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Dive into the research topics where Touati Benoukraf is active.

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Featured researches published by Touati Benoukraf.


Nature | 2013

DNMT1-interacting RNAs block gene-specific DNA methylation

Annalisa Di Ruscio; Alexander K. Ebralidze; Touati Benoukraf; Giovanni Amabile; Loyal A. Goff; Jolyon Terragni; Maria E. Figueroa; Lorena Lobo De Figueiredo Pontes; Meritxell Alberich-Jorda; Pu Zhang; Mengchu Wu; Francesco D’Alò; Ari Melnick; Giuseppe Leone; Konstantin K. Ebralidze; Sriharsa Pradhan; John L. Rinn; Daniel G. Tenen

DNA methylation was first described almost a century ago; however, the rules governing its establishment and maintenance remain elusive. Here we present data demonstrating that active transcription regulates levels of genomic methylation. We identify a novel RNA arising from the CEBPA gene locus that is critical in regulating the local DNA methylation profile. This RNA binds to DNMT1 and prevents CEBPA gene locus methylation. Deep sequencing of transcripts associated with DNMT1 combined with genome-scale methylation and expression profiling extend the generality of this finding to numerous gene loci. Collectively, these results delineate the nature of DNMT1–RNA interactions and suggest strategies for gene-selective demethylation of therapeutic targets in human diseases.


The EMBO Journal | 2011

H3K4 tri‐methylation provides an epigenetic signature of active enhancers

Aleksandra Pekowska; Touati Benoukraf; Joaquin Zacarias-Cabeza; Mohamed Belhocine; Frederic Koch; Hélène Holota; Jean Imbert; Jean-Christophe Andrau; Pierre Ferrier; Salvatore Spicuglia

Combinations of post‐translational histone modifications shape the chromatin landscape during cell development in eukaryotes. However, little is known about the modifications exactly delineating functionally engaged regulatory elements. For example, although histone H3 lysine 4 mono‐methylation (H3K4me1) indicates the presence of transcriptional gene enhancers, it does not provide clearcut information about their actual position and stage‐specific activity. Histone marks were, therefore, studied here at genomic loci differentially expressed in early stages of T‐lymphocyte development. The concomitant presence of the three H3K4 methylation states (H3K4me1/2/3) was found to clearly reflect the activity of bona fide T‐cell gene enhancers. Globally, gain or loss of H3K4me2/3 at distal genomic regions correlated with, respectively, the induction or the repression of associated genes during T‐cell development. In the Tcrb gene enhancer, the H3K4me3‐to‐H3K4me1 ratio decreases with the enhancers strength. Lastly, enhancer association of RNA‐polymerase II (Pol II) correlated with the presence of H3K4me3 and Pol II accumulation resulted in local increase of H3K4me3. Our results suggest the existence of functional links between Pol II occupancy, H3K4me3 enrichment and enhancer activity.


Genome Research | 2010

A unique H3K4me2 profile marks tissue-specific gene regulation

Aleksandra Pekowska; Touati Benoukraf; Pierre Ferrier; Salvatore Spicuglia

Characterization of the epigenetic landscape fundamentally contributes toward deciphering the regulatory mechanisms that govern gene expression. However, despite an increasing flow of newly generated data, no clear pattern of chromatin modifications has so far been linked to specific modes of transcriptional regulation. Here, we used high-throughput genomic data from CD4(+) T lymphocytes to provide a comprehensive analysis of histone H3 lysine 4 dimethylation (H3K4me2) enrichment in genomic regions surrounding transcriptional start sites (TSSs). We discovered that a subgroup of genes linked to T cell functions displayed high levels of H3K4me2 within their gene body, in sharp contrast to the TSS-centered profile typical of housekeeping genes. Analysis of additional chromatin modifications and DNase I hypersensitive sites (DHSS) revealed a combinatorial chromatin signature characteristic of this subgroup. We propose that this epigenetic feature reflects the activity of an as yet unrecognized, intragenic cis-regulatory platform dedicated to refining tissue-specificity in gene expression.


Nature Genetics | 2014

Transposon mutagenesis identifies genes driving hepatocellular carcinoma in a chronic hepatitis B mouse model.

Emilie A. Bard-Chapeau; Anh Tuan Nguyen; Alistair G. Rust; Ahmed Sayadi; Philip Lee; Belinda Q. Chua; Lee Sun New; Johann de Jong; Jerrold M. Ward; Christopher K.Y. Chin; Valerie Chew; Han Chong Toh; Jean Pierre Abastado; Touati Benoukraf; Richie Soong; Frederic Bard; Adam J. Dupuy; Randy L. Johnson; George K. Radda; Eric Chun Yong Chan; Lodewyk F. A. Wessels; David J. Adams; Nancy A. Jenkins; Neal G. Copeland

The most common risk factor for developing hepatocellular carcinoma (HCC) is chronic infection with hepatitis B virus (HBV). To better understand the evolutionary forces driving HCC, we performed a near-saturating transposon mutagenesis screen in a mouse HBV model of HCC. This screen identified 21 candidate early stage drivers and a very large number (2,860) of candidate later stage drivers that were enriched for genes that are mutated, deregulated or functioning in signaling pathways important for human HCC, with a striking 1,199 genes being linked to cellular metabolic processes. Our study provides a comprehensive overview of the genetic landscape of HCC.


Briefings in Bioinformatics | 2015

Methodological aspects of whole-genome bisulfite sequencing analysis

Swarnaseetha Adusumalli; Mohd Feroz Mohd Omar; Richie Soong; Touati Benoukraf

The combination of DNA bisulfite treatment with high-throughput sequencing technologies has enabled investigation of genome-wide DNA methylation beyond CpG sites and CpG islands. These technologies have opened new avenues to understand the interplay between epigenetic events, chromatin plasticity and gene regulation. However, the processing, managing and mining of this huge volume of data require specialized computational tools and statistical methods that are yet to be standardized. Here, we describe a complete bisulfite sequencing analysis workflow, including recently developed programs, highlighting each of the crucial analysis steps required, i.e. sequencing quality control, reads alignment, methylation scoring, methylation heterogeneity assessment, genomic features annotation, data visualization and determination of differentially methylated cytosines. Moreover, we discuss the limitations of these technologies and considerations to perform suitable analyses.


Bioinformatics | 2009

CoCAS: A ChIP-on-chip Analysis Suite

Touati Benoukraf; Pierre Cauchy; Romain Fenouil; Adrien Jeanniard; Frederic Koch; Sébastien Jaeger; Denis Thieffry; Jean Imbert; Jean-Christophe Andrau; Salvatore Spicuglia; Pierre Ferrier

Motivation: High-density tiling microarrays are increasingly used in combination with ChIP assays to study transcriptional regulation. To ease the analysis of the large amounts of data generated by this approach, we have developed ChIP-on-chip Analysis Suite (CoCAS), a standalone software suite which implements optimized ChIP-on-chip data normalization, improved peak detection, as well as quality control reports. Our software allows dye swap, replicate correlation and connects easily with genome browsers and other peak detection algorithms. CoCAS can readily be used on the latest generation of Agilent high-density arrays. Also, the implemented peak detection methods are suitable for other datasets, including ChIP-Seq output. Availability: The software is available for download along with a sample dataset at http://www.ciml.univ-mrs.fr/software/ferrier.htm. Contact: [email protected]; [email protected]; [email protected] Supplementary information: Supplementary data are available at Bioinformatics online.


Nucleic Acids Research | 2013

GBSA: a comprehensive software for analysing whole genome bisulfite sequencing data

Touati Benoukraf; Sarawut Wongphayak; Luqman Hakim Abdul Hadi; Mengchu Wu; Richie Soong

High-throughput sequencing is increasingly being used in combination with bisulfite (BS) assays to study DNA methylation at nucleotide resolution. Although several programmes provide genome-wide alignment of BS-treated reads, the resulting information is not readily interpretable and often requires further bioinformatic steps for meaningful analysis. Current post-alignment BS-sequencing programmes are generally focused on the gene-specific level, a restrictive feature when analysis in the non-coding regions, such as enhancers and intergenic microRNAs, is required. Here, we present Genome Bisulfite Sequencing Analyser (GBSA—http://ctrad-csi.nus.edu.sg/gbsa), a free open-source software capable of analysing whole-genome bisulfite sequencing data with either a gene-centric or gene-independent focus. Through analysis of the largest published data sets to date, we demonstrate GBSA’s features in providing sequencing quality assessment, methylation scoring, functional data management and visualization of genomic methylation at nucleotide resolution. Additionally, we show that GBSA’s output can be easily integrated with other high-throughput sequencing data, such as RNA-Seq or ChIP-seq, to elucidate the role of methylated intergenic regions in gene regulation. In essence, GBSA allows an investigator to explore not only known loci but also all the genomic regions, for which methylation studies could lead to the discovery of new regulatory mechanisms.


PLOS ONE | 2011

Characterisation of Genome-Wide PLZF/RARA Target Genes

Salvatore Spicuglia; Christelle Vincent-Fabert; Touati Benoukraf; Guillaume Tiberi; Andrew J. Saurin; Joaquin Zacarias-Cabeza; David Grimwade; Ken I. Mills; Boris Calmels; François Bertucci; Michael H. Sieweke; Pierre Ferrier; Estelle Duprez

The PLZF/RARA fusion protein generated by the t(11;17)(q23;q21) translocation in acute promyelocytic leukaemia (APL) is believed to act as an oncogenic transcriptional regulator recruiting epigenetic factors to genes important for its transforming potential. However, molecular mechanisms associated with PLZF/RARA-dependent leukaemogenesis still remain unclear. We searched for specific PLZF/RARA target genes by ChIP-on-chip in the haematopoietic cell line U937 conditionally expressing PLZF/RARA. By comparing bound regions found in U937 cells expressing endogenous PLZF with PLZF/RARA-induced U937 cells, we isolated specific PLZF/RARA target gene promoters. We next analysed gene expression profiles of our identified target genes in PLZF/RARA APL patients and analysed DNA sequences and epigenetic modification at PLZF/RARA binding sites. We identify 413 specific PLZF/RARA target genes including a number encoding transcription factors involved in the regulation of haematopoiesis. Among these genes, 22 were significantly down regulated in primary PLZF/RARA APL cells. In addition, repressed PLZF/RARA target genes were associated with increased levels of H3K27me3 and decreased levels of H3K9K14ac. Finally, sequence analysis of PLZF/RARA bound sequences reveals the presence of both consensus and degenerated RAREs as well as enrichment for tissue-specific transcription factor motifs, highlighting the complexity of targeting fusion protein to chromatin. Our study suggests that PLZF/RARA directly targets genes important for haematopoietic development and supports the notion that PLZF/RARA acts mainly as an epigenetic regulator of its direct target genes.


Oncotarget | 2017

Whole genome DNA methylation: beyond genes silencing

Roberto Tirado-Magallanes; Khadija Rebbani; Ricky Lim; Sriharsa Pradhan; Touati Benoukraf

The combination of DNA bisulfite treatment with high-throughput sequencing technologies has enabled investigation of genome-wide DNA methylation at near base pair level resolution, far beyond that of the kilobase-long canonical CpG islands that initially revealed the biological relevance of this covalent DNA modification. The latest high-resolution studies have revealed a role for very punctual DNA methylation in chromatin plasticity, gene regulation and splicing. Here, we aim to outline the major biological consequences of DNA methylation recently discovered. We also discuss the necessity of tuning DNA methylation resolution into an adequate scale to ease the integration of the methylome information with other chromatin features and transcription events such as gene expression, nucleosome positioning, transcription factors binding dynamic, gene splicing and genomic imprinting. Finally, our review sheds light on DNA methylation heterogeneity in cell population and the different approaches used for its assessment, including the contribution of single cell DNA analysis technology.


Blood | 2013

C/EBPα is required for development of dendritic cell progenitors

Robert S. Welner; D. Bararia; Giovanni Amabile; Akos Czibere; Touati Benoukraf; Christian Bach; K. D. S. A. Wansa; Min Ye; Hong Zhang; Tadafumi Iino; Christopher J. Hetherington; Koichi Akashi; Daniel G. Tenen

Dendritic cells (DCs) are master regulators of the immune system, but molecular regulation of early DC differentiation has been poorly understood. Here, we report that the transcription factor C/EBPα coordinates the development of progenitor cells required for production of multiple categories of DCs. C/EBPα was needed for differentiation from stem/progenitor cells to common DC progenitors (CDPs), but not for transition of CDP to mature DCs. C/EBPα deletion in mature DCs did not affect their numbers or function, suggesting that this transcription factor is not needed for maintenance of DCs in lymphoid tissues. ChIP-seq and microarrays were used to identify candidate genes regulated by C/EBPα and required for DC formation. Genes previously shown to be critical for DC formation were bound by C/EBPα, and their expression was decreased in the earliest hematopoietic compartments in the absence of C/EBPα. These data indicate that C/EBPα is important for the earliest stages of steady-state DC differentiation.

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Richie Soong

National University of Singapore

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Polina Zjablovskaja

Academy of Sciences of the Czech Republic

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Henry Yang

National University of Singapore

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Mengchu Wu

National University of Singapore

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Stephanie Sian

National University of Singapore

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Martin Balastik

Beth Israel Deaconess Medical Center

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Pierre Ferrier

Aix-Marseille University

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