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1.
Mol Cell ; 67(6): 1059-1067.e4, 2017 Sep 21.
Article in English | MEDLINE | ID: mdl-28867294

ABSTRACT

YTHDF2 binds and destabilizes N6-methyladenosine (m6A)-modified mRNA. The extent to which this branch of m6A RNA-regulatory pathway functions in vivo and contributes to mammalian development remains unknown. Here we find that YTHDF2 deficiency is partially permissive in mice and results in female-specific infertility. Using conditional mutagenesis, we demonstrate that YTHDF2 is autonomously required within the germline to produce MII oocytes that are competent to sustain early zygotic development. Oocyte maturation is associated with a wave of maternal RNA degradation, and the resulting relative changes to the MII transcriptome are integral to oocyte quality. The loss of YTHDF2 results in the failure to regulate transcript dosage of a cohort of genes during oocyte maturation, with enrichment observed for the YTHDF2-binding consensus and evidence of m6A in these upregulated genes. In summary, the m6A-reader YTHDF2 is an intrinsic determinant of mammalian oocyte competence and early zygotic development.


Subject(s)
Gene Expression Regulation, Developmental , Meiosis , Oocytes/metabolism , RNA Processing, Post-Transcriptional , RNA, Messenger/metabolism , RNA-Binding Proteins/metabolism , Transcription, Genetic , Transcriptome , Zygote/metabolism , Animals , Binding Sites , Female , Fertility , Genotype , Infertility, Female/genetics , Infertility, Female/metabolism , Infertility, Female/pathology , Mice, Inbred C57BL , Mice, Knockout , Oocytes/pathology , Phenotype , Protein Binding , RNA, Messenger/genetics , RNA-Binding Proteins/genetics , Zygote/pathology
2.
PLoS Pathog ; 18(4): e1009854, 2022 04.
Article in English | MEDLINE | ID: mdl-35446919

ABSTRACT

Interactions between pathogens, host microbiota and the immune system influence many physiological and pathological processes. In the 20th century, widespread dermal vaccination with vaccinia virus (VACV) led to the eradication of smallpox but how VACV interacts with the microbiota and whether this influences the efficacy of vaccination are largely unknown. Here we report that intradermal vaccination with VACV induces a large increase in the number of commensal bacteria in infected tissue, which enhance recruitment of inflammatory cells, promote tissue damage and influence the host response. Treatment of vaccinated specific-pathogen-free (SPF) mice with antibiotic, or infection of genetically-matched germ-free (GF) animals caused smaller lesions without alteration in virus titre. Tissue damage correlated with enhanced neutrophil and T cell infiltration and levels of pro-inflammatory tissue cytokines and chemokines. One month after vaccination, GF and both groups of SPF mice had equal numbers of VACV-specific CD8+ T cells and were protected from disease induced by VACV challenge, despite lower levels of VACV-neutralising antibodies observed in GF animals. Thus, skin microbiota may provide an adjuvant-like stimulus during vaccination with VACV and influence the host response to vaccination.


Subject(s)
Smallpox , Vaccinia , Animals , Antibodies, Viral , Bacteria , Mice , Smallpox/prevention & control , Vaccination , Vaccinia virus
3.
PLoS Comput Biol ; 19(11): e1011498, 2023 Nov.
Article in English | MEDLINE | ID: mdl-37934729

ABSTRACT

Public-domain availability for bioinformatics software resources is a key requirement that ensures long-term permanence and methodological reproducibility for research and development across the life sciences. These issues are particularly critical for widely used, efficient, and well-proven methods, especially those developed in research settings that often face funding discontinuities. We re-launch a range of established software components for computational genomics, as legacy version 1.0.1, suitable for sequence matching, masking, searching, clustering and visualization for protein family discovery, annotation and functional characterization on a genome scale. These applications are made available online as open source and include MagicMatch, GeneCAST, support scripts for CoGenT-like sequence collections, GeneRAGE and DifFuse, supported by centrally administered bioinformatics infrastructure funding. The toolkit may also be conceived as a flexible genome comparison software pipeline that supports research in this domain. We illustrate basic use by examples and pictorial representations of the registered tools, which are further described with appropriate documentation files in the corresponding GitHub release.


Subject(s)
Genomics , Software , Reproducibility of Results , Genomics/methods , Computational Biology/methods , Genome
4.
Br J Cancer ; 129(9): 1451-1461, 2023 10.
Article in English | MEDLINE | ID: mdl-37789102

ABSTRACT

BACKGROUND: MiR-371~373 and miR-302/367 cluster over-expression occurs in all malignant germ cell tumours (GCTs), regardless of age (paediatric/adult), site (gonadal/extragonadal), or subtype [seminoma, yolk sac tumour (YST), embryonal carcinoma (EC)]. Six of eight microRNAs from these clusters contain the seed sequence 'AAGUGC', determining mRNA targeting. Here we sought to identify the significance of these observations by targeting these microRNAs functionally. METHODS: We targeted miR-371~373 and/or miR-302/367 clusters in malignant GCT cell lines, using CRISPR-Cas9, gapmer primary miR-302/367 transcript inhibition, and peptide nucleic acid (PNA) or locked nucleic acid (LNA)-DNA inhibition targeting miR-302a-d-3p, and undertook relevant functional assays. RESULTS: MiR-302/367 cluster microRNAs made the largest contribution to AAGUGC seed abundance in malignant GCT cells, regardless of subtype (seminoma/YST/EC). Following the unsuccessful use of CRISPR-Cas9, gapmer, and PNA systems, LNA-DNA-based targeting resulted in growth inhibition in seminoma and YST cells. This was associated with the de-repression of multiple mRNAs targeted by AAGUGC seed-containing microRNAs, with pathway analysis confirming predominant disruption of Rho-GTPase signalling, vesicle organisation/transport, and cell cycle regulation, findings corroborated in clinical samples. Further LNA-DNA inhibitor studies confirmed direct cell cycle effects, with an increase of cells in G0/G1-phase and a decrease in S-phase. CONCLUSION: Targeting of specific miR-371~373 and miR-302/367 microRNAs in malignant GCTs demonstrated their functional significance, with growth inhibition mediated through cell cycle disruption.


Subject(s)
MicroRNAs , Neoplasms, Germ Cell and Embryonal , Seminoma , Testicular Neoplasms , Male , Adult , Humans , Child , MicroRNAs/genetics , Seminoma/genetics , Testicular Neoplasms/pathology , Cell Cycle , DNA
5.
PLoS Pathog ; 17(8): e1009875, 2021 08.
Article in English | MEDLINE | ID: mdl-34432858

ABSTRACT

Development of cervical cancer is directly associated with integration of human papillomavirus (HPV) genomes into host chromosomes and subsequent modulation of HPV oncogene expression, which correlates with multi-layered epigenetic changes at the integrated HPV genomes. However, the process of integration itself and dysregulation of host gene expression at sites of integration in our model of HPV16 integrant clone natural selection has remained enigmatic. We now show, using a state-of-the-art 'HPV integrated site capture' (HISC) technique, that integration likely occurs through microhomology-mediated repair (MHMR) mechanisms via either a direct process, resulting in host sequence deletion (in our case, partially homozygously) or via a 'looping' mechanism by which flanking host regions become amplified. Furthermore, using our 'HPV16-specific Region Capture Hi-C' technique, we have determined that chromatin interactions between the integrated virus genome and host chromosomes, both at short- (<500 kbp) and long-range (>500 kbp), appear to drive local host gene dysregulation through the disruption of host:host interactions within (but not exceeding) host structures known as topologically associating domains (TADs). This mechanism of HPV-induced host gene expression modulation indicates that integration of virus genomes near to or within a 'cancer-causing gene' is not essential to influence their expression and that these modifications to genome interactions could have a major role in selection of HPV integrants at the early stage of cervical neoplastic progression.


Subject(s)
Carcinogenesis/pathology , Chromatin/metabolism , Genome, Viral , Human papillomavirus 16/isolation & purification , Papillomavirus Infections/complications , Uterine Cervical Neoplasms/pathology , Virus Integration , Carcinogenesis/metabolism , Chromatin/genetics , Epigenesis, Genetic , Female , Humans , Tumor Cells, Cultured , Uterine Cervical Neoplasms/genetics , Uterine Cervical Neoplasms/metabolism , Uterine Cervical Neoplasms/virology
6.
Nature ; 548(7667): 347-351, 2017 08 17.
Article in English | MEDLINE | ID: mdl-28792939

ABSTRACT

A fundamental principle in biology is that the program for early development is established during oogenesis in the form of the maternal transcriptome. How the maternal transcriptome acquires the appropriate content and dosage of transcripts is not fully understood. Here we show that 3' terminal uridylation of mRNA mediated by TUT4 and TUT7 sculpts the mouse maternal transcriptome by eliminating transcripts during oocyte growth. Uridylation mediated by TUT4 and TUT7 is essential for both oocyte maturation and fertility. In comparison to somatic cells, the oocyte transcriptome has a shorter poly(A) tail and a higher relative proportion of terminal oligo-uridylation. Deletion of TUT4 and TUT7 leads to the accumulation of a cohort of transcripts with a high frequency of very short poly(A) tails, and a loss of 3' oligo-uridylation. By contrast, deficiency of TUT4 and TUT7 does not alter gene expression in a variety of somatic cells. In summary, we show that poly(A) tail length and 3' terminal uridylation have essential and specific functions in shaping a functional maternal transcriptome.


Subject(s)
Maternal Inheritance/genetics , Oocytes/metabolism , Poly A/metabolism , RNA, Messenger/genetics , RNA, Messenger/metabolism , Transcriptome , Uridine Monophosphate/metabolism , Animals , Cell Line , DNA-Binding Proteins/deficiency , DNA-Binding Proteins/genetics , Female , Infertility, Female/genetics , Male , Mice , Mice, Knockout , Mothers , Nucleotidyltransferases/deficiency , Nucleotidyltransferases/genetics , Oocytes/growth & development , Organ Specificity , Poly A/chemistry , RNA Stability
7.
Mol Cell ; 56(2): 193-204, 2014 Oct 23.
Article in English | MEDLINE | ID: mdl-25242146

ABSTRACT

The idea that stem cell therapies work only via cell replacement is challenged by the observation of consistent intercellular molecule exchange between the graft and the host. Here we defined a mechanism of cellular signaling by which neural stem/precursor cells (NPCs) communicate with the microenvironment via extracellular vesicles (EVs), and we elucidated its molecular signature and function. We observed cytokine-regulated pathways that sort proteins and mRNAs into EVs. We described induction of interferon gamma (IFN-γ) pathway in NPCs exposed to proinflammatory cytokines that is mirrored in EVs. We showed that IFN-γ bound to EVs through Ifngr1 activates Stat1 in target cells. Finally, we demonstrated that endogenous Stat1 and Ifngr1 in target cells are indispensable to sustain the activation of Stat1 signaling by EV-associated IFN-γ/Ifngr1 complexes. Our study identifies a mechanism of cellular signaling regulated by EV-associated IFN-γ/Ifngr1 complexes, which grafted stem cells may use to communicate with the host immune system.


Subject(s)
Interferon-gamma/metabolism , Neural Stem Cells/cytology , Receptors, Interferon/metabolism , Transport Vesicles/metabolism , 3T3 Cells , Animals , Biological Transport , Cell Communication , Cellular Microenvironment , Inflammation/immunology , Interferon-gamma/biosynthesis , Interferon-gamma/genetics , Mice , Neural Stem Cells/transplantation , RNA, Messenger , Receptors, Interferon/genetics , STAT1 Transcription Factor/biosynthesis , STAT1 Transcription Factor/genetics , STAT1 Transcription Factor/metabolism , Signal Transduction , Th1 Cells/metabolism , Th2 Cells/metabolism , Interferon gamma Receptor
8.
Mol Cell ; 50(4): 601-8, 2013 May 23.
Article in English | MEDLINE | ID: mdl-23706823

ABSTRACT

Transposons present an acute challenge to the germline, and mechanisms that repress their activity are essential for transgenerational genomic integrity. LINE1 (L1) is the most successful retrotransposon and is epigenetically repressed by CpG DNA methylation. Here, we identify two additional important mechanisms by which L1 is repressed during spermatogenesis. We demonstrate that the Piwi protein Mili and the piRNA pathway are required to posttranscriptionally silence L1 in meiotic pachytene cells even in the presence of normal L1 DNA methylation. Strikingly, in the absence of both a functional piRNA pathway and DNA methylation, L1 elements are normally repressed in mitotic stages of spermatogenesis. Accordingly, we find that the euchromatic repressive histone H3 dimethylated lysine 9 modification cosuppresses L1 expression therein. We demonstrate the existence of multiple epigenetic mechanisms that in conjunction with the piRNA pathway sequentially enforce L1 silencing and genomic stability during mitotic and meiotic stages of adult spermatogenesis.


Subject(s)
Epigenesis, Genetic , Gene Silencing , Long Interspersed Nucleotide Elements/genetics , RNA, Small Interfering/genetics , Signal Transduction/genetics , Spermatogenesis/genetics , Age Factors , Animals , Argonaute Proteins/genetics , Argonaute Proteins/metabolism , Blotting, Western , DNA Methylation , Gene Expression , Histones/metabolism , Lysine/metabolism , Male , Methylation , Mice , Mice, Inbred C57BL , Mice, Knockout , Microscopy, Confocal , Mitosis/genetics , Reverse Transcriptase Polymerase Chain Reaction , Spermatocytes/metabolism , Testis/cytology , Testis/metabolism
9.
Nucleic Acids Res ; 47(14): 7262-7275, 2019 08 22.
Article in English | MEDLINE | ID: mdl-31305886

ABSTRACT

RNA-Seq is a powerful transcriptome profiling technology enabling transcript discovery and quantification. Whilst most commonly used for gene-level quantification, the data can be used for the analysis of transcript isoforms. However, when the underlying transcript assemblies are complex, current visualization approaches can be limiting, with splicing events a challenge to interpret. Here, we report on the development of a graph-based visualization method as a complementary approach to understanding transcript diversity from short-read RNA-Seq data. Following the mapping of reads to a reference genome, a read-to-read comparison is performed on all reads mapping to a given gene, producing a weighted similarity matrix between reads. This is used to produce an RNA assembly graph, where nodes represent reads and edges similarity scores between them. The resulting graphs are visualized in 3D space to better appreciate their sometimes large and complex topology, with other information being overlaid on to nodes, e.g. transcript models. Here we demonstrate the utility of this approach, including the unusual structure of these graphs and how they can be used to identify issues in assembly, repetitive sequences within transcripts and splice variants. We believe this approach has the potential to significantly improve our understanding of transcript complexity.


Subject(s)
Alternative Splicing , Computer Graphics , Gene Expression Profiling/methods , RNA, Messenger/genetics , Sequence Analysis, RNA/methods , Genome, Human/genetics , Humans , Models, Genetic , Models, Molecular , Nucleic Acid Conformation , RNA Isoforms/chemistry , RNA Isoforms/genetics , RNA Isoforms/metabolism , RNA, Messenger/chemistry , RNA, Messenger/metabolism
10.
Int J Mol Sci ; 21(22)2020 Nov 20.
Article in English | MEDLINE | ID: mdl-33233721

ABSTRACT

Follicular lymphoma (FL) is a common indolent B-cell lymphoma that can transform into the more aggressive transformed FL (tFL). However, the molecular process driving this transformation is uncertain. In this work, we aimed to identify microRNA (miRNA)-binding sites recurrently mutated in follicular lymphoma patients, as well as in transformed FL patients. Using whole-genome sequencing data from FL tumors, we discovered 544 mutations located in bioinformatically predicted microRNA-binding sites. We then studied these specific regions using targeted sequencing in a cohort of 55 FL patients, found 16 recurrent mutations, and identified a further 69 variants. After filtering for QC, we identified 21 genes with mutated miRNA-binding sites that were also enriched for B-cell-associated genes by Gene Ontology. Over 40% of mutations identified in these genes were present exclusively in tFL patients. We validated the predicted miRNA-binding sites of five of the genes by luciferase assay and demonstrated that the identified mutations in BCL2 and EZH2 genes impaired the binding efficiency of miR-5008 and miR-144 and regulated the endogenous levels of messenger RNA (mRNA).


Subject(s)
Binding Sites , Enhancer of Zeste Homolog 2 Protein/genetics , Lymphoma, Follicular/genetics , Lymphoma, Large B-Cell, Diffuse/genetics , MicroRNAs/genetics , Proto-Oncogene Proteins c-bcl-2/genetics , Cell Line, Tumor , Cohort Studies , Humans , London , Mutation , Retrospective Studies , Spain
11.
Genome Res ; 26(5): 705-16, 2016 05.
Article in English | MEDLINE | ID: mdl-27197243

ABSTRACT

Targeted RNA sequencing (CaptureSeq) uses oligonucleotide probes to capture RNAs for sequencing, providing enriched read coverage, accurate measurement of gene expression, and quantitative expression data. We applied CaptureSeq to refine transcript annotations in the current murine GRCm38 assembly. More than 23,000 regions corresponding to putative or annotated long noncoding RNAs (lncRNAs) and 154,281 known splicing junction sites were selected for targeted sequencing across five mouse tissues and three brain subregions. The results illustrate that the mouse transcriptome is considerably more complex than previously thought. We assemble more complete transcript isoforms than GENCODE, expand transcript boundaries, and connect interspersed islands of mapped reads. We describe a novel filtering pipeline that identifies previously unannotated but high-quality transcript isoforms. In this set, 911 GENCODE neighboring genes are condensed into 400 expanded gene models. Additionally, 594 GENCODE lncRNAs acquire an open reading frame (ORF) when their structure is extended with CaptureSeq. Finally, we validate our observations using current FANTOM and Mouse ENCODE resources.


Subject(s)
Gene Expression Profiling/methods , High-Throughput Nucleotide Sequencing/methods , RNA, Long Noncoding/biosynthesis , RNA, Long Noncoding/genetics , Transcriptome , Animals , Mice
12.
RNA ; 23(6): 882-891, 2017 06.
Article in English | MEDLINE | ID: mdl-28351886

ABSTRACT

Activation of T lymphocytes requires a tight regulation of microRNA (miRNA) expression. Terminal uridyltransferases (TUTases) catalyze 3' nontemplated nucleotide addition (3'NTA) to miRNAs, which may influence miRNA stability and function. Here, we investigated 3'NTA to mature miRNA in CD4 T lymphocytes by deep sequencing. Upon T-cell activation, miRNA sequences bearing terminal uridines are specifically decreased, concomitantly with down-regulation of TUT4 and TUT7 enzymes. Analyzing TUT4-deficient T lymphocytes, we proved that this terminal uridyltransferase is essential for the maintenance of miRNA uridylation in the steady state of T lymphocytes. Analysis of synthetic uridylated miRNAs shows that 3' addition of uridine promotes degradation of these uridylated miRNAs after T-cell activation. Our data underline post-transcriptional uridylation as a mechanism to fine-tune miRNA levels during T-cell activation.


Subject(s)
CD4-Positive T-Lymphocytes/immunology , CD4-Positive T-Lymphocytes/metabolism , Lymphocyte Activation/genetics , MicroRNAs/genetics , MicroRNAs/metabolism , Uridine/metabolism , Animals , DNA-Binding Proteins/genetics , DNA-Binding Proteins/metabolism , Gene Expression Regulation , Humans , Lymphocyte Activation/immunology , Mice , Mice, Knockout , MicroRNAs/chemistry , Models, Biological , RNA Stability , Uridine/chemistry
13.
Nat Chem Biol ; 13(9): 951-955, 2017 Sep.
Article in English | MEDLINE | ID: mdl-28671681

ABSTRACT

Extracellular vesicles (EVs) are membrane particles involved in the exchange of a broad range of bioactive molecules between cells and the microenvironment. Although it has been shown that cells can traffic metabolic enzymes via EVs, much remains to be elucidated with regard to their intrinsic metabolic activity. Accordingly, herein we assessed the ability of neural stem/progenitor cell (NSC)-derived EVs to consume and produce metabolites. Our metabolomics and functional analyses both revealed that EVs harbor L-asparaginase activity, catalyzed by the enzyme asparaginase-like protein 1 (Asrgl1). Critically, we show that Asrgl1 activity is selective for asparagine and is devoid of glutaminase activity. We found that mouse and human NSC EVs traffic Asrgl1. Our results demonstrate, for the first time, that NSC EVs function as independent metabolic units that are able to modify the concentrations of critical nutrients, with the potential to affect the physiology of their microenvironment.


Subject(s)
Asparaginase/metabolism , Extracellular Vesicles/metabolism , Models, Biological
14.
PLoS Biol ; 14(3): e1002364, 2016 Mar.
Article in English | MEDLINE | ID: mdl-26938778

ABSTRACT

In invertebrates, small interfering RNAs are at the vanguard of cell-autonomous antiviral immunity. In contrast, antiviral mechanisms initiated by interferon (IFN) signaling predominate in mammals. Whilst mammalian IFN-induced miRNA are known to inhibit specific viruses, it is not known whether host-directed microRNAs, downstream of IFN-signaling, have a role in mediating broad antiviral resistance. By performing an integrative, systematic, global analysis of RNA turnover utilizing 4-thiouridine labeling of newly transcribed RNA and pri/pre-miRNA in IFN-activated macrophages, we identify a new post-transcriptional viral defense mechanism mediated by miR-342-5p. On the basis of ChIP and site-directed promoter mutagenesis experiments, we find the synthesis of miR-342-5p is coupled to the antiviral IFN response via the IFN-induced transcription factor, IRF1. Strikingly, we find miR-342-5p targets mevalonate-sterol biosynthesis using a multihit mechanism suppressing the pathway at different functional levels: transcriptionally via SREBF2, post-transcriptionally via miR-33, and enzymatically via IDI1 and SC4MOL. Mass spectrometry-based lipidomics and enzymatic assays demonstrate the targeting mechanisms reduce intermediate sterol pathway metabolites and total cholesterol in macrophages. These results reveal a previously unrecognized mechanism by which IFN regulates the sterol pathway. The sterol pathway is known to be an integral part of the macrophage IFN antiviral response, and we show that miR-342-5p exerts broad antiviral effects against multiple, unrelated pathogenic viruses such Cytomegalovirus and Influenza A (H1N1). Metabolic rescue experiments confirm the specificity of these effects and demonstrate that unrelated viruses have differential mevalonate and sterol pathway requirements for their replication. This study, therefore, advances the general concept of broad antiviral defense through multihit targeting of a single host pathway.


Subject(s)
Interferon Regulatory Factor-1/metabolism , Interferons/physiology , MicroRNAs/metabolism , Sterols/biosynthesis , Virus Diseases/immunology , Animals , Mice, Inbred C57BL
15.
EMBO Rep ; 18(7): 1231-1247, 2017 07.
Article in English | MEDLINE | ID: mdl-28500258

ABSTRACT

Spermatogenesis is associated with major and unique changes to chromosomes and chromatin. Here, we sought to understand the impact of these changes on spermatogenic transcriptomes. We show that long terminal repeats (LTRs) of specific mouse endogenous retroviruses (ERVs) drive the expression of many long non-coding transcripts (lncRNA). This process occurs post-mitotically predominantly in spermatocytes and round spermatids. We demonstrate that this transposon-driven lncRNA expression is a conserved feature of vertebrate spermatogenesis. We propose that transposon promoters are a mechanism by which the genome can explore novel transcriptional substrates, increasing evolutionary plasticity and allowing for the genesis of novel coding and non-coding genes. Accordingly, we show that a small fraction of these novel ERV-driven transcripts encode short open reading frames that produce detectable peptides. Finally, we find that distinct ERV elements from the same subfamilies act as differentially activated promoters in a tissue-specific context. In summary, we demonstrate that LTRs can act as tissue-specific promoters and contribute to post-mitotic spermatogenic transcriptome diversity.


Subject(s)
DNA Transposable Elements , Evolution, Molecular , Spermatogenesis , Transcription, Genetic , Animals , Endogenous Retroviruses/genetics , Genomics , Male , Mice , Open Reading Frames , Promoter Regions, Genetic , RNA, Long Noncoding/genetics , Spermatocytes/physiology , Terminal Repeat Sequences , Transcriptome
16.
Nucleic Acids Res ; 45(3): 1079-1090, 2017 02 17.
Article in English | MEDLINE | ID: mdl-28180281

ABSTRACT

MicroRNAs are important genetic regulators in both animals and plants. They have a range of functions spanning development, differentiation, growth, metabolism and disease. The advent of next-generation sequencing technologies has made it a relatively straightforward task to detect these molecules and their relative expression via sequencing. There are a large number of published studies with deposited datasets. However, there are currently few resources that capitalize on these data to better understand the features, distribution and biogenesis of miRNAs. Herein, we focus on Human and Mouse for which the majority of data are available. We reanalyse sequencing data from 461 samples into a coordinated catalog of microRNA expression. We use this to perform large-scale analyses of miRNA function and biogenesis. These analyses include global expression comparison, co-expression of miRNA clusters and the prediction of miRNA strand-specificity and underlying constraints. Additionally, we report for the first time a global analysis of miRNA epi-transcriptomic modifications and assess their prevalence across tissues, samples and families. Finally, we report a list of potentially mis-annotated miRNAs in miRBase based on their aggregated modification profiles. The results have been collated into a comprehensive online repository of miRNA expression and features such as modifications and RNA editing events, which is available at: http://wwwdev.ebi.ac.uk/enright-dev/miratlas. We believe these findings will further contribute to our understanding of miRNA function in animals and benefit the miRNA community in general.


Subject(s)
MicroRNAs/genetics , MicroRNAs/metabolism , Animals , Databases, Nucleic Acid , Gene Expression , High-Throughput Nucleotide Sequencing , Humans , Mice , Molecular Sequence Annotation , Multigene Family , RNA Processing, Post-Transcriptional , Sequence Analysis, RNA , Transcriptome
17.
Nucleic Acids Res ; 45(21): e177, 2017 Dec 01.
Article in English | MEDLINE | ID: mdl-29036314

ABSTRACT

The discovery of microRNAs (miRNAs) remains an important problem, particularly given the growth of high-throughput sequencing, cell sorting and single cell biology. While a large number of miRNAs have already been annotated, there may well be large numbers of miRNAs that are expressed in very particular cell types and remain elusive. Sequencing allows us to quickly and accurately identify the expression of known miRNAs from small RNA-Seq data. The biogenesis of miRNAs leads to very specific characteristics observed in their sequences. In brief, miRNAs usually have a well-defined 5' end and a more flexible 3' end with the possibility of 3' tailing events, such as uridylation. Previous approaches to the prediction of novel miRNAs usually involve the analysis of structural features of miRNA precursor hairpin sequences obtained from genome sequence. We surmised that it may be possible to identify miRNAs by using these biogenesis features observed directly from sequenced reads, solely or in addition to structural analysis from genome data. To this end, we have developed mirnovo, a machine learning based algorithm, which is able to identify known and novel miRNAs in animals and plants directly from small RNA-Seq data, with or without a reference genome. This method performs comparably to existing tools, however is simpler to use with reduced run time. Its performance and accuracy has been tested on multiple datasets, including species with poorly assembled genomes, RNaseIII (Drosha and/or Dicer) deficient samples and single cells (at both embryonic and adult stage).


Subject(s)
High-Throughput Nucleotide Sequencing/methods , Machine Learning , MicroRNAs/chemistry , Sequence Analysis, RNA/methods , Software , Algorithms , Animals , Gene Expression Profiling , Genomics , Humans , Mice , MicroRNAs/metabolism , RNA, Plant/chemistry , RNA, Small Untranslated/chemistry , Ribonuclease III/genetics , Single-Cell Analysis
19.
Nat Methods ; 12(4): 339-42, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25751143

ABSTRACT

We compared quantitative RT-PCR (qRT-PCR), RNA-seq and capture sequencing (CaptureSeq) in terms of their ability to assemble and quantify long noncoding RNAs and novel coding exons across 20 human tissues. CaptureSeq was superior for the detection and quantification of genes with low expression, showed little technical variation and accurately measured differential expression. This approach expands and refines previous annotations and simultaneously generates an expression atlas.


Subject(s)
Gene Expression Profiling , RNA, Long Noncoding/genetics , RNA/genetics , Sequence Analysis/methods , Humans , K562 Cells , Polymerase Chain Reaction , RNA/blood , RNA/chemistry
20.
Nucleic Acids Res ; 44(W1): W176-80, 2016 07 08.
Article in English | MEDLINE | ID: mdl-27198221

ABSTRACT

Non-coding RNA transcripts such as microRNAs (miRNAs) and long non-coding RNAs (lncRNAs) are important genetic regulators. However, the functions of many of these transcripts are still not clearly understood. Recently, it has become apparent that there is significant crosstalk between miRNAs and lncRNAs and that this creates competition for binding between the miRNA, a lncRNA and other regulatory targets. Indeed, various competitive endogenous RNAs (ceRNAs) have already been identified where a lncRNA acts by sequestering miRNAs. This implies the down-regulation in the interaction of the miRNAs with their mRNA targets, what has been called a sponge effect. Multiple approaches exist for the prediction of miRNA targets in mRNAs. However, few methods exist for the prediction of miRNA response elements (MREs) in lncRNAs acting as ceRNAs (sponges). Here, we present spongeScan (http://spongescan.rc.ufl.edu), a graphical web tool to compute and visualize putative MREs in lncRNAs, along with different measures to assess their likely behavior as ceRNAs.


Subject(s)
Gene Expression Regulation , Gene Regulatory Networks , MicroRNAs/metabolism , RNA, Long Noncoding/metabolism , RNA, Messenger/metabolism , Software , Binding, Competitive , Computer Graphics , Down-Regulation , Humans , Internet , MicroRNAs/genetics , Nucleotide Motifs , Organ Specificity , RNA, Long Noncoding/genetics , RNA, Messenger/genetics , Response Elements
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