurs after five years, and a separate subgroup in which patients remain at risk. Use of the integrative subtypes improves the prediction of late, distant relapse beyond what is possible with clinical covariates (nodal status, tumour size, tumour grade and immunohistochemical subtype). These findings highlight opportunities for improved patient stratification and biomarker-driven clinical trials.


Assuntos
Neoplasias da Mama/classificação , Neoplasias da Mama/genética , Recidiva Local de Neoplasia/classificação , Recidiva Local de Neoplasia/genética , Receptores de Estrogênio/genética , Neoplasias da Mama/mortalidade , Neoplasias da Mama/patologia , Progressão da Doença , Feminino , Humanos , Modelos Biológicos , Metástase Neoplásica/genética , Recidiva Local de Neoplasia/patologia , Especificidade de Órgãos , Prognóstico , Receptor ErbB-2/deficiência , Receptor ErbB-2/genética , Receptores de Estrogênio/análise , Receptores de Estrogênio/deficiência , Fatores de Tempo , Neoplasias de Mama Triplo Negativas/genética , Neoplasias de Mama Triplo Negativas/patologia
3.
Bioinformatics ; 36(22-23): 5524-5525, 2021 Apr 01.
Artigo em Inglês | MEDLINE | ID: mdl-33346800

RESUMO

MOTIVATION: Whole-genome bisulfite sequencing (WGBS) measures DNA methylation at base pair resolution resulting in large bedGraph like coverage files. Current options for processing such files are hindered by discrepancies in file format specification, speed, and memory requirements. RESULTS: We developed methrix, an R package, which provides a toolset for systematic analysis of large datasets. Core functionality of the package includes a comprehensive bedGraph or similar tab-separated text file reader-which summarizes methylation calls based on annotated reference indices, infers and collapses strands and handles uncovered reference CpG sites while facilitating a flexible input file format specification. Additional optimized functions for quality control filtering, subsetting and visualization allow user-friendly and effective processing of WGBS results. Easy integration with tools for differentially methylated region (DMR) calling and annotation further eases the analysis of genome-wide methylation data. Overall, methrix enriches established WGBS workflows by bringing together computational efficiency and versatile functionality. AVAILABILITY AND IMPLEMENTATION: Methrix is implemented as an R package, made available under MIT license at https://github.com/CompEpigen/methrix and can be installed from the Bioconductor repository. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

4.
BMC Genomics ; 19(1): 19, 2018 01 05.
Artigo em Inglês | MEDLINE | ID: mdl-29304755

RESUMO

BACKGROUND: Patient-Derived Tumour Xenografts (PDTXs) have emerged as the pre-clinical models that best represent clinical tumour diversity and intra-tumour heterogeneity. The molecular characterization of PDTXs using High-Throughput Sequencing (HTS) is essential; however, the presence of mouse stroma is challenging for HTS data analysis. Indeed, the high homology between the two genomes results in a proportion of mouse reads being mapped as human. RESULTS: In this study we generated Whole Exome Sequencing (WES), Reduced Representation Bisulfite Sequencing (RRBS) and RNA sequencing (RNA-seq) data from samples with known mixtures of mouse and human DNA or RNA and from a cohort of human breast cancers and their derived PDTXs. We show that using an In silico Combined human-mouse Reference Genome (ICRG) for alignment discriminates between human and mouse reads with up to 99.9% accuracy and decreases the number of false positive somatic mutations caused by misalignment by >99.9%. We also derived a model to estimate the human DNA content in independent PDTX samples. For RNA-seq and RRBS data analysis, the use of the ICRG allows dissecting computationally the transcriptome and methylome of human tumour cells and mouse stroma. In a direct comparison with previously reported approaches, our method showed similar or higher accuracy while requiring significantly less computing time. CONCLUSIONS: The computational pipeline we describe here is a valuable tool for the molecular analysis of PDTXs as well as any other mixture of DNA or RNA species.


Assuntos
Genômica/métodos , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Ensaios Antitumorais Modelo de Xenoenxerto , Animais , Neoplasias da Mama/genética , Neoplasias da Mama/metabolismo , Perfilação da Expressão Gênica , Humanos , Camundongos , Mutação , Alinhamento de Sequência , Análise de Sequência de DNA , Análise de Sequência de RNA
5.
Rheumatology (Oxford) ; 50(12): 2214-22, 2011 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-21890618

RESUMO

OBJECTIVES: To describe the incidence and prevalence of peripheral neuropathy in ANCA-associated vasculitis (AAV); to evaluate the correlation of neuropathy with other clinical manifestations; and to review the long-term outcome of treated neuropathy. METHODS: Presence of neuropathy was determined using items from the BVAS and vasculitis damage index (VDI) during 5 years from enrollment into clinical trials conducted by the European Vasculitis Study Group (EUVAS). RESULTS: Forty (8%) of 506 patients had vasculitic neuropathy at baseline. Incidence of vasculitic motor-involving neuropathy was identical between microscopic polyangiitis (MPA) [16 (7%) out of 237] and granulomatosis with polyangiitis (Wegener's) [19 (7%) out of 269], P = 0.94. Pure sensory neuropathy was reported in 5 (2%) out of 269 patients with granulomatosis with polyangiitis, but not in patients with MPA, P = 0.065. Vasculitic neuropathy at baseline was associated with systemic [odds ratio (OR) = 1.81], cutaneous (OR = 1.29), mucous membranes (OR = 1.21) and ENT (OR = 1.14) manifestations of vasculitis (P < 0.05 for all). There was no association between neuropathy and renal, chest, cardiovascular or abdominal vasculitis or with overall mortality. Of the 40 patients with vasculitic neuropathy at baseline, 35% had complete resolution within 6 months. The cumulative prevalence of chronic neuropathy at any time up to 5 years was 15% (75 of 506). Chronic neuropathy was associated with older age [hazard ratio (HR) = 1.03], higher BVAS (HR = 1.07) and lower baseline creatinine (HR = 0.82) (P < 0.01 for all). CONCLUSION: Peripheral neuropathy is an occasional accompaniment of AAV that typically remits in concert with non-neuropathic manifestations, usually involves motor nerves, often produces long-lasting symptoms and is not associated with life-threatening organ involvement.


Assuntos
Vasculite Associada a Anticorpo Anticitoplasma de Neutrófilos/complicações , Doenças do Sistema Nervoso Periférico/complicações , Idoso , Vasculite Associada a Anticorpo Anticitoplasma de Neutrófilos/epidemiologia , Vasculite Associada a Anticorpo Anticitoplasma de Neutrófilos/terapia , Doença Crônica , Ensaios Clínicos como Assunto , Europa (Continente)/epidemiologia , Feminino , Humanos , Incidência , Masculino , Pessoa de Meia-Idade , Doenças do Sistema Nervoso Periférico/epidemiologia , Doenças do Sistema Nervoso Periférico/terapia , Prevalência , Resultado do Tratamento
6.
Rheumatology (Oxford) ; 50(5): 899-905, 2011 May.
Artigo em Inglês | MEDLINE | ID: mdl-21156667

RESUMO

OBJECTIVE: Assessment of disease activity in vasculitis can be achieved using the BVAS, a clinical checklist of relevant symptoms, signs and features of active disease. The aim of this study was to revalidate the BVAS version 3 (BVAS v. 3) in a cohort of patients with systemic vasculitis. METHODS: A total of 238 patients with vasculitis from seven countries in Europe were evaluated at a single time point. Spearman's correlation coefficients were calculated between BVAS v. 3 scores, vasculitis activity index (VAI), physician's global assessment (PGA), the physician's treatment decision, CRP and the vasculitis damage index (VDI) to demonstrate that the BVAS v. 3 measures disease activity. RESULTS: WG (63%), Churg-Strauss syndrome (9%) and microscopic polyangiitis (9%) were the most common diagnoses. The BVAS v. 3 showed convergent validity with the VAI [ρ = 0.82 (95% CI 0.77, 0.85)], PGA [ρ = 0.85 (95% CI 0.81, 0.88)] and the physician's treatment decision [ρ = 0.54 (95% CI 0.44, 0.62)]. There was little or no correlation between BVAS v. 3 and the CRP level [ρ = 0.18 (95% CI 0.05, 0.30)] or with the VDI [ρ = -0.10 (95% CI 0.22, 0.03)]. The inter-observer reliability was very high with an intra-class correlation coefficient (ICC) of 0.996 (95% CI 0.990, 0.998) for the total BVAS v. 3 score. CONCLUSION: The BVAS v. 3 has been evaluated in a large cohort of patients with vasculitis and the important properties of the tool revalidated. This study increases the utility of the BVAS v. 3 in different populations of patients with systemic vasculitis.


Assuntos
Índice de Gravidade de Doença , Vasculite Sistêmica/classificação , Vasculite Sistêmica/diagnóstico , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Síndrome de Churg-Strauss/diagnóstico , Estudos de Coortes , Estudos Transversais , Europa (Continente)/epidemiologia , Feminino , Granulomatose com Poliangiite/diagnóstico , Humanos , Masculino , Poliangiite Microscópica/diagnóstico , Pessoa de Meia-Idade , Variações Dependentes do Observador , Reprodutibilidade dos Testes , Vasculite Sistêmica/epidemiologia , Adulto Jovem
7.
Sci Signal ; 14(688)2021 06 22.
Artigo em Inglês | MEDLINE | ID: mdl-34158398

RESUMO

Unlike early transcriptional responses to mitogens, later events are less well-characterized. Here, we identified delayed down-regulated genes (DDGs) in mammary cells after prolonged treatment with epidermal growth factor (EGF). The expression of these DDGs was low in mammary tumors and correlated with prognosis. The proteins encoded by several DDGs directly bind to and inactivate oncoproteins and might therefore act as tumor suppressors. The transcription factor teashirt zinc finger homeobox 2 (TSHZ2) is encoded by a DDG, and we found that overexpression of TSHZ2 inhibited tumor growth and metastasis and accelerated mammary gland development in mice. Although the gene TSHZ2 localizes to a locus (20q13.2) that is frequently amplified in breast cancer, we found that hypermethylation of its promoter correlated with down-regulation of TSHZ2 expression in patients. Yeast two-hybrid screens and protein-fragment complementation assays in mammalian cells indicated that TSHZ2 nucleated a multiprotein complex containing PRC1/Ase1, cyclin B1, and additional proteins that regulate cytokinesis. TSHZ2 increased the inhibitory phosphorylation of PRC1, a key driver of mitosis, mediated by cyclin-dependent kinases. Furthermore, similar to the tumor suppressive transcription factor p53, TSHZ2 inhibited transcription from the PRC1 promoter. By recognizing DDGs as a distinct group in the transcriptional response to EGF, our findings uncover a group of tumor suppressors and reveal a role for TSHZ2 in cell cycle regulation.


Assuntos
Neoplasias da Mama , Proteínas de Ciclo Celular , Citocinese , Proteínas de Homeodomínio/genética , Animais , Mama , Neoplasias da Mama/genética , Fator de Crescimento Epidérmico/genética , Feminino , Genes Supressores de Tumor , Humanos , Camundongos
8.
Nat Commun ; 12(1): 5406, 2021 09 13.
Artigo em Inglês | MEDLINE | ID: mdl-34518533

RESUMO

DNA methylation is aberrant in cancer, but the dynamics, regulatory role and clinical implications of such epigenetic changes are still poorly understood. Here, reduced representation bisulfite sequencing (RRBS) profiles of 1538 breast tumors and 244 normal breast tissues from the METABRIC cohort are reported, facilitating detailed analysis of DNA methylation within a rich context of genomic, transcriptional, and clinical data. Tumor methylation from immune and stromal signatures are deconvoluted leading to the discovery of a tumor replication-linked clock with genome-wide methylation loss in non-CpG island sites. Unexpectedly, methylation in most tumor CpG islands follows two replication-independent processes of gain (MG) or loss (ML) that we term epigenomic instability. Epigenomic instability is correlated with tumor grade and stage, TP53 mutations and poorer prognosis. After controlling for these global trans-acting trends, as well as for X-linked dosage compensation effects, cis-specific methylation and expression correlations are uncovered at hundreds of promoters and over a thousand distal elements. Some of these targeted known tumor suppressors and oncogenes. In conclusion, this study demonstrates that global epigenetic instability can erode cancer methylomes and expose them to localized methylation aberrations in-cis resulting in transcriptional changes seen in tumors.


Assuntos
Neoplasias da Mama/genética , Metilação de DNA , Epigênese Genética , Epigenômica/métodos , Regulação Neoplásica da Expressão Gênica , Estudos de Coortes , Ilhas de CpG/genética , Replicação do DNA/genética , Feminino , Genoma Humano/genética , Instabilidade Genômica/genética , Genômica/métodos , Humanos , Células MCF-7 , Mutação , Regiões Promotoras Genéticas/genética , Análise de Sobrevida
9.
Nat Genet ; 49(10): 1476-1486, 2017 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-28825726

RESUMO

Biallelic inactivation of BRCA1 or BRCA2 is associated with a pattern of genome-wide mutations known as signature 3. By analyzing ∼1,000 breast cancer samples, we confirmed this association and established that germline nonsense and frameshift variants in PALB2, but not in ATM or CHEK2, can also give rise to the same signature. We were able to accurately classify missense BRCA1 or BRCA2 variants known to impair homologous recombination (HR) on the basis of this signature. Finally, we show that epigenetic silencing of RAD51C and BRCA1 by promoter methylation is strongly associated with signature 3 and, in our data set, was highly enriched in basal-like breast cancers in young individuals of African descent.


Assuntos
Neoplasias da Mama/genética , Genes Neoplásicos , Mutação , Reparo de DNA por Recombinação/genética , Transcriptoma/genética , Desequilíbrio Alélico , Metilação de DNA , Feminino , Regulação Neoplásica da Expressão Gênica/genética , Redes Reguladoras de Genes/genética , Inativação Gênica , Genes BRCA1 , Genes BRCA2 , Predisposição Genética para Doença , Mutação em Linhagem Germinativa , Humanos , Proteínas de Neoplasias/genética
10.
BMJ Open ; 3(3)2013 Mar 01.
Artigo em Inglês | MEDLINE | ID: mdl-23457332

RESUMO

OBJECTIVES: To identify patient characteristics and surgical factors associated with patient-reported outcomes over 5 years following primary total hip replacement (THR). DESIGN: Prospective cohort study. SETTING: Seven hospitals across England and Scotland. PARTICIPANTS: 1431 primary hip replacements for osteoarthritis. MAIN OUTCOME MEASURES: The Oxford Hip Score (OHS) was collected preoperatively and each year up to 5 years postoperatively. Repeated measures such as linear regression modelling are used to identify patient and surgical predictors of outcome and describe trends over time. RESULTS: The majority of patients demonstrated substantial improvement in pain/function in the first year after surgery-between 1 and 5 years follow-up, there was neither further improvement nor decline. The strongest determinant of attained postoperative OHS was the preoperative OHS-those with worse preoperative pain/function had worse postoperative pain/function. Other predictors with small but significant effects included: femoral component offset-women with an offset of 44 or more had better outcomes; age-compared to those aged 50-60, younger (age <50) and older patients (age >60) had worse outcome, increasing body mass index (BMI), more coexisting diseases and worse Short Form 36 mental health (MH) was related to worse postoperative pain/function. Assessment of change in OHS between preoperative  and postoperative assessments revealed that patients achieved substantial and clinically relevant symptomatic improvement (change), regardless of variation in these patient and surgical factors. CONCLUSIONS: Patients received substantial benefit from surgery, regardless of their preoperative assessments and surgical characteristics (baseline pain/function, age, BMI, comorbidities, MH and femoral component offset). Further research is needed to identify other factors that can improve our ability to identify patients at risk of poor outcomes from THR surgery.

11.
Arthritis Care Res (Hoboken) ; 63(4): 588-96, 2011 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-21452269

RESUMO

OBJECTIVE: To create a prognostic tool to quantify the 5-year cardiovascular (CV) risk in patients with newly diagnosed Wegener's granulomatosis (WG) and microscopic polyangiitis (MPA) without premorbid CV disease. METHODS: We reviewed CV outcomes during the long-term followup of patients in the first 4 European Vasculitis Study Group (EUVAS) trials of WG and MPA. CV events were defined as CV death, stroke, myocardial infarction, coronary artery bypass graft, or percutaneous coronary intervention. Logistic regression was performed to create a model to predict the absolute risk of a CV event. The model was tested using the Wegener's Granulomatosis Etanercept Trial (WGET) cohort. RESULTS: Seventy-four (13.8%) of 535 patients with 5 years of followup from the EUVAS trials had at least 1 CV event: 33 (11.7%) of 281 WG versus 41 (16.1%) of 254 MPA. The independent determinants of CV outcomes were older age (odds ratio [OR] 1.45, 95% confidence interval [95% CI] 1.11-1.90), diastolic hypertension (OR 1.97, 95% CI 0.98-3.95), and positive proteinase 3 (PR3) antineutrophil cytoplasmic antibody (ANCA) status (OR 0.39, 95% CI 0.20-0.74). The model was validated using the WGET cohort (area under the receiver operating characteristic curve of 0.80). CONCLUSION: Within 5 years of diagnosis of WG or MPA, 14% of patients will have a CV event. We have constructed and validated a tool to quantify the risk of a CV event based on age, diastolic hypertension, and PR3 ANCA status in patients without prior CV disease. In patients with vasculitis, PR3 ANCA is associated with a reduced CV risk compared to myeloperoxidase ANCA or negative ANCA status.


Assuntos
Granulomatose com Poliangiite/complicações , Granulomatose com Poliangiite/diagnóstico , Modelos Logísticos , Poliangiite Microscópica/complicações , Poliangiite Microscópica/diagnóstico , Adulto , Idoso , Doenças Cardiovasculares/complicações , Doenças Cardiovasculares/diagnóstico , Estudos de Coortes , Feminino , Seguimentos , Humanos , Masculino , Pessoa de Meia-Idade , Valor Preditivo dos Testes , Análise de Regressão , Fatores de Risco
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