Literature DB >> 35047813

InterTADs: integration of multi-omics data on topologically associated domains, application to chronic lymphocytic leukemia.

Maria Tsagiopoulou, Nikolaos Pechlivanis, Maria Christina Maniou, Fotis Psomopoulos.   

Abstract

The integration of multi-omics data can greatly facilitate the advancement of research in Life Sciences by highlighting new interactions. However, there is currently no widespread procedure for meaningful multi-omics data integration. Here, we present a robust framework, called InterTADs, for integrating multi-omics data derived from the same sample, and considering the chromatin configuration of the genome, i.e. the topologically associating domains (TADs). Following the integration process, statistical analysis highlights the differences between the groups of interest (normal versus cancer cells) relating to (i) independent and (ii) integrated events through TADs. Finally, enrichment analysis using KEGG database, Gene Ontology and transcription factor binding sites and visualization approaches are available. We applied InterTADs to multi-omics datasets from 135 patients with chronic lymphocytic leukemia (CLL) and found that the integration through TADs resulted in a dramatic reduction of heterogeneity compared to individual events. Significant differences for individual events and on TADs level were identified between patients differing in the somatic hypermutation status of the clonotypic immunoglobulin genes, the core biological stratifier in CLL, attesting to the biomedical relevance of InterTADs. In conclusion, our approach suggests a new perspective towards analyzing multi-omics data, by offering reasonable execution time, biological benchmarking and potentially contributing to pattern discovery through TADs.
© The Author(s) 2022. Published by Oxford University Press on behalf of NAR Genomics and Bioinformatics.

Entities:  

Year:  2022        PMID: 35047813      PMCID: PMC8759567          DOI: 10.1093/nargab/lqab121

Source DB:  PubMed          Journal:  NAR Genom Bioinform        ISSN: 2631-9268


  59 in total

1.  Gene ontology: tool for the unification of biology. The Gene Ontology Consortium.

Authors:  M Ashburner; C A Ball; J A Blake; D Botstein; H Butler; J M Cherry; A P Davis; K Dolinski; S S Dwight; J T Eppig; M A Harris; D P Hill; L Issel-Tarver; A Kasarskis; S Lewis; J C Matese; J E Richardson; M Ringwald; G M Rubin; G Sherlock
Journal:  Nat Genet       Date:  2000-05       Impact factor: 38.330

Review 2.  Toward understanding the origin and evolution of cellular organisms.

Authors:  Minoru Kanehisa
Journal:  Protein Sci       Date:  2019-09-09       Impact factor: 6.725

3.  Chronic lymphocytic leukaemia.

Authors:  Thomas J Kipps; Freda K Stevenson; Catherine J Wu; Carlo M Croce; Graham Packham; William G Wierda; Susan O'Brien; John Gribben; Kanti Rai
Journal:  Nat Rev Dis Primers       Date:  2017-02-09       Impact factor: 52.329

Review 4.  Library construction for next-generation sequencing: overviews and challenges.

Authors:  Steven R Head; H Kiyomi Komori; Sarah A LaMere; Thomas Whisenant; Filip Van Nieuwerburgh; Daniel R Salomon; Phillip Ordoukhanian
Journal:  Biotechniques       Date:  2014-02-01       Impact factor: 1.993

5.  Minfi: a flexible and comprehensive Bioconductor package for the analysis of Infinium DNA methylation microarrays.

Authors:  Martin J Aryee; Andrew E Jaffe; Hector Corrada-Bravo; Christine Ladd-Acosta; Andrew P Feinberg; Kasper D Hansen; Rafael A Irizarry
Journal:  Bioinformatics       Date:  2014-01-28       Impact factor: 6.937

6.  Integrated epigenomic and transcriptomic analysis reveals TP63 as a novel player in clinically aggressive chronic lymphocytic leukemia.

Authors:  Nikos Papakonstantinou; Stavroula Ntoufa; Maria Tsagiopoulou; Theodoros Moysiadis; Sujata Bhoi; Andigoni Malousi; Fotis Psomopoulos; Larry Mansouri; Stamatia Laidou; Despoina Papazoglou; Maria Gounari; Konstantinos Pasentsis; Karla Plevova; Venera Kuci-Emruli; Marti Duran-Ferrer; Zadie Davis; Sara Ek; Davide Rossi; Gianluca Gaidano; Matthias Ritgen; David Oscier; Niki Stavroyianni; Sarka Pospisilova; Frederic Davi; Paolo Ghia; Anastasia Hadzidimitriou; Chrysoula Belessi; Jose I Martin-Subero; Christiane Pott; Richard Rosenquist; Kostas Stamatopoulos
Journal:  Int J Cancer       Date:  2019-01-15       Impact factor: 7.396

Review 7.  B cell chronic lymphocytic leukemia: lessons learned from studies of the B cell antigen receptor.

Authors:  Nicholas Chiorazzi; Manlio Ferrarini
Journal:  Annu Rev Immunol       Date:  2001-12-19       Impact factor: 28.527

8.  The sequence of the human genome.

Authors:  J C Venter; M D Adams; E W Myers; P W Li; R J Mural; G G Sutton; H O Smith; M Yandell; C A Evans; R A Holt; J D Gocayne; P Amanatides; R M Ballew; D H Huson; J R Wortman; Q Zhang; C D Kodira; X H Zheng; L Chen; M Skupski; G Subramanian; P D Thomas; J Zhang; G L Gabor Miklos; C Nelson; S Broder; A G Clark; J Nadeau; V A McKusick; N Zinder; A J Levine; R J Roberts; M Simon; C Slayman; M Hunkapiller; R Bolanos; A Delcher; I Dew; D Fasulo; M Flanigan; L Florea; A Halpern; S Hannenhalli; S Kravitz; S Levy; C Mobarry; K Reinert; K Remington; J Abu-Threideh; E Beasley; K Biddick; V Bonazzi; R Brandon; M Cargill; I Chandramouliswaran; R Charlab; K Chaturvedi; Z Deng; V Di Francesco; P Dunn; K Eilbeck; C Evangelista; A E Gabrielian; W Gan; W Ge; F Gong; Z Gu; P Guan; T J Heiman; M E Higgins; R R Ji; Z Ke; K A Ketchum; Z Lai; Y Lei; Z Li; J Li; Y Liang; X Lin; F Lu; G V Merkulov; N Milshina; H M Moore; A K Naik; V A Narayan; B Neelam; D Nusskern; D B Rusch; S Salzberg; W Shao; B Shue; J Sun; Z Wang; A Wang; X Wang; J Wang; M Wei; R Wides; C Xiao; C Yan; A Yao; J Ye; M Zhan; W Zhang; H Zhang; Q Zhao; L Zheng; F Zhong; W Zhong; S Zhu; S Zhao; D Gilbert; S Baumhueter; G Spier; C Carter; A Cravchik; T Woodage; F Ali; H An; A Awe; D Baldwin; H Baden; M Barnstead; I Barrow; K Beeson; D Busam; A Carver; A Center; M L Cheng; L Curry; S Danaher; L Davenport; R Desilets; S Dietz; K Dodson; L Doup; S Ferriera; N Garg; A Gluecksmann; B Hart; J Haynes; C Haynes; C Heiner; S Hladun; D Hostin; J Houck; T Howland; C Ibegwam; J Johnson; F Kalush; L Kline; S Koduru; A Love; F Mann; D May; S McCawley; T McIntosh; I McMullen; M Moy; L Moy; B Murphy; K Nelson; C Pfannkoch; E Pratts; V Puri; H Qureshi; M Reardon; R Rodriguez; Y H Rogers; D Romblad; B Ruhfel; R Scott; C Sitter; M Smallwood; E Stewart; R Strong; E Suh; R Thomas; N N Tint; S Tse; C Vech; G Wang; J Wetter; S Williams; M Williams; S Windsor; E Winn-Deen; K Wolfe; J Zaveri; K Zaveri; J F Abril; R Guigó; M J Campbell; K V Sjolander; B Karlak; A Kejariwal; H Mi; B Lazareva; T Hatton; A Narechania; K Diemer; A Muruganujan; N Guo; S Sato; V Bafna; S Istrail; R Lippert; R Schwartz; B Walenz; S Yooseph; D Allen; A Basu; J Baxendale; L Blick; M Caminha; J Carnes-Stine; P Caulk; Y H Chiang; M Coyne; C Dahlke; A Deslattes Mays; M Dombroski; M Donnelly; D Ely; S Esparham; C Fosler; H Gire; S Glanowski; K Glasser; A Glodek; M Gorokhov; K Graham; B Gropman; M Harris; J Heil; S Henderson; J Hoover; D Jennings; C Jordan; J Jordan; J Kasha; L Kagan; C Kraft; A Levitsky; M Lewis; X Liu; J Lopez; D Ma; W Majoros; J McDaniel; S Murphy; M Newman; T Nguyen; N Nguyen; M Nodell; S Pan; J Peck; M Peterson; W Rowe; R Sanders; J Scott; M Simpson; T Smith; A Sprague; T Stockwell; R Turner; E Venter; M Wang; M Wen; D Wu; M Wu; A Xia; A Zandieh; X Zhu
Journal:  Science       Date:  2001-02-16       Impact factor: 47.728

9.  A framework for variation discovery and genotyping using next-generation DNA sequencing data.

Authors:  Mark A DePristo; Eric Banks; Ryan Poplin; Kiran V Garimella; Jared R Maguire; Christopher Hartl; Anthony A Philippakis; Guillermo del Angel; Manuel A Rivas; Matt Hanna; Aaron McKenna; Tim J Fennell; Andrew M Kernytsky; Andrey Y Sivachenko; Kristian Cibulskis; Stacey B Gabriel; David Altshuler; Mark J Daly
Journal:  Nat Genet       Date:  2011-04-10       Impact factor: 38.330

10.  Model-based analysis of ChIP-Seq (MACS).

Authors:  Yong Zhang; Tao Liu; Clifford A Meyer; Jérôme Eeckhoute; David S Johnson; Bradley E Bernstein; Chad Nusbaum; Richard M Myers; Myles Brown; Wei Li; X Shirley Liu
Journal:  Genome Biol       Date:  2008-09-17       Impact factor: 13.583

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.