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1.
Cell ; 173(7): 1755-1769.e22, 2018 06 14.
Artículo en Inglés | MEDLINE | ID: mdl-29754820

RESUMEN

High-grade serous ovarian cancer (HGSC) exhibits extensive malignant clonal diversity with widespread but non-random patterns of disease dissemination. We investigated whether local immune microenvironment factors shape tumor progression properties at the interface of tumor-infiltrating lymphocytes (TILs) and cancer cells. Through multi-region study of 212 samples from 38 patients with whole-genome sequencing, immunohistochemistry, histologic image analysis, gene expression profiling, and T and B cell receptor sequencing, we identified three immunologic subtypes across samples and extensive within-patient diversity. Epithelial CD8+ TILs negatively associated with malignant diversity, reflecting immunological pruning of tumor clones inferred by neoantigen depletion, HLA I loss of heterozygosity, and spatial tracking between T cell and tumor clones. In addition, combinatorial prognostic effects of mutational processes and immune properties were observed, illuminating how specific genomic aberration types associate with immune response and impact survival. We conclude that within-patient spatial immune microenvironment variation shapes intraperitoneal malignant spread, provoking new evolutionary perspectives on HGSC clonal dispersion.


Asunto(s)
Linfocitos Infiltrantes de Tumor/inmunología , Neoplasias Ováricas/patología , Adulto , Anciano , Anciano de 80 o más Años , Antígenos de Neoplasias/genética , Antígenos de Neoplasias/metabolismo , Proteína BRCA1/genética , Proteína BRCA1/metabolismo , Proteína BRCA2/genética , Proteína BRCA2/metabolismo , Antígenos CD8/metabolismo , Análisis por Conglomerados , Femenino , Antígenos HLA/genética , Antígenos HLA/metabolismo , Humanos , Pérdida de Heterocigocidad , Linfocitos Infiltrantes de Tumor/citología , Linfocitos Infiltrantes de Tumor/metabolismo , Persona de Mediana Edad , Clasificación del Tumor , Neoplasias Ováricas/clasificación , Neoplasias Ováricas/inmunología , Polimorfismo de Nucleótido Simple , Receptores de Antígenos de Linfocitos T/genética , Receptores de Antígenos de Linfocitos T/metabolismo , Secuenciación Completa del Genoma , Adulto Joven
2.
Angew Chem Int Ed Engl ; 63(22): e202403494, 2024 May 27.
Artículo en Inglés | MEDLINE | ID: mdl-38551580

RESUMEN

Chemical modification is a powerful strategy for tuning the electronic properties of 2D semiconductors. Here we report the electrophilic trifluoromethylation of 2D WSe2 and MoS2 under mild conditions using the reagent trifluoromethyl thianthrenium triflate (TTT). Chemical characterization and density functional theory calculations reveal that the trifluoromethyl groups bind covalently to surface chalcogen atoms as well as oxygen substitution sites. Trifluoromethylation induces p-type doping in the underlying 2D material, enabling the modulation of charge transport and optical emission properties in WSe2. This work introduces a versatile and efficient method for tailoring the optical and electronic properties of 2D transition metal dichalcogenides.

3.
Nature ; 529(7586): 351-7, 2016 Jan 21.
Artículo en Inglés | MEDLINE | ID: mdl-26760213

RESUMEN

The development of targeted anti-cancer therapies through the study of cancer genomes is intended to increase survival rates and decrease treatment-related toxicity. We treated a transposon-driven, functional genomic mouse model of medulloblastoma with 'humanized' in vivo therapy (microneurosurgical tumour resection followed by multi-fractionated, image-guided radiotherapy). Genetic events in recurrent murine medulloblastoma exhibit a very poor overlap with those in matched murine diagnostic samples (<5%). Whole-genome sequencing of 33 pairs of human diagnostic and post-therapy medulloblastomas demonstrated substantial genetic divergence of the dominant clone after therapy (<12% diagnostic events were retained at recurrence). In both mice and humans, the dominant clone at recurrence arose through clonal selection of a pre-existing minor clone present at diagnosis. Targeted therapy is unlikely to be effective in the absence of the target, therefore our results offer a simple, proximal, and remediable explanation for the failure of prior clinical trials of targeted therapy.


Asunto(s)
Neoplasias Cerebelosas/terapia , Células Clonales/efectos de los fármacos , Células Clonales/metabolismo , Meduloblastoma/terapia , Recurrencia Local de Neoplasia/genética , Recurrencia Local de Neoplasia/patología , Selección Genética/efectos de los fármacos , Animales , Neoplasias Cerebelosas/genética , Neoplasias Cerebelosas/patología , Neoplasias Cerebelosas/radioterapia , Neoplasias Cerebelosas/cirugía , Células Clonales/patología , Irradiación Craneoespinal , Análisis Mutacional de ADN , Modelos Animales de Enfermedad , Drosophila melanogaster/citología , Drosophila melanogaster/genética , Femenino , Genoma Humano/genética , Humanos , Masculino , Meduloblastoma/genética , Meduloblastoma/patología , Meduloblastoma/radioterapia , Meduloblastoma/cirugía , Ratones , Terapia Molecular Dirigida/métodos , Recurrencia Local de Neoplasia/terapia , Radioterapia Guiada por Imagen , Transducción de Señal , Ensayos Antitumor por Modelo de Xenoinjerto
4.
Nature ; 486(7403): 395-9, 2012 Apr 04.
Artículo en Inglés | MEDLINE | ID: mdl-22495314

RESUMEN

Primary triple-negative breast cancers (TNBCs), a tumour type defined by lack of oestrogen receptor, progesterone receptor and ERBB2 gene amplification, represent approximately 16% of all breast cancers. Here we show in 104 TNBC cases that at the time of diagnosis these cancers exhibit a wide and continuous spectrum of genomic evolution, with some having only a handful of coding somatic aberrations in a few pathways, whereas others contain hundreds of coding somatic mutations. High-throughput RNA sequencing (RNA-seq) revealed that only approximately 36% of mutations are expressed. Using deep re-sequencing measurements of allelic abundance for 2,414 somatic mutations, we determine for the first time-to our knowledge-in an epithelial tumour subtype, the relative abundance of clonal frequencies among cases representative of the population. We show that TNBCs vary widely in their clonal frequencies at the time of diagnosis, with the basal subtype of TNBC showing more variation than non-basal TNBC. Although p53 (also known as TP53), PIK3CA and PTEN somatic mutations seem to be clonally dominant compared to other genes, in some tumours their clonal frequencies are incompatible with founder status. Mutations in cytoskeletal, cell shape and motility proteins occurred at lower clonal frequencies, suggesting that they occurred later during tumour progression. Taken together, our results show that understanding the biology and therapeutic responses of patients with TNBC will require the determination of individual tumour clonal genotypes.


Asunto(s)
Neoplasias de la Mama/genética , Neoplasias de la Mama/patología , Evolución Molecular , Mutación/genética , Alelos , Neoplasias de la Mama/diagnóstico , Células Clonales/metabolismo , Células Clonales/patología , Variaciones en el Número de Copia de ADN/genética , Análisis Mutacional de ADN , Progresión de la Enfermedad , Femenino , Perfilación de la Expresión Génica , Regulación Neoplásica de la Expresión Génica/genética , Genotipo , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Mutación INDEL/genética , Mutación Puntual/genética , Medicina de Precisión , Reproducibilidad de los Resultados , Análisis de Secuencia de ARN
5.
Nature ; 476(7360): 298-303, 2011 Jul 27.
Artículo en Inglés | MEDLINE | ID: mdl-21796119

RESUMEN

Follicular lymphoma (FL) and diffuse large B-cell lymphoma (DLBCL) are the two most common non-Hodgkin lymphomas (NHLs). Here we sequenced tumour and matched normal DNA from 13 DLBCL cases and one FL case to identify genes with mutations in B-cell NHL. We analysed RNA-seq data from these and another 113 NHLs to identify genes with candidate mutations, and then re-sequenced tumour and matched normal DNA from these cases to confirm 109 genes with multiple somatic mutations. Genes with roles in histone modification were frequent targets of somatic mutation. For example, 32% of DLBCL and 89% of FL cases had somatic mutations in MLL2, which encodes a histone methyltransferase, and 11.4% and 13.4% of DLBCL and FL cases, respectively, had mutations in MEF2B, a calcium-regulated gene that cooperates with CREBBP and EP300 in acetylating histones. Our analysis suggests a previously unappreciated disruption of chromatin biology in lymphomagenesis.


Asunto(s)
Histonas/metabolismo , Linfoma no Hodgkin/genética , Mutación/genética , Cromatina/genética , Cromatina/metabolismo , Proteínas de Unión al ADN/genética , Proteínas de Unión al ADN/metabolismo , Genoma Humano/genética , Histona Acetiltransferasas/genética , Histona Acetiltransferasas/metabolismo , Histona Metiltransferasas , N-Metiltransferasa de Histona-Lisina/genética , N-Metiltransferasa de Histona-Lisina/metabolismo , Humanos , Pérdida de Heterocigocidad/genética , Linfoma Folicular/enzimología , Linfoma Folicular/genética , Linfoma de Células B Grandes Difuso/enzimología , Linfoma de Células B Grandes Difuso/genética , Linfoma no Hodgkin/enzimología , Proteínas de Dominio MADS/genética , Proteínas de Dominio MADS/metabolismo , Factores de Transcripción MEF2 , Factores Reguladores Miogénicos/genética , Factores Reguladores Miogénicos/metabolismo , Proteínas de Neoplasias/genética , Proteínas de Neoplasias/metabolismo
6.
Genome Res ; 21(5): 790-7, 2011 May.
Artículo en Inglés | MEDLINE | ID: mdl-21349924

RESUMEN

Massively parallel sequencing is a useful approach for characterizing T-cell receptor diversity. However, immune receptors are extraordinarily difficult sequencing targets because any given receptor variant may be present in very low abundance and may differ legitimately by only a single nucleotide. We show that the sensitivity of sequence-based repertoire profiling is limited by both sequencing depth and sequencing accuracy. At two timepoints, 1 wk apart, we isolated bulk PBMC plus naïve (CD45RA+/CD45RO-) and memory (CD45RA-/CD45RO+) T-cell subsets from a healthy donor. From T-cell receptor beta chain (TCRB) mRNA we constructed and sequenced multiple libraries to obtain a total of 1.7 billion paired sequence reads. The sequencing error rate was determined empirically and used to inform a high stringency data filtering procedure. The error filtered data yielded 1,061,522 distinct TCRB nucleotide sequences from this subject which establishes a new, directly measured, lower limit on individual T-cell repertoire size and provides a useful reference set of sequences for repertoire analysis. TCRB nucleotide sequences obtained from two additional donors were compared to those from the first donor and revealed limited sharing (up to 1.1%) of nucleotide sequences among donors, but substantially higher sharing (up to 14.2%) of inferred amino acid sequences. For each donor, shared amino acid sequences were encoded by a much larger diversity of nucleotide sequences than were unshared amino acid sequences. We also observed a highly statistically significant association between numbers of shared sequences and shared HLA class I alleles.


Asunto(s)
Antígenos/metabolismo , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Leucocitos Mononucleares/metabolismo , Receptores de Antígenos de Linfocitos T alfa-beta/genética , Subgrupos de Linfocitos T/metabolismo , Adulto , Antígenos/genética , Antígenos/inmunología , Femenino , Variación Genética , Antígenos de Histocompatibilidad Clase I/genética , Humanos , Memoria Inmunológica , Leucocitos Mononucleares/inmunología , Masculino , Receptores de Antígenos de Linfocitos T alfa-beta/inmunología , Receptores de Antígenos de Linfocitos T alfa-beta/metabolismo , Subgrupos de Linfocitos T/inmunología , Linfocitos T/inmunología , Linfocitos T/metabolismo
7.
Blood ; 119(2): 388-98, 2012 Jan 12.
Artículo en Inglés | MEDLINE | ID: mdl-22072553

RESUMEN

The clustered homeobox proteins play crucial roles in development, hematopoiesis, and leukemia, yet the targets they regulate and their mechanisms of action are poorly understood. Here, we identified the binding sites for Hoxa9 and the Hox cofactor Meis1 on a genome-wide level and profiled their associated epigenetic modifications and transcriptional targets. Hoxa9 and the Hox cofactor Meis1 cobind at hundreds of highly evolutionarily conserved sites, most of which are distant from transcription start sites. These sites show high levels of histone H3K4 monomethylation and CBP/P300 binding characteristic of enhancers. Furthermore, a subset of these sites shows enhancer activity in transient transfection assays. Many Hoxa9 and Meis1 binding sites are also bound by PU.1 and other lineage-restricted transcription factors previously implicated in establishment of myeloid enhancers. Conditional Hoxa9 activation is associated with CBP/P300 recruitment, histone acetylation, and transcriptional activation of a network of proto-oncogenes, including Erg, Flt3, Lmo2, Myb, and Sox4. Collectively, this work suggests that Hoxa9 regulates transcription by interacting with enhancers of genes important for hematopoiesis and leukemia.


Asunto(s)
Regulación Leucémica de la Expresión Génica , Hematopoyesis/fisiología , Proteínas de Homeodominio/genética , Proteínas de Homeodominio/metabolismo , Leucemia/genética , Acetilación , Animales , Sitios de Unión , Biomarcadores de Tumor/genética , Biomarcadores de Tumor/metabolismo , Western Blotting , Células de la Médula Ósea/metabolismo , Inmunoprecipitación de Cromatina , Elementos de Facilitación Genéticos , Epigenómica , Femenino , Perfilación de la Expresión Génica , Leucemia/metabolismo , Ratones , Ratones Endogámicos C57BL , Proteína 1 del Sitio de Integración Viral Ecotrópica Mieloide , Proteínas de Neoplasias/genética , Proteínas de Neoplasias/metabolismo , Análisis de Secuencia por Matrices de Oligonucleótidos , ARN Mensajero/genética , Reacción en Cadena en Tiempo Real de la Polimerasa , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Factores de Transcripción/genética , Factores de Transcripción/metabolismo
8.
J Pathol ; 229(4): 515-24, 2013 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-22996961

RESUMEN

High-grade serous carcinoma (HGSC) is the most common and fatal form of ovarian cancer. While most tumours are highly sensitive to cytoreductive surgery and platinum- and taxane-based chemotherapy, the majority of patients experience recurrence of treatment-resistant tumours. The clonal origin and mutational adaptations associated with recurrent disease are poorly understood. We performed whole exome sequencing on tumour cells harvested from ascites at three time points (primary, first recurrence, and second recurrence) for three HGSC patients receiving standard treatment. Somatic point mutations and small insertions and deletions were identified by comparison to constitutional DNA. The clonal structure and evolution of tumours were inferred from patterns of mutant allele frequencies. TP53 mutations were predominant in all patients at all time points, consistent with the known founder role of this gene. Tumours from all three patients also harboured mutations associated with cell cycle checkpoint function and Golgi vesicle trafficking. There was convergence of germline and somatic variants within the DNA repair, ECM, cell cycle control, and Golgi vesicle pathways. The vast majority of somatic variants found in recurrent tumours were present in primary tumours. Our findings highlight both known and novel pathways that are commonly mutated in HGSC. Moreover, they provide the first evidence at single nucleotide resolution that recurrent HGSC arises from multiple clones present in the primary tumour with negligible accumulation of new mutations during standard treatment.


Asunto(s)
Evolución Clonal/genética , Cistadenocarcinoma Seroso/genética , Recurrencia Local de Neoplasia/genética , Neoplasias Ováricas/genética , Proteína p53 Supresora de Tumor/genética , Alelos , Cistadenocarcinoma Seroso/tratamiento farmacológico , Cistadenocarcinoma Seroso/patología , ADN de Neoplasias/genética , Resistencia a Antineoplásicos , Exoma , Matriz Extracelular/genética , Femenino , Redes Reguladoras de Genes , Genómica , Aparato de Golgi/genética , Humanos , Mutación , Recurrencia Local de Neoplasia/tratamiento farmacológico , Recurrencia Local de Neoplasia/patología , Neoplasias Ováricas/tratamiento farmacológico , Neoplasias Ováricas/patología , Análisis de Secuencia de ADN
9.
J Pathol ; 230(3): 249-60, 2013 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-23616356

RESUMEN

Parathyroid carcinoma is a rare endocrine malignancy with an estimated incidence of less than 1 per million population. Excessive secretion of parathyroid hormone, extremely high serum calcium level, and the deleterious effects of hypercalcaemia are the clinical manifestations of the disease. Up to 60% of patients develop multiple disease recurrences and although long-term survival is possible with palliative surgery, permanent remission is rarely achieved. Molecular drivers of sporadic parathyroid carcinoma have remained largely unknown. Previous studies, mostly based on familial cases of the disease, suggested potential roles for the tumour suppressor MEN1 and proto-oncogene RET in benign parathyroid tumourigenesis, while the tumour suppressor HRPT2 and proto-oncogene CCND1 may also act as drivers in parathyroid cancer. Here, we report the complete genomic analysis of a sporadic and recurring parathyroid carcinoma. Mutational landscapes of the primary and recurrent tumour specimens were analysed using high-throughput sequencing technologies. Such molecular profiling allowed for identification of somatic mutations never previously identified in this malignancy. These included single nucleotide point mutations in well-characterized cancer genes such as mTOR, MLL2, CDKN2C, and PIK3CA. Comparison of acquired mutations in patient-matched primary and recurrent tumours revealed loss of PIK3CA activating mutation during the evolution of the tumour from the primary to the recurrence. Structural variations leading to gene fusions and regions of copy loss and gain were identified at a single-base resolution. Loss of the short arm of chromosome 1, along with somatic missense and truncating mutations in CDKN2C and THRAP3, respectively, provides new evidence for the potential role of these genes as tumour suppressors in parathyroid cancer. The key somatic mutations identified in this study can serve as novel diagnostic markers as well as therapeutic targets.


Asunto(s)
Biomarcadores de Tumor/genética , Perfilación de la Expresión Génica , Genómica , Recurrencia Local de Neoplasia/genética , Neoplasias de las Paratiroides/genética , Adulto , Secuencia de Bases , Calcio/sangre , Transformación Celular Neoplásica , Fosfatidilinositol 3-Quinasa Clase I , Inhibidor p18 de las Quinasas Dependientes de la Ciclina/genética , ADN de Neoplasias/química , ADN de Neoplasias/genética , Proteínas de Unión al ADN/genética , Dosificación de Gen , Fusión Génica , Humanos , Masculino , Datos de Secuencia Molecular , Mutación , Proteínas de Neoplasias/genética , Recurrencia Local de Neoplasia/patología , Recurrencia Local de Neoplasia/cirugía , Hormona Paratiroidea/metabolismo , Neoplasias de las Paratiroides/patología , Neoplasias de las Paratiroides/cirugía , Fosfatidilinositol 3-Quinasas/genética , Polimorfismo de Nucleótido Simple , Proto-Oncogenes Mas , ARN Neoplásico/genética , Serina-Treonina Quinasas TOR/genética , Factores de Transcripción/genética
10.
J Pathol ; 231(1): 21-34, 2013 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-23780408

RESUMEN

High-grade serous ovarian cancer (HGSC) is characterized by poor outcome, often attributed to the emergence of treatment-resistant subclones. We sought to measure the degree of genomic diversity within primary, untreated HGSCs to examine the natural state of tumour evolution prior to therapy. We performed exome sequencing, copy number analysis, targeted amplicon deep sequencing and gene expression profiling on 31 spatially and temporally separated HGSC tumour specimens (six patients), including ovarian masses, distant metastases and fallopian tube lesions. We found widespread intratumoural variation in mutation, copy number and gene expression profiles, with key driver alterations in genes present in only a subset of samples (eg PIK3CA, CTNNB1, NF1). On average, only 51.5% of mutations were present in every sample of a given case (range 10.2-91.4%), with TP53 as the only somatic mutation consistently present in all samples. Complex segmental aneuploidies, such as whole-genome doubling, were present in a subset of samples from the same individual, with divergent copy number changes segregating independently of point mutation acquisition. Reconstruction of evolutionary histories showed one patient with mixed HGSC and endometrioid histology, with common aetiologic origin in the fallopian tube and subsequent selection of different driver mutations in the histologically distinct samples. In this patient, we observed mixed cell populations in the early fallopian tube lesion, indicating that diversity arises at early stages of tumourigenesis. Our results revealed that HGSCs exhibit highly individual evolutionary trajectories and diverse genomic tapestries prior to therapy, exposing an essential biological characteristic to inform future design of personalized therapeutic solutions and investigation of drug-resistance mechanisms.


Asunto(s)
Cistadenocarcinoma Seroso/genética , Análisis Mutacional de ADN/métodos , Regulación Neoplásica de la Expresión Génica , Variación Genética/genética , Neoplasias Ováricas/genética , Anciano , Células Clonales , Cistadenocarcinoma Seroso/secundario , Progresión de la Enfermedad , Resistencia a Medicamentos , Femenino , Dosificación de Gen , Perfilación de la Expresión Génica , Humanos , Persona de Mediana Edad , Estadificación de Neoplasias , Neoplasias Ováricas/patología , Reacción en Cadena en Tiempo Real de la Polimerasa
11.
ACS Appl Mater Interfaces ; 16(2): 2847-2860, 2024 Jan 17.
Artículo en Inglés | MEDLINE | ID: mdl-38170963

RESUMEN

Inconsistent interface control in devices based on two-dimensional materials (2DMs) has limited technological maturation. Astounding variability of 2D/three-dimensional (2D/3D) interface properties has been reported, which has been exacerbated by the lack of direct investigations of buried interfaces commonly found in devices. Herein, we demonstrate a new process that enables the assembly and isolation of device-relevant heterostructures for buried interface characterization. This is achieved by implementing a water-soluble substrate (GeO2), which enables deposition of many materials onto the 2DM and subsequent heterostructure release by dissolving the GeO2 substrate. Here, we utilize this novel approach to compare how the chemistry, doping, and strain in monolayer MoS2 heterostructures fabricated by direct deposition vary from those fabricated by transfer techniques to show how interface properties differ with the heterostructure fabrication method. Direct deposition of thick Ni and Ti films is found to react with the monolayer MoS2. These interface reactions convert 50% of MoS2 into intermetallic species, which greatly exceeds the 10% conversion reported previously and 0% observed in transfer-fabricated heterostructures. We also measure notable differences in MoS2 carrier concentration depending on the heterostructure fabrication method. Direct deposition of thick Au, Ni, and Al2O3 films onto MoS2 increases the hole concentration by >1012 cm-2 compared to heterostructures fabricated by transferring MoS2 onto these materials. Thus, we demonstrate a universal method to fabricate 2D/3D heterostructures and expose buried interfaces for direct characterization.

12.
N Engl J Med ; 363(16): 1532-43, 2010 Oct 14.
Artículo en Inglés | MEDLINE | ID: mdl-20942669

RESUMEN

BACKGROUND: Ovarian clear-cell and endometrioid carcinomas may arise from endometriosis, but the molecular events involved in this transformation have not been described. METHODS: We sequenced the whole transcriptomes of 18 ovarian clear-cell carcinomas and 1 ovarian clear-cell carcinoma cell line and found somatic mutations in ARID1A (the AT-rich interactive domain 1A [SWI-like] gene) in 6 of the samples. ARID1A encodes BAF250a, a key component of the SWI­SNF chromatin remodeling complex. We sequenced ARID1A in an additional 210 ovarian carcinomas and a second ovarian clear-cell carcinoma cell line and measured BAF250a expression by means of immunohistochemical analysis in an additional 455 ovarian carcinomas. RESULTS: ARID1A mutations were seen in 55 of 119 ovarian clear-cell carcinomas (46%), 10 of 33 endometrioid carcinomas (30%), and none of the 76 high-grade serous ovarian carcinomas. Seventeen carcinomas had two somatic mutations each. Loss of the BAF250a protein correlated strongly with the ovarian clear-cell carcinoma and endometrioid carcinoma subtypes and the presence of ARID1A mutations. In two patients, ARID1A mutations and loss of BAF250a expression were evident in the tumor and contiguous atypical endometriosis but not in distant endometriotic lesions. CONCLUSIONS: These data implicate ARID1A as a tumor-suppressor gene frequently disrupted in ovarian clear-cell and endometrioid carcinomas. Since ARID1A mutation and loss of BAF250a can be seen in the preneoplastic lesions, we speculate that this is an early event in the transformation of endometriosis into cancer. (Funded by the British Columbia Cancer Foundation and the Vancouver General Hospital­University of British Columbia Hospital Foundation.).


Asunto(s)
Adenocarcinoma de Células Claras/genética , Carcinoma Endometrioide/genética , Endometriosis/complicaciones , Mutación , Proteínas Nucleares/genética , Neoplasias Ováricas/genética , Factores de Transcripción/genética , Adenocarcinoma de Células Claras/metabolismo , Adenocarcinoma de Células Claras/patología , Carcinoma Endometrioide/metabolismo , Carcinoma Endometrioide/patología , Línea Celular Tumoral , Proteínas de Unión al ADN , Endometriosis/patología , Femenino , Expresión Génica , Perfilación de la Expresión Génica , Genes Supresores de Tumor , Humanos , Proteínas Nucleares/metabolismo , Neoplasias Ováricas/metabolismo , Neoplasias Ováricas/patología , Análisis de Secuencia de ARN , Factores de Transcripción/metabolismo
13.
Nat Methods ; 7(10): 843-7, 2010 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-20835245

RESUMEN

In alternative expression analysis by sequencing (ALEXA-seq), we developed a method to analyze massively parallel RNA sequence data to catalog transcripts and assess differential and alternative expression of known and predicted mRNA isoforms in cells and tissues. As proof of principle, we used the approach to compare fluorouracil-resistant and -nonresistant human colorectal cancer cell lines. We assessed the sensitivity and specificity of the approach by comparison to exon tiling and splicing microarrays and validated the results with reverse transcription-PCR, quantitative PCR and Sanger sequencing. We observed global disruption of splicing in fluorouracil-resistant cells characterized by expression of new mRNA isoforms resulting from exon skipping, alternative splice site usage and intron retention. Alternative expression annotation databases, source code, a data viewer and other resources to facilitate analysis are available at http://www.alexaplatform.org/alexa_seq/.


Asunto(s)
Empalme Alternativo , ARN Mensajero/genética , Análisis de Secuencia de ARN/métodos , Antimetabolitos Antineoplásicos/farmacología , Línea Celular Tumoral , Neoplasias Colorrectales/tratamiento farmacológico , Neoplasias Colorrectales/genética , Neoplasias Colorrectales/patología , Bases de Datos Genéticas , Resistencia a Antineoplásicos/genética , Etiquetas de Secuencia Expresada , Fluorouracilo/farmacología , Expresión Génica/efectos de los fármacos , Perfilación de la Expresión Génica , Humanos , Análisis de Secuencia por Matrices de Oligonucleótidos , Isoformas de Proteínas , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Alineación de Secuencia
14.
Bioinformatics ; 28(2): 167-75, 2012 Jan 15.
Artículo en Inglés | MEDLINE | ID: mdl-22084253

RESUMEN

MOTIVATION: The study of cancer genomes now routinely involves using next-generation sequencing technology (NGS) to profile tumours for single nucleotide variant (SNV) somatic mutations. However, surprisingly few published bioinformatics methods exist for the specific purpose of identifying somatic mutations from NGS data and existing tools are often inaccurate, yielding intolerably high false prediction rates. As such, the computational problem of accurately inferring somatic mutations from paired tumour/normal NGS data remains an unsolved challenge. RESULTS: We present the comparison of four standard supervised machine learning algorithms for the purpose of somatic SNV prediction in tumour/normal NGS experiments. To evaluate these approaches (random forest, Bayesian additive regression tree, support vector machine and logistic regression), we constructed 106 features representing 3369 candidate somatic SNVs from 48 breast cancer genomes, originally predicted with naive methods and subsequently revalidated to establish ground truth labels. We trained the classifiers on this data (consisting of 1015 true somatic mutations and 2354 non-somatic mutation positions) and conducted a rigorous evaluation of these methods using a cross-validation framework and hold-out test NGS data from both exome capture and whole genome shotgun platforms. All learning algorithms employing predictive discriminative approaches with feature selection improved the predictive accuracy over standard approaches by statistically significant margins. In addition, using unsupervised clustering of the ground truth 'false positive' predictions, we noted several distinct classes and present evidence suggesting non-overlapping sources of technical artefacts illuminating important directions for future study. AVAILABILITY: Software called MutationSeq and datasets are available from http://compbio.bccrc.ca.


Asunto(s)
Algoritmos , Inteligencia Artificial , Neoplasias de la Mama/genética , Mutación , Polimorfismo de Nucleótido Simple , Teorema de Bayes , Análisis por Conglomerados , Exoma , Femenino , Genoma , Humanos , Modelos Genéticos , Neoplasias , Programas Informáticos , Máquina de Vectores de Soporte
15.
J Pathol ; 228(1): 20-30, 2012 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-22653804

RESUMEN

The classification of endometrial carcinomas is based on pathological assessment of tumour cell type; the different cell types (endometrioid, serous, carcinosarcoma, mixed, undifferentiated, and clear cell) are associated with distinct molecular alterations. This current classification system for high-grade subtypes, in particular the distinction between high-grade endometrioid (EEC-3) and serous carcinomas (ESC), is limited in its reproducibility and prognostic abilities. Therefore, a search for specific molecular classifiers to improve endometrial carcinoma subclassification is warranted. We performed target enrichment sequencing on 393 endometrial carcinomas from two large cohorts, sequencing exons from the following nine genes: ARID1A, PPP2R1A, PTEN, PIK3CA, KRAS, CTNNB1, TP53, BRAF, and PPP2R5C. Based on this gene panel, each endometrial carcinoma subtype shows a distinct mutation profile. EEC-3s have significantly different frequencies of PTEN and TP53 mutations when compared to low-grade endometrioid carcinomas. ESCs and EEC-3s are distinct subtypes with significantly different frequencies of mutations in PTEN, ARID1A, PPP2R1A, TP53, and CTNNB1. From the mutation profiles, we were able to identify subtype outliers, ie cases diagnosed morphologically as one subtype but with a mutation profile suggestive of a different subtype. Careful review of these diagnostically challenging cases suggested that the original morphological classification was incorrect in most instances. The molecular profile of carcinosarcomas suggests two distinct mutation profiles for these tumours: endometrioid-type (PTEN, PIK3CA, ARID1A, KRAS mutations) and serous-type (TP53 and PPP2R1A mutations). While this nine-gene panel does not allow for a purely molecularly based classification of endometrial carcinoma, it may prove useful as an adjunct to morphological classification and serve as an aid in the classification of problematic cases. If used in practice, it may lead to improved diagnostic reproducibility and may also serve to stratify patients for targeted therapeutics.


Asunto(s)
Carcinoma Endometrioide/clasificación , Carcinosarcoma/clasificación , Cistadenocarcinoma Seroso/clasificación , Neoplasias Endometriales/clasificación , Mutación , Carcinoma Endometrioide/diagnóstico , Carcinoma Endometrioide/genética , Carcinosarcoma/diagnóstico , Carcinosarcoma/genética , Cistadenocarcinoma Seroso/diagnóstico , Cistadenocarcinoma Seroso/genética , Análisis Mutacional de ADN , ADN de Neoplasias/análisis , Neoplasias Endometriales/diagnóstico , Neoplasias Endometriales/genética , Femenino , Genes Supresores de Tumor , Humanos , Inestabilidad de Microsatélites , Oncogenes , Transducción de Señal
16.
N Engl J Med ; 360(26): 2719-29, 2009 Jun 25.
Artículo en Inglés | MEDLINE | ID: mdl-19516027

RESUMEN

BACKGROUND: Granulosa-cell tumors (GCTs) are the most common type of malignant ovarian sex cord-stromal tumor (SCST). The pathogenesis of these tumors is unknown. Moreover, their histopathological diagnosis can be challenging, and there is no curative treatment beyond surgery. METHODS: We analyzed four adult-type GCTs using whole-transcriptome paired-end RNA sequencing. We identified putative GCT-specific mutations that were present in at least three of these samples but were absent from the transcriptomes of 11 epithelial ovarian tumors, published human genomes, and databases of single-nucleotide polymorphisms. We confirmed these variants by direct sequencing of complementary DNA and genomic DNA. We then analyzed additional tumors and matched normal genomic DNA, using a combination of direct sequencing, analyses of restriction-fragment-length polymorphisms, and TaqMan assays. RESULTS: All four index GCTs had a missense point mutation, 402C-->G (C134W), in FOXL2, a gene encoding a transcription factor known to be critical for granulosa-cell development. The FOXL2 mutation was present in 86 of 89 additional adult-type GCTs (97%), in 3 of 14 thecomas (21%), and in 1 of 10 juvenile-type GCTs (10%). The mutation was absent in 49 SCSTs of other types and in 329 unrelated ovarian or breast tumors. CONCLUSIONS: Whole-transcriptome sequencing of four GCTs identified a single, recurrent somatic mutation (402C-->G) in FOXL2 that was present in almost all morphologically identified adult-type GCTs. Mutant FOXL2 is a potential driver in the pathogenesis of adult-type GCTs.


Asunto(s)
Factores de Transcripción Forkhead/genética , Tumor de Células de la Granulosa/genética , Mutación Missense , Neoplasias Ováricas/genética , Secuencia de Bases , Femenino , Proteína Forkhead Box L2 , Perfilación de la Expresión Génica , Marcadores Genéticos , Genotipo , Tumor de Células de la Granulosa/diagnóstico , Tumor de Células de la Granulosa/patología , Humanos , Inmunohistoquímica , Neoplasias Ováricas/diagnóstico , Neoplasias Ováricas/patología , Mutación Puntual , Análisis de Secuencia de ARN , Polimerasa Taq
17.
Genome Res ; 19(10): 1825-35, 2009 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-19541910

RESUMEN

We describe a new method, Tag-seq, which employs ultra high-throughput sequencing of 21 base pair cDNA tags for sensitive and cost-effective gene expression profiling. We compared Tag-seq data to LongSAGE data and observed improved representation of several classes of rare transcripts, including transcription factors, antisense transcripts, and intronic sequences, the latter possibly representing novel exons or genes. We observed increases in the diversity, abundance, and dynamic range of such rare transcripts and took advantage of the greater dynamic range of expression to identify, in cancers and normal libraries, altered expression ratios of alternative transcript isoforms. The strand-specific information of Tag-seq reads further allowed us to detect altered expression ratios of sense and antisense (S-AS) transcripts between cancer and normal libraries. S-AS transcripts were enriched in known cancer genes, while transcript isoforms were enriched in miRNA targeting sites. We found that transcript abundance had a stronger GC-bias in LongSAGE than Tag-seq, such that AT-rich tags were less abundant than GC-rich tags in LongSAGE. Tag-seq also performed better in gene discovery, identifying >98% of genes detected by LongSAGE and profiling a distinct subset of the transcriptome characterized by AT-rich genes, which was expressed at levels below those detectable by LongSAGE. Overall, Tag-seq is sensitive to rare transcripts, has less sequence composition bias relative to LongSAGE, and allows differential expression analysis for a greater range of transcripts, including transcripts encoding important regulatory molecules.


Asunto(s)
Perfilación de la Expresión Génica/métodos , Neoplasias/genética , Análisis de Secuencia de ADN/métodos , Lugares Marcados de Secuencia , Algoritmos , Composición de Base/fisiología , Análisis Costo-Beneficio , Perfilación de la Expresión Génica/economía , Regulación Neoplásica de la Expresión Génica , Variación Genética/fisiología , Biblioteca Genómica , Humanos , Modelos Biológicos , Isoformas de Proteínas/genética
18.
Nucleic Acids Res ; 36(14): 4549-64, 2008 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-18611952

RESUMEN

Foxa2 (HNF3 beta) is a one of three, closely related transcription factors that are critical to the development and function of the mouse liver. We have used chromatin immunoprecipitation and massively parallel Illumina 1G sequencing (ChIP-Seq) to create a genome-wide profile of in vivo Foxa2-binding sites in the adult liver. More than 65% of the approximately 11.5 k genomic sites associated with Foxa2 binding, mapped to extended gene regions of annotated genes, while more than 30% of intragenic sites were located within first introns. 20.5% of all sites were further than 50 kb from any annotated gene, suggesting an association with novel gene regions. QPCR analysis demonstrated a strong positive correlation between peak height and fold enrichment for Foxa2-binding sites. We measured the relationship between Foxa2 and liver gene expression by overlapping Foxa2-binding sites with a SAGE transcriptome profile, and found that 43.5% of genes expressed in the liver were also associated with Foxa2 binding. We also identified potential Foxa2-interacting transcription factors whose motifs were enriched near Foxa2-binding sites. Our comprehensive results for in vivo Foxa2-binding sites in the mouse liver will contribute to resolving transcriptional regulatory networks that are important for adult liver function.


Asunto(s)
Factor Nuclear 3-beta del Hepatocito/metabolismo , Hígado/metabolismo , Elementos Reguladores de la Transcripción , Animales , Sitios de Unión , Inmunoprecipitación de Cromatina , Biología Computacional , Femenino , Expresión Génica , Redes Reguladoras de Genes , Genómica , Factor Nuclear 3-beta del Hepatocito/antagonistas & inhibidores , Ratones , Ratones Endogámicos C57BL , Interferencia de ARN , Análisis de Secuencia de ADN , Factores de Transcripción/metabolismo
19.
J Mol Diagn ; 22(2): 141-146, 2020 02.
Artículo en Inglés | MEDLINE | ID: mdl-31837431

RESUMEN

Sample tracking and identity are essential when processing multiple samples in parallel. Sequencing applications often involve high sample numbers, and the data are frequently used in a clinical setting. As such, a simple and accurate intrinsic sample tracking process through a sequencing pipeline is essential. Various solutions have been implemented to verify sample identity, including variant detection at the start and end of the pipeline using arrays or genotyping, bioinformatic comparisons, and optical barcoding of samples. None of these approaches are optimal. To establish a more effective approach using genetic barcoding, we developed a panel of unique DNA sequences cloned into a common vector. A unique DNA sequence is added to the sample when it is first received and can be detected by PCR and/or sequencing at any stage of the process. The control sequences are approximately 200 bases long with low identity to any sequence in the National Center for Biotechnology Information nonredundant database (<30 bases) and contain no long homopolymer (>7) stretches. When a spiked next-generation sequencing library is sequenced, sequence reads derived from this control sequence are generated along with the standard sequencing run and are used to confirm sample identity and determine cross-contamination levels. This approach is used in our targeted clinical diagnostic whole-genome and RNA-sequencing pipelines and is an inexpensive, flexible, and platform-agnostic solution.


Asunto(s)
Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Secuenciación de Nucleótidos de Alto Rendimiento/normas , Biología Computacional , Contaminación de ADN , Bases de Datos de Ácidos Nucleicos , Biblioteca de Genes , Humanos , Estándares de Referencia , Reproducibilidad de los Resultados , Análisis de Secuencia de ADN
20.
BMC Genomics ; 7: 246, 2006 Sep 29.
Artículo en Inglés | MEDLINE | ID: mdl-17010196

RESUMEN

BACKGROUND: High throughput sequencing-by-synthesis is an emerging technology that allows the rapid production of millions of bases of data. Although the sequence reads are short, they can readily be used for re-sequencing. By re-sequencing the mRNA products of a cell, one may rapidly discover polymorphisms and splice variants particular to that cell. RESULTS: We present the utility of massively parallel sequencing by synthesis for profiling the transcriptome of a human prostate cancer cell-line, LNCaP, that has been treated with the synthetic androgen, R1881. Through the generation of approximately 20 megabases (MB) of EST data, we detect transcription from over 10,000 gene loci, 25 previously undescribed alternative splicing events involving known exons, and over 1,500 high quality single nucleotide discrepancies with the reference human sequence. Further, we map nearly 10,000 ESTs to positions on the genome where no transcription is currently predicted to occur. We also characterize various obstacles with using sequencing by synthesis for transcriptome analysis and propose solutions to these problems. CONCLUSION: The use of high-throughput sequencing-by-synthesis methods for transcript profiling allows the specific and sensitive detection of many of a cell's transcripts, and also allows the discovery of high quality base discrepancies, and alternative splice variants. Thus, this technology may provide an effective means of understanding various disease states, discovering novel targets for disease treatment, and discovery of novel transcripts.


Asunto(s)
Adenocarcinoma/genética , Andrógenos , ADN Complementario/genética , Etiquetas de Secuencia Expresada , Perfilación de la Expresión Génica/métodos , Neoplasias Hormono-Dependientes/genética , Neoplasias de la Próstata/genética , ARN Mensajero/genética , ARN Neoplásico/genética , Análisis de Secuencia de ADN/métodos , Transcripción Genética , Adenocarcinoma/patología , Empalme Alternativo , Línea Celular Tumoral/química , Línea Celular Tumoral/efectos de los fármacos , Mapeo Cromosómico , Cromosomas Humanos/genética , Exones/genética , Regulación Neoplásica de la Expresión Génica/efectos de los fármacos , Humanos , Masculino , Metribolona/farmacología , Neoplasias Hormono-Dependientes/patología , Polimorfismo de Nucleótido Simple , Neoplasias de la Próstata/patología , Alineación de Secuencia , Homología de Secuencia de Ácido Nucleico
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