Avik Datta
European Bioinformatics Institute
Network
Latest external collaboration on country level. Dive into details by clicking on the dots.
Publication
Featured researches published by Avik Datta.
Nature Genetics | 2015
Marta Kulis; Angelika Merkel; Simon Heath; Ana C. Queirós; Ronald Schuyler; Giancarlo Castellano; Renée Beekman; Emanuele Raineri; Anna Esteve; Guillem Clot; Néria Verdaguer-Dot; Martí Duran-Ferrer; Nuria Russiñol; Roser Vilarrasa-Blasi; Simone Ecker; Vera Pancaldi; Daniel Rico; Lidia Agueda; Julie Blanc; David C. Richardson; Laura Clarke; Avik Datta; Marien Pascual; Xabier Agirre; Felipe Prosper; Diego Alignani; Bruno Paiva; Gersende Caron; Thierry Fest; Marcus O. Muench
We analyzed the DNA methylome of ten subpopulations spanning the entire B cell differentiation program by whole-genome bisulfite sequencing and high-density microarrays. We observed that non-CpG methylation disappeared upon B cell commitment, whereas CpG methylation changed extensively during B cell maturation, showing an accumulative pattern and affecting around 30% of all measured CpG sites. Early differentiation stages mainly displayed enhancer demethylation, which was associated with upregulation of key B cell transcription factors and affected multiple genes involved in B cell biology. Late differentiation stages, in contrast, showed extensive demethylation of heterochromatin and methylation gain at Polycomb-repressed areas, and genes with apparent functional impact in B cells were not affected. This signature, which has previously been linked to aging and cancer, was particularly widespread in mature cells with an extended lifespan. Comparing B cell neoplasms with their normal counterparts, we determined that they frequently acquire methylation changes in regions already undergoing dynamic methylation during normal B cell differentiation.
Cell | 2016
Lu Chen; Bing Ge; Francesco Paolo Casale; Louella Vasquez; Tony Kwan; Diego Garrido-Martín; Stephen Watt; Ying Yan; Kousik Kundu; Simone Ecker; Avik Datta; David C. Richardson; Frances Burden; Daniel Mead; Alice L. Mann; José María Fernández; Sophia Rowlston; Steven P. Wilder; Samantha Farrow; Xiaojian Shao; John J. Lambourne; Adriana Redensek; Cornelis A. Albers; Vyacheslav Amstislavskiy; Sofie Ashford; Kim Berentsen; Lorenzo Bomba; Guillaume Bourque; David Bujold; Stephan Busche
Summary Characterizing the multifaceted contribution of genetic and epigenetic factors to disease phenotypes is a major challenge in human genetics and medicine. We carried out high-resolution genetic, epigenetic, and transcriptomic profiling in three major human immune cell types (CD14+ monocytes, CD16+ neutrophils, and naive CD4+ T cells) from up to 197 individuals. We assess, quantitatively, the relative contribution of cis-genetic and epigenetic factors to transcription and evaluate their impact as potential sources of confounding in epigenome-wide association studies. Further, we characterize highly coordinated genetic effects on gene expression, methylation, and histone variation through quantitative trait locus (QTL) mapping and allele-specific (AS) analyses. Finally, we demonstrate colocalization of molecular trait QTLs at 345 unique immune disease loci. This expansive, high-resolution atlas of multi-omics changes yields insights into cell-type-specific correlation between diverse genomic inputs, more generalizable correlations between these inputs, and defines molecular events that may underpin complex disease risk.
Nature Communications | 2016
Dirk S. Paul; Andrew E. Teschendorff; Mary A N Dang; Robert Lowe; Mohammed I. Hawa; Simone Ecker; Huriya Beyan; Stephanie Cunningham; Alexandra R. Fouts; Anita Ramelius; Frances Burden; Samantha Farrow; Sophia Rowlston; Karola Rehnström; Mattia Frontini; Kate Downes; Stephan Busche; Warren Cheung; Bing Ge; Marie Michelle Simon; David Bujold; Tony Kwan; Guillaume Bourque; Avik Datta; Ernesto Lowy; Laura Clarke; Paul Flicek; Emanuele Libertini; Simon Heath; Marta Gut
The incidence of type 1 diabetes (T1D) has substantially increased over the past decade, suggesting a role for non-genetic factors such as epigenetic mechanisms in disease development. Here we present an epigenome-wide association study across 406,365 CpGs in 52 monozygotic twin pairs discordant for T1D in three immune effector cell types. We observe a substantial enrichment of differentially variable CpG positions (DVPs) in T1D twins when compared with their healthy co-twins and when compared with healthy, unrelated individuals. These T1D-associated DVPs are found to be temporally stable and enriched at gene regulatory elements. Integration with cell type-specific gene regulatory circuits highlight pathways involved in immune cell metabolism and the cell cycle, including mTOR signalling. Evidence from cord blood of newborns who progress to overt T1D suggests that the DVPs likely emerge after birth. Our findings, based on 772 methylomes, implicate epigenetic changes that could contribute to disease pathogenesis in T1D.
Cell Reports | 2016
Ronald Schuyler; Angelika Merkel; Emanuele Raineri; Lucia Altucci; Edo Vellenga; Joost H.A. Martens; Farzin Pourfarzad; Taco W. Kuijpers; Frances Burden; Samantha Farrow; Kate Downes; Willem H. Ouwehand; Laura Clarke; Avik Datta; Ernesto Lowy; Paul Flicek; Mattia Frontini; Hendrik G. Stunnenberg; José I. Martín-Subero; Ivo Gut; Simon Heath
Summary DNA methylation and the localization and post-translational modification of nucleosomes are interdependent factors that contribute to the generation of distinct phenotypes from genetically identical cells. With 112 whole-genome bisulfite sequencing datasets from the BLUEPRINT Epigenome Project, we analyzed the global development of DNA methylation patterns during lineage commitment and maturation of a range of immune system effector cells and the cancers that arise from them. We show clear trends in methylation patterns that are distinct in the innate and adaptive arms of the human immune system, both globally and in relation to consistently positioned nucleosomes. Most notable are a progressive loss of methylation in developing lymphocytes and the consistent occurrence of non-CG methylation in specific cell types. Cancer samples from the two lineages are further polarized, suggesting the involvement of distinct lineage-specific epigenetic mechanisms. We anticipate broad utility for this resource as a basis for further comparative epigenetic analyses.
Genome Biology | 2017
Warren Cheung; Xiaojian Shao; Andréanne Morin; Valérie Siroux; Tony Kwan; Bing Ge; Dylan Aïssi; Lu Chen; Louella Vasquez; Fiona Allum; Frédéric Guénard; Emmanuelle Bouzigon; Marie-Michelle Simon; Elodie Boulier; Adriana Redensek; Stephen Watt; Avik Datta; Laura Clarke; Paul Flicek; Daniel Mead; Dirk S. Paul; Stephan Beck; Guillaume Bourque; Mark Lathrop; André Tchernof; Marie-Claude Vohl; Florence Demenais; Isabelle Pin; Kate Downes; Hendrick G. Stunnenberg
BackgroundThe functional impact of genetic variation has been extensively surveyed, revealing that genetic changes correlated to phenotypes lie mostly in non-coding genomic regions. Studies have linked allele-specific genetic changes to gene expression, DNA methylation, and histone marks but these investigations have only been carried out in a limited set of samples.ResultsWe describe a large-scale coordinated study of allelic and non-allelic effects on DNA methylation, histone mark deposition, and gene expression, detecting the interrelations between epigenetic and functional features at unprecedented resolution. We use information from whole genome and targeted bisulfite sequencing from 910 samples to perform genotype-dependent analyses of allele-specific methylation (ASM) and non-allelic methylation (mQTL). In addition, we introduce a novel genotype-independent test to detect methylation imbalance between chromosomes. Of the ~2.2 million CpGs tested for ASM, mQTL, and genotype-independent effects, we identify ~32% as being genetically regulated (ASM or mQTL) and ~14% as being putatively epigenetically regulated. We also show that epigenetically driven effects are strongly enriched in repressed regions and near transcription start sites, whereas the genetically regulated CpGs are enriched in enhancers. Known imprinted regions are enriched among epigenetically regulated loci, but we also observe several novel genomic regions (e.g., HOX genes) as being epigenetically regulated. Finally, we use our ASM datasets for functional interpretation of disease-associated loci and show the advantage of utilizing naïve T cells for understanding autoimmune diseases.ConclusionsOur rich catalogue of haploid methylomes across multiple tissues will allow validation of epigenome association studies and exploration of new biological models for allelic exclusion in the human genome.
Nature Medicine | 2018
Renée Beekman; Vicente Chapaprieta; Nuria Russiñol; Roser Vilarrasa-Blasi; Núria Verdaguer-Dot; Joost H.A. Martens; Martí Duran-Ferrer; Marta Kulis; François Serra; Biola M. Javierre; Steven W. Wingett; Guillem Clot; Ana C. Queirós; Giancarlo Castellano; Julie Blanc; Marta Gut; Angelika Merkel; Simon Heath; Anna Vlasova; Sebastian Ullrich; Emilio Palumbo; Anna Enjuanes; David Martín-García; Sílvia Beà; Magda Pinyol; Marta Aymerich; Romina Royo; Montserrat Puiggròs; David Torrents; Avik Datta
Chronic lymphocytic leukemia (CLL) is a frequent hematological neoplasm in which underlying epigenetic alterations are only partially understood. Here, we analyze the reference epigenome of seven primary CLLs and the regulatory chromatin landscape of 107 primary cases in the context of normal B cell differentiation. We identify that the CLL chromatin landscape is largely influenced by distinct dynamics during normal B cell maturation. Beyond this, we define extensive catalogues of regulatory elements de novo reprogrammed in CLL as a whole and in its major clinico-biological subtypes classified by IGHV somatic hypermutation levels. We uncover that IGHV-unmutated CLLs harbor more active and open chromatin than IGHV-mutated cases. Furthermore, we show that de novo active regions in CLL are enriched for NFAT, FOX and TCF/LEF transcription factor family binding sites. Although most genetic alterations are not associated with consistent epigenetic profiles, CLLs with MYD88 mutations and trisomy 12 show distinct chromatin configurations. Furthermore, we observe that non-coding mutations in IGHV-mutated CLLs are enriched in H3K27ac-associated regulatory elements outside accessible chromatin. Overall, this study provides an integrative portrait of the CLL epigenome, identifies extensive networks of altered regulatory elements and sheds light on the relationship between the genetic and epigenetic architecture of the disease.An integrated resource of (epi)genomic features in annotated chronic lymphocytic leukemia (CLL) primary samples uncovers subgroup-specific regulatory alterations associated with clinical behavior.
bioRxiv | 2018
Luigi Grassi; Farzin Pourfarzad; Sebastian Ullrich; Angelika Merkel; Felipe Were; Enrique Carrillo de Santa Pau; Guoqiang Yi; Ida H. Hiemstra; Anton Tool; Erik Mul; Juliane Perner; Eva M. Janssen-Megens; Kim Berentsen; Hinri Kerstens; Ehsan Habibi; Marta Gut; Marie-Laure Yaspo; Matthias Linser; Ernesto Lowy; Avik Datta; Laura Clarke; Paul Flicek; Martin Vingron; Dirk Roos; Timo K. van den Berg; Simon Heath; Daniel Rico; Mattia Frontini; Myrto Kostadima; Ivo Gut
Neutrophils are short-lived blood cells that play a critical role in host defense against infections. To better comprehend neutrophil functions and their regulation, we provide a complete epigenetic and functional overview of their differentiation stages from bone marrow-residing progenitors to mature circulating cells. Integration of epigenetic and transcriptome dynamics reveals an enforced regulation of differentiation, through cellular functions such as: release of proteases, respiratory burst, cell cycle regulation and apoptosis. We observe an early establishment of the cytotoxic capability, whilst the signaling components that activate antimicrobial mechanisms are transcribed at later stages, outside the bone marrow, thus preventing toxic effects in the bone marrow niche. Altogether, these data reveal how the developmental dynamics of the epigenetic landscape orchestrate the daily production of large number of neutrophils required for innate host defense and provide a comprehensive overview of the epigenomes of differentiating human neutrophils. Key points Dynamic acetylation enforces human neutrophil progenitor differentiation. Neutrophils cytotoxic capability is established early at the (pro)myelocyte stage. Coordinated signaling component expression prevents unwanted toxic effects to the bone marrow niche.
Cell Reports | 2018
Luigi Grassi; Farzin Pourfarzad; Sebastian Ullrich; Angelika Merkel; Felipe Were; Enrique Carrillo-de-Santa-Pau; Guoqiang Yi; Ida H. Hiemstra; Anton Tool; Erik Mul; Juliane Perner; Eva M. Janssen-Megens; Kim Berentsen; Hinri Kerstens; Ehsan Habibi; Marta Gut; Marie-Laure Yaspo; Matthias Linser; Ernesto Lowy; Avik Datta; Laura Clarke; Paul Flicek; Martin Vingron; Dirk Roos; Timo K. van den Berg; Simon Heath; Daniel Rico; Mattia Frontini; Myrto Kostadima; Ivo Gut
Summary Neutrophils are short-lived blood cells that play a critical role in host defense against infections. To better comprehend neutrophil functions and their regulation, we provide a complete epigenetic overview, assessing important functional features of their differentiation stages from bone marrow-residing progenitors to mature circulating cells. Integration of chromatin modifications, methylation, and transcriptome dynamics reveals an enforced regulation of differentiation, for cellular functions such as release of proteases, respiratory burst, cell cycle regulation, and apoptosis. We observe an early establishment of the cytotoxic capability, while the signaling components that activate these antimicrobial mechanisms are transcribed at later stages, outside the bone marrow, thus preventing toxic effects in the bone marrow niche. Altogether, these data reveal how the developmental dynamics of the chromatin landscape orchestrate the daily production of a large number of neutrophils required for innate host defense and provide a comprehensive overview of differentiating human neutrophils.
Cancer Cell | 2016
Ana C. Queirós; Renée Beekman; Roser Vilarrasa-Blasi; Martí Duran-Ferrer; Guillem Clot; Angelika Merkel; Emanuele Raineri; Nuria Russiñol; Giancarlo Castellano; Sílvia Beà; Alba Navarro; Marta Kulis; Núria Verdaguer-Dot; Pedro Jares; Anna Enjuanes; María José Calasanz; Anke K. Bergmann; Inga Vater; Itziar Salaverria; Harmen J.G. van de Werken; Wyndham H. Wilson; Avik Datta; Paul Flicek; Romina Royo; Joost H.A. Martens; Eva Giné; Armando López-Guillermo; Hendrik G. Stunnenberg; Wolfram Klapper; Christiane Pott
Blood | 2016
Roser Vilarrasa-Blasi; Ana C. Queirós; Renée Beekman; Nuria Russiñol; Giancarlo Castellano; Julie Blanc; François Serra; Sílvia Beà; Marta Kulis; Núria Verdaguer-Dot; Anna Enjuanes; Anke K. Bergmann; Itziar Salaverria; Harmen J.G. van de Werken; Avik Datta; Paul Flicek; Joost H.A. Martens; Hendrik G. Stunnenberg; Marta Gut; Marc A. Marti-Renom; Ivo Gut; Reiner Siebert; Elias Campo; José I. Martín-Subero