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1.
Nature ; 578(7793): 129-136, 2020 02.
Article in English | MEDLINE | ID: mdl-32025019

ABSTRACT

Transcript alterations often result from somatic changes in cancer genomes1. Various forms of RNA alterations have been described in cancer, including overexpression2, altered splicing3 and gene fusions4; however, it is difficult to attribute these to underlying genomic changes owing to heterogeneity among patients and tumour types, and the relatively small cohorts of patients for whom samples have been analysed by both transcriptome and whole-genome sequencing. Here we present, to our knowledge, the most comprehensive catalogue of cancer-associated gene alterations to date, obtained by characterizing tumour transcriptomes from 1,188 donors of the Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium of the International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA)5. Using matched whole-genome sequencing data, we associated several categories of RNA alterations with germline and somatic DNA alterations, and identified probable genetic mechanisms. Somatic copy-number alterations were the major drivers of variations in total gene and allele-specific expression. We identified 649 associations of somatic single-nucleotide variants with gene expression in cis, of which 68.4% involved associations with flanking non-coding regions of the gene. We found 1,900 splicing alterations associated with somatic mutations, including the formation of exons within introns in proximity to Alu elements. In addition, 82% of gene fusions were associated with structural variants, including 75 of a new class, termed 'bridged' fusions, in which a third genomic location bridges two genes. We observed transcriptomic alteration signatures that differ between cancer types and have associations with variations in DNA mutational signatures. This compendium of RNA alterations in the genomic context provides a rich resource for identifying genes and mechanisms that are functionally implicated in cancer.


Subject(s)
Gene Expression Regulation, Neoplastic , Neoplasms/genetics , RNA/genetics , DNA Copy Number Variations , DNA, Neoplasm , Genome, Human , Genomics , Humans , Transcriptome
3.
Nature ; 501(7468): 506-11, 2013 Sep 26.
Article in English | MEDLINE | ID: mdl-24037378

ABSTRACT

Genome sequencing projects are discovering millions of genetic variants in humans, and interpretation of their functional effects is essential for understanding the genetic basis of variation in human traits. Here we report sequencing and deep analysis of messenger RNA and microRNA from lymphoblastoid cell lines of 462 individuals from the 1000 Genomes Project--the first uniformly processed high-throughput RNA-sequencing data from multiple human populations with high-quality genome sequences. We discover extremely widespread genetic variation affecting the regulation of most genes, with transcript structure and expression level variation being equally common but genetically largely independent. Our characterization of causal regulatory variation sheds light on the cellular mechanisms of regulatory and loss-of-function variation, and allows us to infer putative causal variants for dozens of disease-associated loci. Altogether, this study provides a deep understanding of the cellular mechanisms of transcriptome variation and of the landscape of functional variants in the human genome.


Subject(s)
Genetic Variation/genetics , Genome, Human/genetics , High-Throughput Nucleotide Sequencing , Sequence Analysis, RNA , Transcriptome/genetics , Alleles , Cell Line, Transformed , Exons/genetics , Gene Expression Profiling , Humans , Polymorphism, Single Nucleotide/genetics , Quantitative Trait Loci/genetics , RNA, Messenger/analysis , RNA, Messenger/genetics
4.
Int J Cancer ; 139(5): 1117-28, 2016 09 01.
Article in English | MEDLINE | ID: mdl-27082076

ABSTRACT

Robust markers of invasiveness may help reduce the overtreatment of in situ carcinomas. Breast cancer is a heterogeneous disease and biological mechanisms for carcinogenesis vary between subtypes. Stratification by subtype is therefore necessary to identify relevant and robust signatures of invasive disease. We have identified microRNA (miRNA) alterations during breast cancer progression in two separate datasets and used stratification and external validation to strengthen the findings. We analyzed two separate datasets (METABRIC and AHUS) consisting of a total of 186 normal breast tissue samples, 18 ductal carcinoma in situ (DCIS) and 1,338 invasive breast carcinomas. Validation in a separate dataset and stratification by molecular subtypes based on immunohistochemistry, PAM50 and integrated cluster classifications were performed. We propose subtype-specific miRNA signatures of invasive carcinoma and a validated signature of DCIS. miRNAs included in the invasive signatures include downregulation of miR-139-5p in aggressive subtypes and upregulation of miR-29c-5p expression in the luminal subtypes. No miRNAs were differentially expressed in the transition from DCIS to invasive carcinomas on the whole, indicating the need for subtype stratification. A total of 27 miRNAs were included in our proposed DCIS signature. Significant alterations of expression included upregulation of miR-21-5p and the miR-200 family and downregulation of let-7 family members in DCIS samples. The signatures proposed here can form the basis for studies exploring DCIS samples with increased invasive potential and serum biomarkers for in situ and invasive breast cancer.


Subject(s)
Breast Neoplasms/genetics , Breast Neoplasms/pathology , Gene Expression Regulation, Neoplastic , MicroRNAs/genetics , Transcriptome , Biomarkers, Tumor , Carcinoma, Ductal, Breast/genetics , Carcinoma, Ductal, Breast/pathology , Carcinoma, Intraductal, Noninfiltrating/genetics , Carcinoma, Intraductal, Noninfiltrating/pathology , Chromosome Mapping , Cluster Analysis , Disease Progression , Female , Gene Expression Profiling , Humans , Multigene Family , Neoplasm Invasiveness , Reproducibility of Results
5.
J Pathol ; 230(3): 270-6, 2013 Jul.
Article in English | MEDLINE | ID: mdl-23661334

ABSTRACT

Oncogenic fusion genes that involve kinases have proven to be effective targets for therapy in a wide range of cancers. Unfortunately, the diagnostic approaches required to identify these events are struggling to keep pace with the diverse array of genetic alterations that occur in cancer. Diagnostic screening in solid tumours is particularly challenging, as many fusion genes occur with a low frequency. To overcome these limitations, we developed a capture enrichment strategy to enable high-throughput transcript sequencing of the human kinome. This approach provides a global overview of kinase fusion events, irrespective of the identity of the fusion partner. To demonstrate the utility of this system, we profiled 100 non-small cell lung cancers and identified numerous genetic alterations impacting fibroblast growth factor receptor 3 (FGFR3) in lung squamous cell carcinoma and a novel ALK fusion partner in lung adenocarcinoma.


Subject(s)
Adenocarcinoma/genetics , Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Squamous Cell/genetics , Lung Neoplasms/genetics , Oncogene Proteins, Fusion/genetics , Receptor, Fibroblast Growth Factor, Type 3/genetics , Adenocarcinoma/pathology , Adenocarcinoma of Lung , Anaplastic Lymphoma Kinase , Base Sequence , Calmodulin-Binding Proteins/genetics , Carcinoma, Non-Small-Cell Lung/pathology , Carcinoma, Squamous Cell/pathology , Cohort Studies , Exons , Gene Library , High-Throughput Nucleotide Sequencing , Humans , In Situ Hybridization, Fluorescence , Lung Neoplasms/pathology , Membrane Proteins/genetics , Microtubule-Associated Proteins/genetics , Mutation , Nerve Tissue Proteins/genetics , Receptor Protein-Tyrosine Kinases/genetics , Sequence Analysis, RNA
6.
Gut ; 60(4): 499-508, 2011 Apr.
Article in English | MEDLINE | ID: mdl-21068132

ABSTRACT

BACKGROUND AND AIMS: Although aberrant methylation of key genes in the progression of colorectal neoplasia has been reported, no model-based analysis of the incremental changes through the intermediate adenoma stage has been described. In addition, the biological drivers for these methylation changes have yet to be defined. Linear mixed-effects modelling was used in this study to understand the onset and patterns of the methylation changes of SFRP2, IGF2 DMR0, H19, LINE-1 and a CpG island methylator phenotype (CIMP) marker panel, and they were correlated with DNA methyltransferase 3B (DNMT3B) levels of expression in a sample set representative of colorectal neoplastic progression. METHODS: Methylation of the above CpG islands was measured using quantitative pyrosequencing assays in 261 tissue samples. This included a prospective collection of 44 colectomy specimens with concurrent normal mucosa, adenoma and invasive cancer tissues. Tissue microarrays from a subset of 64 cases were used for immunohistochemical analysis of DNMT3B expression. RESULTS: It is shown that the onset and pattern of methylation changes during colorectal neoplastic progression are locus dependent. The CIMP marker RUNX3 was the earliest CpG island showing significant change, followed by the CIMP markers NEUROG1 and CACNA1G at the hyperplastic polyp stage. SFRP2 and IGF2 DMR0 showed significant methylation changes at the adenomatous polyp stage, followed by the CIMP markers CDKN2A and hMLH1 at the adenocarcinoma stage. DNMT3B levels of immunohistochemical expression increased significantly (p < 0.001) from normal to hyperplastic and from adenomatous polyps to carcinoma samples. DNMT3B expression correlated positively with SFRP2 methylation (r = 0.42, p < 0.001, 95% CI 0.25 to 0.56), but correlated negatively with IGF2 DMR0 methylation (r = 0.26, p = 0.01, 95% CI -0.45 to -0.05). A subset of the CIMP panel (NEUROG1, CACNA1G and CDKN2A) positively correlated with DNMT3B levels of expression (p < 0.05). CONCLUSION: Hierarchical epigenetic alterations occur at transition points during colorectal neoplastic progression. These cumulative changes are closely correlated with a gain of DNMT3B expression, suggesting a causal relationship.


Subject(s)
Adenocarcinoma/genetics , Colorectal Neoplasms/genetics , DNA (Cytosine-5-)-Methyltransferases/metabolism , DNA Methylation/genetics , DNA, Neoplasm/genetics , Adenocarcinoma/metabolism , Adenocarcinoma/pathology , Adenocarcinoma/secondary , Adenoma/genetics , Adenoma/metabolism , Adenoma/pathology , Aged , Aged, 80 and over , Biomarkers, Tumor/metabolism , Colon/pathology , Colonic Polyps/genetics , Colorectal Neoplasms/metabolism , Colorectal Neoplasms/pathology , CpG Islands/genetics , Disease Progression , Female , Humans , Hyperplasia/pathology , Insulin-Like Growth Factor II/genetics , Liver Neoplasms/secondary , Male , Membrane Proteins/genetics , Microsatellite Repeats , Middle Aged , Precancerous Conditions/genetics , DNA Methyltransferase 3B
7.
PLoS One ; 9(8): e104567, 2014.
Article in English | MEDLINE | ID: mdl-25133550

ABSTRACT

Chimeric RNAs originating from two or more different genes are known to exist not only in cancer, but also in normal tissues, where they can play a role in human evolution. However, the exact mechanism of their formation is unknown. Here, we use RNA sequencing data from 462 healthy individuals representing 5 human populations to systematically identify and in depth characterize 81 RNA tandem chimeric transcripts, 13 of which are novel. We observe that 6 out of these 81 chimeras have been regarded as cancer-specific. Moreover, we show that a prevalence of long introns at the fusion breakpoint is associated with the chimeric transcripts formation. We also find that tandem RNA chimeras have lower abundances as compared to their partner genes. Finally, by combining our results with genomic data from the same individuals we uncover intronic genetic variants associated with the chimeric RNA formation. Taken together our findings provide an important insight into the chimeric transcripts formation and open new avenues of research into the role of intronic genetic variants in post-transcriptional processing events.


Subject(s)
Polymorphism, Single Nucleotide , RNA, Messenger/genetics , Transcriptome , Genetic Variation , Humans , Introns , RNA, Messenger/metabolism
8.
Nat Commun ; 5: 5135, 2014 Oct 29.
Article in English | MEDLINE | ID: mdl-25351205

ABSTRACT

The incidence of renal cell carcinoma (RCC) is increasing worldwide, and its prevalence is particularly high in some parts of Central Europe. Here we undertake whole-genome and transcriptome sequencing of clear cell RCC (ccRCC), the most common form of the disease, in patients from four different European countries with contrasting disease incidence to explore the underlying genomic architecture of RCC. Our findings support previous reports on frequent aberrations in the epigenetic machinery and PI3K/mTOR signalling, and uncover novel pathways and genes affected by recurrent mutations and abnormal transcriptome patterns including focal adhesion, components of extracellular matrix (ECM) and genes encoding FAT cadherins. Furthermore, a large majority of patients from Romania have an unexpected high frequency of A:T>T:A transversions, consistent with exposure to aristolochic acid (AA). These results show that the processes underlying ccRCC tumorigenesis may vary in different populations and suggest that AA may be an important ccRCC carcinogen in Romania, a finding with major public health implications.


Subject(s)
Carcinoma, Renal Cell/genetics , Genetic Variation , Genome, Human/genetics , Genomics , Adult , Aged , Aged, 80 and over , Cohort Studies , Europe , Female , Focal Adhesions/metabolism , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Humans , Male , Middle Aged , Mutation , Mutation Rate , Oncogene Proteins, Fusion/genetics , Phosphatidylinositol 3-Kinases/genetics , RNA Splicing/genetics , Sequence Analysis, DNA , Signal Transduction/genetics
9.
Inflamm Bowel Dis ; 18(11): 2128-37, 2012 Nov.
Article in English | MEDLINE | ID: mdl-22419656

ABSTRACT

BACKGROUND: DNA methylation constitutes a key epigenetic mechanism by which cells regulate gene transcription. Among its roles are the dynamic regulation of gene expression, for example, as part of an evolving immune response, and cell differentiation in specialized tissues. Here our aim was to study the impact of differences in methylation patterns in the intestine with regard to inflammatory bowel disease (IBD) susceptibility and activity. METHODS: Having extracted DNA from rectal biopsies, we conducted genome-wide methylation profiling using the HumanMethylation27 BeadChip microarray to identify genes showing evidence of differential methylation between cases of ulcerative colitis and Crohn's disease and healthy controls. Selected methylation signals were validated in an independent replication panel by pyrosequencing. Correlation with gene expression was sought by quantitative real-time polymerase chain reaction (RT-PCR). RESULTS: Multiple genes showed significant evidence of differential methylation, several appearing in both ulcerative colitis and Crohn's disease comparisons including THRAP2, FANCC, GBGT1, DOK2, TNFSF4, TNFSF12, and FUT7. Many more than expected by chance overlapped with genes previously implicated as playing a role in IBD susceptibility in genome-wide association scans, including CARD9, ICAM3, and IL8RB (P < 0.001). Correlation between methylation and gene expression was identified for selected transcripts. CONCLUSIONS: Consistent differences in DNA methylation between IBD cases and controls at regulatory sites within these genes suggest that their altered transcription contributes to IBD pathogenesis.


Subject(s)
Biomarkers/metabolism , Colitis, Ulcerative/genetics , Crohn Disease/genetics , DNA Methylation , Genome, Human , Genome-Wide Association Study , Case-Control Studies , Colitis, Ulcerative/blood , Crohn Disease/blood , Gene Expression Profiling , Humans , Oligonucleotide Array Sequence Analysis , RNA, Messenger/genetics , Real-Time Polymerase Chain Reaction , Reverse Transcriptase Polymerase Chain Reaction
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