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1.
Circulation ; 148(9): 778-797, 2023 08 29.
Article in English | MEDLINE | ID: mdl-37427428

ABSTRACT

BACKGROUND: Cardiac fibroblasts have crucial roles in the heart. In particular, fibroblasts differentiate into myofibroblasts in the damaged myocardium, contributing to scar formation and interstitial fibrosis. Fibrosis is associated with heart dysfunction and failure. Myofibroblasts therefore represent attractive therapeutic targets. However, the lack of myofibroblast-specific markers has precluded the development of targeted therapies. In this context, most of the noncoding genome is transcribed into long noncoding RNAs (lncRNAs). A number of lncRNAs have pivotal functions in the cardiovascular system. lncRNAs are globally more cell-specific than protein-coding genes, supporting their importance as key determinants of cell identity. METHODS: In this study, we evaluated the value of the lncRNA transcriptome in very deep single-cell RNA sequencing. We profiled the lncRNA transcriptome in cardiac nonmyocyte cells after infarction and probed heterogeneity in the fibroblast and myofibroblast populations. In addition, we searched for subpopulation-specific markers that can constitute novel targets in therapy for heart disease. RESULTS: We demonstrated that cardiac cell identity can be defined by the sole expression of lncRNAs in single-cell experiments. In this analysis, we identified lncRNAs enriched in relevant myofibroblast subpopulations. Selecting 1 candidate we named FIXER (fibrogenic LOX-locus enhancer RNA), we showed that its silencing limits fibrosis and improves heart function after infarction. Mechanitically, FIXER interacts with CBX4, an E3 SUMO protein ligase and transcription factor, guiding CBX4 to the promoter of the transcription factor RUNX1 to control its expression and, consequently, the expression of a fibrogenic gene program.. FIXER is conserved in humans, supporting its translational value. CONCLUSIONS: Our results demonstrated that lncRNA expression is sufficient to identify the various cell types composing the mammalian heart. Focusing on cardiac fibroblasts and their derivatives, we identified lncRNAs uniquely expressed in myofibroblasts. In particular, the lncRNA FIXER represents a novel therapeutic target for cardiac fibrosis.


Subject(s)
Cardiomyopathies , RNA, Long Noncoding , Animals , Humans , Transcriptome , RNA, Long Noncoding/genetics , RNA, Long Noncoding/metabolism , Cardiomyopathies/genetics , Fibrosis , Sequence Analysis, RNA , Transcription Factors/genetics , Infarction , Mammals/genetics , Mammals/metabolism , Ligases/genetics , Ligases/metabolism , Polycomb-Group Proteins/genetics , Polycomb-Group Proteins/metabolism
2.
Noncoding RNA ; 8(6)2022 Dec 07.
Article in English | MEDLINE | ID: mdl-36548181

ABSTRACT

Evolutionary conservation is a measure of gene functionality that is widely used to prioritise long noncoding RNAs (lncRNA) in cancer research. Intriguingly, while updating our Cancer LncRNA Census (CLC), we observed an inverse relationship between year of discovery and evolutionary conservation. This observation is specific to cancer over other diseases, implying a sampling bias in the selection of lncRNA candidates and casting doubt on the value of evolutionary metrics for the prioritisation of cancer-related lncRNAs.

3.
BMC Genomics ; 23(1): 402, 2022 May 26.
Article in English | MEDLINE | ID: mdl-35619054

ABSTRACT

CRISPR-Cas9 screening libraries have arisen as a powerful tool to identify protein-coding (pc) and non-coding genes playing a role along different processes. In particular, the usage of a nuclease active Cas9 coupled to a single gRNA has proven to efficiently impair the expression of pc-genes by generating deleterious frameshifts. Here, we first demonstrate that targeting the same gene simultaneously with two guide RNAs (paired guide RNAs, pgRNAs) synergistically enhances the capacity of the CRISPR-Cas9 system to knock out pc-genes. We next design a library to target, in parallel, pc-genes and lncRNAs known to change expression during the transdifferentiation from pre-B cells to macrophages. We show that this system is able to identify known players in this process, and also predicts 26 potential novel ones, of which we select four (two pc-genes and two lncRNAs) for deeper characterization. Our results suggest that in the case of the candidate lncRNAs, their impact in transdifferentiation may be actually mediated by enhancer regions at the targeted loci, rather than by the lncRNA transcripts themselves. The CRISPR-Cas9 coupled to a pgRNAs system is, therefore, a suitable tool to simultaneously target pc-genes and lncRNAs for genomic perturbation assays.


Subject(s)
RNA, Guide, Kinetoplastida , RNA, Long Noncoding , CRISPR-Cas Systems , Cell Transdifferentiation , Humans , Macrophages , RNA, Guide, Kinetoplastida/genetics , RNA, Long Noncoding/genetics
4.
Mamm Genome ; 33(2): 312-327, 2022 06.
Article in English | MEDLINE | ID: mdl-34533605

ABSTRACT

Human and other genomes encode tens of thousands of long noncoding RNAs (lncRNAs), the vast majority of which remain uncharacterised. High-throughput functional screening methods, notably those based on pooled CRISPR-Cas perturbations, promise to unlock the biological significance and biomedical potential of lncRNAs. Such screens are based on libraries of single guide RNAs (sgRNAs) whose design is critical for success. Few off-the-shelf libraries are presently available, and lncRNAs tend to have cell-type-specific expression profiles, meaning that library design remains in the hands of researchers. Here we introduce the topic of pooled CRISPR screens for lncRNAs and guide readers through the three key steps of library design: accurate annotation of transcript structures, curation of optimal candidate sets, and design of sgRNAs. This review is a starting point and reference for researchers seeking to design custom CRISPR screening libraries for lncRNAs.


Subject(s)
CRISPR-Cas Systems , RNA, Long Noncoding , CRISPR-Cas Systems/genetics , Gene Library , Genome , Humans , RNA, Guide, Kinetoplastida/genetics , RNA, Long Noncoding/genetics
5.
Cell Genom ; 2(9): 100171, 2022 Sep 14.
Article in English | MEDLINE | ID: mdl-36778670

ABSTRACT

Long noncoding RNAs (lncRNAs) are widely dysregulated in cancer, yet their functional roles in cancer hallmarks remain unclear. We employ pooled CRISPR deletion to perturb 831 lncRNAs detected in KRAS-mutant non-small cell lung cancer (NSCLC) and measure their contribution to proliferation, chemoresistance, and migration across two cell backgrounds. Integrative analysis of these data outperforms conventional "dropout" screens in identifying cancer genes while prioritizing disease-relevant lncRNAs with pleiotropic and background-independent roles. Altogether, 80 high-confidence oncogenic lncRNAs are active in NSCLC, which tend to be amplified and overexpressed in tumors. A follow-up antisense oligonucleotide (ASO) screen shortlisted two candidates, Cancer Hallmarks in Lung LncRNA 1 (CHiLL1) and GCAWKR, whose knockdown consistently suppressed cancer hallmarks in two- and three-dimension tumor models. Molecular phenotyping reveals that CHiLL1 and GCAWKR control cellular-level phenotypes via distinct transcriptional networks. This work reveals a multi-dimensional functional lncRNA landscape underlying NSCLC that contains potential therapeutic vulnerabilities.

6.
Genome Res ; 31(3): 461-471, 2021 03.
Article in English | MEDLINE | ID: mdl-33574136

ABSTRACT

CRISPR-Cas9 deletion (CRISPR-del) is the leading approach for eliminating DNA from mammalian cells and underpins a variety of genome-editing applications. Target DNA, defined by a pair of double-strand breaks (DSBs), is removed during nonhomologous end-joining (NHEJ). However, the low efficiency of CRISPR-del results in laborious experiments and false-negative results. By using an endogenous reporter system, we show that repression of the DNA-dependent protein kinase catalytic subunit (DNA-PKcs)-an early step in NHEJ-yields substantial increases in DNA deletion. This is observed across diverse cell lines, gene delivery methods, commercial inhibitors, and guide RNAs, including those that otherwise display negligible activity. We further show that DNA-PKcs inhibition can be used to boost the sensitivity of pooled functional screens and detect true-positive hits that would otherwise be overlooked. Thus, delaying the kinetics of NHEJ relative to DSB formation is a simple and effective means of enhancing CRISPR-deletion.


Subject(s)
CRISPR-Cas Systems/genetics , DNA Breaks, Double-Stranded , DNA-Activated Protein Kinase/antagonists & inhibitors , Gene Editing , Sequence Deletion , Animals , DNA/genetics , DNA/metabolism , DNA End-Joining Repair , DNA-Activated Protein Kinase/metabolism , DNA-Binding Proteins/antagonists & inhibitors , DNA-Binding Proteins/metabolism
7.
Biomolecules ; 10(4)2020 04 16.
Article in English | MEDLINE | ID: mdl-32316166

ABSTRACT

Regulatory non-protein coding RNAs perform a remarkable variety of complex biological functions. Previously, we demonstrated a role of the human non-coding vault RNA1-1 (vtRNA1-1) in inhibiting intrinsic and extrinsic apoptosis in several cancer cell lines. Yet on the molecular level, the function of the vtRNA1-1 is still not fully clear. Here, we created HeLa knock-out cell lines revealing that prolonged starvation triggers elevated levels of apoptosis in the absence of vtRNA1-1 but not in vtRNA1-3 knock-out cells. Next-generation deep sequencing of the mRNome identified the PI3K/Akt pathway and the ERK1/2 MAPK cascade, two prominent signaling axes, to be misregulated in the absence of vtRNA1-1 during starvation-mediated cell death conditions. Expression of vtRNA1-1 mutants identified a short stretch of 24 nucleotides of the vtRNA1-1 central domain as being essential for successful maintenance of apoptosis resistance. This study describes a cell signaling-dependent contribution of the human vtRNA1-1 to starvation-induced programmed cell death.


Subject(s)
Apoptosis/genetics , RNA, Untranslated/metabolism , Signal Transduction/genetics , Gene Expression Regulation, Neoplastic , Gene Knockout Techniques , HEK293 Cells , HeLa Cells , High-Throughput Nucleotide Sequencing , Humans , MAP Kinase Signaling System , Nucleotides/metabolism , Phosphatidylinositol 3-Kinases/metabolism , Proto-Oncogene Proteins c-akt/metabolism , RNA, Messenger/genetics , RNA, Messenger/metabolism , RNA, Untranslated/genetics , Starvation
8.
Bioinformatics ; 36(6): 1673-1680, 2020 03 01.
Article in English | MEDLINE | ID: mdl-31681950

ABSTRACT

MOTIVATION: CRISPR-Cas9 loss-of-function (LOF) pooled screening promises to identify which long non-coding RNAs (lncRNAs), amongst the many thousands to have been annotated so far, are capable of mediating cellular functions. The two principal LOF perturbations, CRISPR-inhibition and CRISPR-deletion, employ one and two guide RNAs, respectively. However, no software solution has the versatility to identify hits across both modalities, and the optimal design parameters for such screens remain poorly understood. RESULTS: Here, we present CRISPR Analysis for Single and Paired RNA-guides (CASPR), a user-friendly, end-to-end screen analysis tool. CASPR is compatible with both CRISPRi and CRISPR-del screens, and balances sensitivity and specificity by generating consensus predictions from multiple algorithms. Benchmarking on ground-truth sets of cancer-associated lncRNAs demonstrates CASPR's improved sensitivity with respect to existing methods. Applying CASPR to published screens, we identify two parameters that predict lncRNA hits: expression and annotation quality of the transcription start site. Thus, CASPR is a versatile and complete solution for lncRNA CRISPR screen analysis, and reveals principles for including lncRNAs in screening libraries. AVAILABILITY AND IMPLEMENTATION: https://judithbergada.github.io/CASPR/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Subject(s)
RNA, Guide, Kinetoplastida , RNA, Long Noncoding , CRISPR-Cas Systems , Clustered Regularly Interspaced Short Palindromic Repeats , Software
9.
Cancer Cell ; 35(4): 545-557, 2019 04 15.
Article in English | MEDLINE | ID: mdl-30827888

ABSTRACT

Long non-coding RNAs (lncRNAs) represent a huge reservoir of potential cancer targets. Such "onco-lncRNAs" have resisted traditional RNAi methods, but CRISPR-Cas9 genome editing now promises functional screens at high throughput and low cost. The unique biology of lncRNAs demands screening strategies distinct from protein-coding genes. The first such screens have identified hundreds of onco-lncRNAs promoting cell proliferation and drug resistance. Ongoing developments will further improve screen performance and translational relevance. This Review aims to highlight the potential of CRISPR screening technology for discovering new onco-lncRNAs, and to guide molecular oncologists wishing to apply it to their cancer of interest.


Subject(s)
Biomarkers, Tumor/genetics , CRISPR-Associated Protein 9/genetics , CRISPR-Cas Systems , Clustered Regularly Interspaced Short Palindromic Repeats , High-Throughput Nucleotide Sequencing/methods , Neoplasms/genetics , RNA, Long Noncoding/genetics , Animals , Antineoplastic Agents/therapeutic use , Biomarkers, Tumor/metabolism , CRISPR-Associated Protein 9/metabolism , Cell Proliferation/drug effects , Cell Proliferation/genetics , Drug Resistance, Neoplasm/genetics , Gene Expression Regulation, Neoplastic , Humans , Molecular Targeted Therapy , Neoplasms/drug therapy , Neoplasms/metabolism , Neoplasms/pathology , RNA, Long Noncoding/metabolism
10.
Nat Methods ; 15(3): 213-220, 2018 03.
Article in English | MEDLINE | ID: mdl-29431736

ABSTRACT

We combine the labeling of newly transcribed RNAs with 5-ethynyluridine with the characterization of bound proteins. This approach, named capture of the newly transcribed RNA interactome using click chemistry (RICK), systematically captures proteins bound to a wide range of RNAs, including nascent RNAs and traditionally neglected nonpolyadenylated RNAs. RICK has identified mitotic regulators amongst other novel RNA-binding proteins with preferential affinity for nonpolyadenylated RNAs, revealed a link between metabolic enzymes/factors and nascent RNAs, and expanded the known RNA-bound proteome of mouse embryonic stem cells. RICK will facilitate an in-depth interrogation of the total RNA-bound proteome in different cells and systems.


Subject(s)
Click Chemistry/methods , Proteome/metabolism , RNA-Binding Proteins/metabolism , RNA/metabolism , Animals , Embryonic Stem Cells/cytology , Embryonic Stem Cells/metabolism , HeLa Cells , High-Throughput Nucleotide Sequencing/methods , Humans , Mass Spectrometry/methods , Mice , Protein Interaction Maps , RNA/genetics , RNA-Binding Proteins/genetics , Uridine/analogs & derivatives , Uridine/chemistry
11.
PLoS Comput Biol ; 13(3): e1005341, 2017 03.
Article in English | MEDLINE | ID: mdl-28253259

ABSTRACT

CRISPR-Cas9 technology can be used to engineer precise genomic deletions with pairs of single guide RNAs (sgRNAs). This approach has been widely adopted for diverse applications, from disease modelling of individual loci, to parallelized loss-of-function screens of thousands of regulatory elements. However, no solution has been presented for the unique bioinformatic design requirements of CRISPR deletion. We here present CRISPETa, a pipeline for flexible and scalable paired sgRNA design based on an empirical scoring model. Multiple sgRNA pairs are returned for each target, and any number of targets can be analyzed in parallel, making CRISPETa equally useful for focussed or high-throughput studies. Fast run-times are achieved using a pre-computed off-target database. sgRNA pair designs are output in a convenient format for visualisation and oligonucleotide ordering. We present pre-designed, high-coverage library designs for entire classes of protein-coding and non-coding elements in human, mouse, zebrafish, Drosophila melanogaster and Caenorhabditis elegans. In human cells, we reproducibly observe deletion efficiencies of ≥50% for CRISPETa designs targeting an enhancer and exonic fragment of the MALAT1 oncogene. In the latter case, deletion results in production of desired, truncated RNA. CRISPETa will be useful for researchers seeking to harness CRISPR for targeted genomic deletion, in a variety of model organisms, from single-target to high-throughput scales.


Subject(s)
CRISPR-Associated Proteins/genetics , Gene Deletion , Gene Editing/methods , Gene Knockdown Techniques/methods , RNA Editing/genetics , RNA, Guide, Kinetoplastida/genetics
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