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1.
Nature ; 526(7571): 112-7, 2015 Oct 01.
Article in English | MEDLINE | ID: mdl-26367794

ABSTRACT

The extent to which low-frequency (minor allele frequency (MAF) between 1-5%) and rare (MAF ≤ 1%) variants contribute to complex traits and disease in the general population is mainly unknown. Bone mineral density (BMD) is highly heritable, a major predictor of osteoporotic fractures, and has been previously associated with common genetic variants, as well as rare, population-specific, coding variants. Here we identify novel non-coding genetic variants with large effects on BMD (ntotal = 53,236) and fracture (ntotal = 508,253) in individuals of European ancestry from the general population. Associations for BMD were derived from whole-genome sequencing (n = 2,882 from UK10K (ref. 10); a population-based genome sequencing consortium), whole-exome sequencing (n = 3,549), deep imputation of genotyped samples using a combined UK10K/1000 Genomes reference panel (n = 26,534), and de novo replication genotyping (n = 20,271). We identified a low-frequency non-coding variant near a novel locus, EN1, with an effect size fourfold larger than the mean of previously reported common variants for lumbar spine BMD (rs11692564(T), MAF = 1.6%, replication effect size = +0.20 s.d., Pmeta = 2 × 10(-14)), which was also associated with a decreased risk of fracture (odds ratio = 0.85; P = 2 × 10(-11); ncases = 98,742 and ncontrols = 409,511). Using an En1(cre/flox) mouse model, we observed that conditional loss of En1 results in low bone mass, probably as a consequence of high bone turnover. We also identified a novel low-frequency non-coding variant with large effects on BMD near WNT16 (rs148771817(T), MAF = 1.2%, replication effect size = +0.41 s.d., Pmeta = 1 × 10(-11)). In general, there was an excess of association signals arising from deleterious coding and conserved non-coding variants. These findings provide evidence that low-frequency non-coding variants have large effects on BMD and fracture, thereby providing rationale for whole-genome sequencing and improved imputation reference panels to study the genetic architecture of complex traits and disease in the general population.


Subject(s)
Bone Density/genetics , Fractures, Bone/genetics , Genome, Human/genetics , Homeodomain Proteins/genetics , Animals , Bone and Bones/metabolism , Disease Models, Animal , Europe/ethnology , Exome/genetics , Female , Gene Frequency/genetics , Genetic Predisposition to Disease/genetics , Genetic Variation/genetics , Genomics , Genotype , Humans , Mice , Sequence Analysis, DNA , White People/genetics , Wnt Proteins/genetics
2.
Nature ; 491(7424): 399-405, 2012 Nov 15.
Article in English | MEDLINE | ID: mdl-23103869

ABSTRACT

Pancreatic cancer is a highly lethal malignancy with few effective therapies. We performed exome sequencing and copy number analysis to define genomic aberrations in a prospectively accrued clinical cohort (n = 142) of early (stage I and II) sporadic pancreatic ductal adenocarcinoma. Detailed analysis of 99 informative tumours identified substantial heterogeneity with 2,016 non-silent mutations and 1,628 copy-number variations. We define 16 significantly mutated genes, reaffirming known mutations (KRAS, TP53, CDKN2A, SMAD4, MLL3, TGFBR2, ARID1A and SF3B1), and uncover novel mutated genes including additional genes involved in chromatin modification (EPC1 and ARID2), DNA damage repair (ATM) and other mechanisms (ZIM2, MAP2K4, NALCN, SLC16A4 and MAGEA6). Integrative analysis with in vitro functional data and animal models provided supportive evidence for potential roles for these genetic aberrations in carcinogenesis. Pathway-based analysis of recurrently mutated genes recapitulated clustering in core signalling pathways in pancreatic ductal adenocarcinoma, and identified new mutated genes in each pathway. We also identified frequent and diverse somatic aberrations in genes described traditionally as embryonic regulators of axon guidance, particularly SLIT/ROBO signalling, which was also evident in murine Sleeping Beauty transposon-mediated somatic mutagenesis models of pancreatic cancer, providing further supportive evidence for the potential involvement of axon guidance genes in pancreatic carcinogenesis.


Subject(s)
Axons/metabolism , Carcinoma, Pancreatic Ductal/genetics , Carcinoma, Pancreatic Ductal/pathology , Genome/genetics , Pancreatic Neoplasms/genetics , Pancreatic Neoplasms/pathology , Animals , Gene Dosage , Gene Expression Regulation, Neoplastic , Humans , Kaplan-Meier Estimate , Mice , Mutation , Proteins/genetics , Signal Transduction
3.
Hum Mol Genet ; 24(5): 1234-42, 2015 Mar 01.
Article in English | MEDLINE | ID: mdl-25343988

ABSTRACT

Segmentation defects of the vertebrae (SDV) are caused by aberrant somite formation during embryogenesis and result in irregular formation of the vertebrae and ribs. The Notch signal transduction pathway plays a critical role in somite formation and patterning in model vertebrates. In humans, mutations in several genes involved in the Notch pathway are associated with SDV, with both autosomal recessive (MESP2, DLL3, LFNG, HES7) and autosomal dominant (TBX6) inheritance. However, many individuals with SDV do not carry mutations in these genes. Using whole-exome capture and massive parallel sequencing, we identified compound heterozygous mutations in RIPPLY2 in two brothers with multiple regional SDV, with appropriate familial segregation. One novel mutation (c.A238T:p.Arg80*) introduces a premature stop codon. In transiently transfected C2C12 mouse myoblasts, the RIPPLY2 mutant protein demonstrated impaired transcriptional repression activity compared with wild-type RIPPLY2 despite similar levels of expression. The other mutation (c.240-4T>G), with minor allele frequency <0.002, lies in the highly conserved splice site consensus sequence 5' to the terminal exon. Ripply2 has a well-established role in somitogenesis and vertebral column formation, interacting at both gene and protein levels with SDV-associated Mesp2 and Tbx6. We conclude that compound heterozygous mutations in RIPPLY2 are associated with SDV, a new gene for this condition.


Subject(s)
Bone Diseases, Developmental/genetics , Heterozygote , Mutation , Repressor Proteins/genetics , Animals , Basic Helix-Loop-Helix Transcription Factors/genetics , Basic Helix-Loop-Helix Transcription Factors/metabolism , Cells, Cultured , Codon, Nonsense , DNA Mutational Analysis , Disease Models, Animal , Exome , Exons , Female , Gene Frequency , High-Throughput Nucleotide Sequencing , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , Mutant Proteins/genetics , Pedigree , Quantitative Trait, Heritable , RNA Splicing , Repressor Proteins/metabolism , Somites/metabolism , Spine/pathology , T-Box Domain Proteins , Transcription Factors/genetics , Transcription Factors/metabolism
4.
Genome Res ; 20(12): 1639-50, 2010 Dec.
Article in English | MEDLINE | ID: mdl-21045082

ABSTRACT

The complexity of the eukaryotic transcriptome is generated by the interplay of transcription initiation, termination, alternative splicing, and other forms of post-transcriptional modification. It was recently shown that RNA transcripts may also undergo cleavage and secondary 5' capping. Here, we show that post-transcriptional cleavage of RNA contributes to the diversification of the transcriptome by generating a range of small RNAs and long coding and noncoding RNAs. Using genome-wide histone modification and RNA polymerase II occupancy data, we confirm that the vast majority of intraexonic CAGE tags are derived from post-transcriptional processing. By comparing exonic CAGE tags to tissue-matched PARE data, we show that the cleavage and subsequent secondary capping is regulated in a developmental-stage- and tissue-specific manner. Furthermore, we find evidence of prevalent RNA cleavage in numerous transcriptomic data sets, including SAGE, cDNA, small RNA libraries, and deep-sequenced size-fractionated pools of RNA. These cleavage products include mRNA variants that retain the potential to be translated into shortened functional protein isoforms. We conclude that post-transcriptional RNA cleavage is a key mechanism that expands the functional repertoire and scope for regulatory control of the eukaryotic transcriptome.


Subject(s)
Epigenesis, Genetic/genetics , Eukaryota/genetics , Gene Expression Profiling , Genetic Variation , RNA Processing, Post-Transcriptional/genetics , RNA, Messenger/metabolism , Peptide Hydrolases/metabolism , RNA, Messenger/genetics , Sequence Analysis, RNA
5.
Genome Res ; 20(8): 1052-63, 2010 Aug.
Article in English | MEDLINE | ID: mdl-20508144

ABSTRACT

KLF1 regulates a diverse suite of genes to direct erythroid cell differentiation from bipotent progenitors. To determine the local cis-regulatory contexts and transcription factor networks in which KLF1 operates, we performed KLF1 ChIP-seq in the mouse. We found at least 945 sites in the genome of E14.5 fetal liver erythroid cells which are occupied by endogenous KLF1. Many of these recovered sites reside in erythroid gene promoters such as Hbb-b1, but the majority are distant to any known gene. Our data suggests KLF1 directly regulates most aspects of terminal erythroid differentiation including production of alpha- and beta-globin protein chains, heme biosynthesis, coordination of proliferation and anti-apoptotic pathways, and construction of the red cell membrane and cytoskeleton by functioning primarily as a transcriptional activator. Additionally, we suggest new mechanisms for KLF1 cooperation with other transcription factors, in particular the erythroid transcription factor GATA1, to maintain homeostasis in the erythroid compartment.


Subject(s)
Erythroid Cells/metabolism , Erythropoiesis/genetics , Kruppel-Like Transcription Factors/genetics , Animals , Apoptosis/genetics , Base Sequence , Cytoskeleton/genetics , Erythrocyte Membrane/genetics , GATA1 Transcription Factor/genetics , GATA1 Transcription Factor/metabolism , Gene Expression , Globins/biosynthesis , Globins/genetics , Heme/biosynthesis , Heme/genetics , Mice , Molecular Sequence Data , Oligonucleotide Array Sequence Analysis , Promoter Regions, Genetic
6.
BMC Genomics ; 12: 441, 2011 Sep 05.
Article in English | MEDLINE | ID: mdl-21888672

ABSTRACT

BACKGROUND: The developing mouse kidney is currently the best-characterized model of organogenesis at a transcriptional level. Detailed spatial maps have been generated for gene expression profiling combined with systematic in situ screening. These studies, however, fall short of capturing the transcriptional complexity arising from each locus due to the limited scope of microarray-based technology, which is largely based on "gene-centric" models. RESULTS: To address this, the polyadenylated RNA and microRNA transcriptomes of the 15.5 dpc mouse kidney were profiled using strand-specific RNA-sequencing (RNA-Seq) to a depth sufficient to complement spatial maps from pre-existing microarray datasets. The transcriptional complexity of RNAs arising from mouse RefSeq loci was catalogued; including 3568 alternatively spliced transcripts and 532 uncharacterized alternate 3' UTRs. Antisense expressions for 60% of RefSeq genes was also detected including uncharacterized non-coding transcripts overlapping kidney progenitor markers, Six2 and Sall1, and were validated by section in situ hybridization. Analysis of genes known to be involved in kidney development, particularly during mesenchymal-to-epithelial transition, showed an enrichment of non-coding antisense transcripts extended along protein-coding RNAs. CONCLUSION: The resulting resource further refines the transcriptomic cartography of kidney organogenesis by integrating deep RNA sequencing data with locus-based information from previously published expression atlases. The added resolution of RNA-Seq has provided the basis for a transition from classical gene-centric models of kidney development towards more accurate and detailed "transcript-centric" representations, which highlights the extent of transcriptional complexity of genes that direct complex development events.


Subject(s)
Kidney/metabolism , MicroRNAs/genetics , RNA, Messenger/genetics , Sequence Analysis, RNA/methods , Transcriptome , Alternative Splicing , Animals , Exons , High-Throughput Nucleotide Sequencing/methods , Kidney/embryology , Mice , Organogenesis , RNA, Antisense/genetics , Transcription, Genetic
7.
Nat Methods ; 5(7): 613-9, 2008 Jul.
Article in English | MEDLINE | ID: mdl-18516046

ABSTRACT

We developed a massive-scale RNA sequencing protocol, short quantitative random RNA libraries or SQRL, to survey the complexity, dynamics and sequence content of transcriptomes in a near-complete fashion. This method generates directional, random-primed, linear cDNA libraries that are optimized for next-generation short-tag sequencing. We surveyed the poly(A)(+) transcriptomes of undifferentiated mouse embryonic stem cells (ESCs) and embryoid bodies (EBs) at an unprecedented depth (10 Gb), using the Applied Biosystems SOLiD technology. These libraries capture the genomic landscape of expression, state-specific expression, single-nucleotide polymorphisms (SNPs), the transcriptional activity of repeat elements, and both known and new alternative splicing events. We investigated the impact of transcriptional complexity on current models of key signaling pathways controlling ESC pluripotency and differentiation, highlighting how SQRL can be used to characterize transcriptome content and dynamics in a quantitative and reproducible manner, and suggesting that our understanding of transcriptional complexity is far from complete.


Subject(s)
Embryonic Stem Cells/metabolism , Gene Expression Profiling/methods , RNA, Messenger/genetics , Sequence Analysis, RNA/methods , Animals , Cell Differentiation , Embryonic Stem Cells/cytology , Expressed Sequence Tags , Gene Expression Profiling/statistics & numerical data , Gene Library , Mice , Pluripotent Stem Cells/cytology , Pluripotent Stem Cells/metabolism , Polymorphism, Single Nucleotide , Sensitivity and Specificity , Signal Transduction
8.
BMC Genomics ; 8: 365, 2007 Oct 10.
Article in English | MEDLINE | ID: mdl-17925037

ABSTRACT

BACKGROUND: Expression profiling of embryonic stem (ES) cell differentiation in the presence of serum has been performed previously. It remains unclear if transcriptional activation is dependent on complex growth factor mixtures in serum or whether this process is intrinsic to ES cells once the stem cell program has been inactivated. The aims of this study were to determine the transcriptional programs associated with the stem cell state and to characterize mesoderm differentiation between serum and serum-free culture. RESULTS: ES cells were differentiated as embryoid bodies in 10% FBS or serum-free media containing BMP4 (2 ng/ml), and expression profiled using 47 K Illumina(R) Sentrix arrays. Statistical methods were employed to define gene sets characteristic of stem cell, epiblast and primitive streak programs. Although the initial differentiation profile was similar between the two culture conditions, cardiac gene expression was inhibited in serum whereas blood gene expression was enhanced. Also, expression of many members of the Kruppel-like factor (KLF) family of transcription factors changed dramatically during the first few days of differentiation. KLF2 and KLF4 co-localized with OCT4 in a sub-nuclear compartment of ES cells, dynamic changes in KLF-DNA binding activities occurred upon differentiation, and strong bio-informatic evidence for direct regulation of many stem cell genes by KLFs was found. CONCLUSION: Down regulation of stem cell genes and activation of epiblast/primitive streak genes is similar in serum and defined media, but subsequent mesoderm differentiation is strongly influenced by the composition of the media. In addition, KLF family members are likely to be important regulators of many stem cell genes.


Subject(s)
Bone Morphogenetic Proteins/pharmacology , Cell Culture Techniques/methods , Cell Differentiation/drug effects , Cell Differentiation/genetics , Culture Media, Serum-Free/pharmacology , Embryonic Stem Cells/metabolism , Embryonic Stem Cells/physiology , Mesoderm/physiology , Amino Acid Sequence , Animals , Base Sequence , Bone Morphogenetic Protein 4 , Cluster Analysis , Embryonic Stem Cells/drug effects , Erythropoiesis/drug effects , Erythropoiesis/genetics , Gene Expression Profiling , Kruppel-Like Factor 4 , Mesoderm/metabolism , Mice , Molecular Sequence Data , Myocytes, Cardiac/metabolism , Myocytes, Cardiac/physiology , Oligonucleotide Array Sequence Analysis , Time Factors , Transcription, Genetic
9.
Int J Cancer ; 121(12): 2653-60, 2007 Dec 15.
Article in English | MEDLINE | ID: mdl-17724718

ABSTRACT

Osteonectin is recognised as a marker of metastasis progression in melanoma and has been implicated in the transition from radial to vertical growth phase. A Tetracycline-inducible system was used to regulate Osteonectin protein levels in melanoma cell lines to examine the morphological, biochemical and invasive changes that accompany its altered expression. Assay of protein and phosphorylation changes showed a downregulation of E-cadherin, upregulation of Osteopontin and a corresponding increase in phosphorylation of Focal Adhesion Kinase on Tyr(397) and Tyr(576) concomitant with Osteonectin induction. Melanoma cells overexpressing Osteonectin displayed increased invasive potential, whereas ablation of Osteonectin gene transcription using siRNA suppressed the invasive potential of these cells and resulted in the upregulation of E-cadherin. The recently described interaction of Osteonectin with Integrin Linked Kinase leading to modulation of its activity suggests a mechanism relevant to the loss of E-cadherin and cell adhesion that occurs during melanoma progression. These results indicate a central role for Osteonectin in the regulation of gene expression changes driving the progression of melanoma toward metastasis.


Subject(s)
Cadherins/metabolism , Focal Adhesion Protein-Tyrosine Kinases/biosynthesis , Melanoma/metabolism , Melanoma/pathology , Osteonectin/metabolism , Osteopontin/metabolism , Cell Line, Tumor , Cells, Cultured , Down-Regulation , Enzyme Induction , Focal Adhesion Protein-Tyrosine Kinases/metabolism , Humans , Melanocytes/metabolism , Neoplasm Invasiveness , Osteonectin/genetics , Phenotype , RNA, Small Interfering/metabolism , Transcription, Genetic , Up-Regulation
10.
Cancer Res ; 62(1): 226-32, 2002 Jan 01.
Article in English | MEDLINE | ID: mdl-11782382

ABSTRACT

Expression of the beta(3) integrin subunit in melanoma in situ has been found to correlate with tumor thickness, the ability to invade and metastasize, and poor prognosis. Transition from the radial growth phase (RGP) to the vertical growth phase (VGP) is a critical step in melanoma progression and survival and is distinguished by the expression of beta(3) integrin. The molecular pathways that operate in melanoma cells associated with invasion and metastasis were examined by ectopic induction of the beta(3) integrin subunit in RGP SBcl2 and WM1552C melanoma cells, which converts these cells to a VGP phenotype. We used cDNA representational difference analysis subtractive hybridization between beta(3)-positive and -negative melanoma cells to assess gene expression profile changes accompanying RGP to VGP transition. Fourteen fragments from known genes including osteonectin (also known as SPARC and BM-40) were identified after three rounds of representational difference analysis. Induction of osteonectin was confirmed by Northern and Western blot analysis and immunohistochemistry and correlated in organotypic cultures with the beta(3)-induced progression from RGP to VGP melanoma. Expression of osteonectin was also associated with reduced adhesion to vitronectin, but not to fibronectin. Osteonectin expression was not blocked when melanoma cells were cultured with anti-alpha(v)beta(3) LM609 mAb, mitogen-activated protein kinase, or protein kinase C inhibitors, indicating that other signaling pathway(s) operate through alpha(v)beta(3) integrin during conversion from RGP to VGP.


Subject(s)
Antigens, CD/physiology , Melanoma/pathology , Osteonectin/biosynthesis , Platelet Membrane Glycoproteins/physiology , Antigens, CD/biosynthesis , Cell Adhesion/physiology , Disease Progression , Gene Expression Regulation, Neoplastic , Humans , Integrin beta3 , Melanoma/genetics , Melanoma/metabolism , Neoplasm Invasiveness , Osteonectin/genetics , Platelet Membrane Glycoproteins/biosynthesis , Receptors, Vitronectin/biosynthesis , Receptors, Vitronectin/physiology , Skin/pathology , Transduction, Genetic , Tumor Cells, Cultured
11.
Genome Res ; 18(9): 1433-45, 2008 Sep.
Article in English | MEDLINE | ID: mdl-18562676

ABSTRACT

The transcriptional networks that regulate embryonic stem (ES) cell pluripotency and lineage specification are the subject of considerable attention. To date such studies have focused almost exclusively on protein-coding transcripts. However, recent transcriptome analyses show that the mammalian genome contains thousands of long noncoding RNAs (ncRNAs), many of which appear to be expressed in a developmentally regulated manner. The functions of these remain untested. To identify ncRNAs involved in ES cell biology, we used a custom-designed microarray to examine the expression profiles of mouse ES cells differentiating as embryoid bodies (EBs) over a 16-d time course. We identified 945 ncRNAs expressed during EB differentiation, of which 174 were differentially expressed, many correlating with pluripotency or specific differentiation events. Candidate ncRNAs were identified for further characterization by an integrated examination of expression profiles, genomic context, chromatin state, and promoter analysis. Many ncRNAs showed coordinated expression with genomically associated developmental genes, such as Dlx1, Dlx4, Gata6, and Ecsit. We examined two novel developmentally regulated ncRNAs, Evx1as and Hoxb5/6as, which are derived from homeotic loci and share similar expression patterns and localization in mouse embryos with their associated protein-coding genes. Using chromatin immunoprecipitation, we provide evidence that both ncRNAs are associated with trimethylated H3K4 histones and histone methyltransferase MLL1, suggesting a role in epigenetic regulation of homeotic loci during ES cell differentiation. Taken together, our data indicate that long ncRNAs are likely to be important in processes directing pluripotency and alternative differentiation programs, in some cases through engagement of the epigenetic machinery.


Subject(s)
Cell Differentiation , Embryonic Stem Cells/cytology , Pluripotent Stem Cells/cytology , RNA, Untranslated/genetics , Animals , Carrier Proteins/genetics , Carrier Proteins/metabolism , Cell Lineage , Chromatin/metabolism , Embryo, Mammalian/metabolism , Embryonic Stem Cells/metabolism , Female , Gene Expression Profiling , Mice , Pluripotent Stem Cells/metabolism , Promoter Regions, Genetic , RNA, Untranslated/metabolism
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