Literature DB >> 32431014

Identification of genomic enhancers through spatial integration of single-cell transcriptomics and epigenomics.

Carmen Bravo González-Blas1,2, Xiao-Jiang Quan1,2, Ramon Duran-Romaña1, Ibrahim Ihsan Taskiran1,2, Duygu Koldere1,2, Kristofer Davie1, Valerie Christiaens1,2, Samira Makhzami1,2, Gert Hulselmans1,2, Maxime de Waegeneer1,2, David Mauduit1,2, Suresh Poovathingal1, Sara Aibar1,2, Stein Aerts1,2.   

Abstract

Single-cell technologies allow measuring chromatin accessibility and gene expression in each cell, but jointly utilizing both layers to map bona fide gene regulatory networks and enhancers remains challenging. Here, we generate independent single-cell RNA-seq and single-cell ATAC-seq atlases of the Drosophila eye-antennal disc and spatially integrate the data into a virtual latent space that mimics the organization of the 2D tissue using ScoMAP (Single-Cell Omics Mapping into spatial Axes using Pseudotime ordering). To validate spatially predicted enhancers, we use a large collection of enhancer-reporter lines and identify ~ 85% of enhancers in which chromatin accessibility and enhancer activity are coupled. Next, we infer enhancer-to-gene relationships in the virtual space, finding that genes are mostly regulated by multiple, often redundant, enhancers. Exploiting cell type-specific enhancers, we deconvolute cell type-specific effects of bulk-derived chromatin accessibility QTLs. Finally, we discover that Prospero drives neuronal differentiation through the binding of a GGG motif. In summary, we provide a comprehensive spatial characterization of gene regulation in a 2D tissue.
© 2020 The Authors. Published under the terms of the CC BY 4.0 license.

Entities:  

Keywords:  enhancer detection; eye-antennal disc; gene regulation; single-cell omics; spatial integration

Mesh:

Substances:

Year:  2020        PMID: 32431014      PMCID: PMC7237818          DOI: 10.15252/msb.20209438

Source DB:  PubMed          Journal:  Mol Syst Biol        ISSN: 1744-4292            Impact factor:   11.429


  112 in total

1.  Dual Bar homeo box genes of Drosophila required in two photoreceptor cells, R1 and R6, and primary pigment cells for normal eye development.

Authors:  S Higashijima; T Kojima; T Michiue; S Ishimaru; Y Emori; K Saigo
Journal:  Genes Dev       Date:  1992-01       Impact factor: 11.361

2.  Nerfin-1 is required for early axon guidance decisions in the developing Drosophila CNS.

Authors:  Alexander Kuzin; Thomas Brody; Adrian W Moore; Ward F Odenwald
Journal:  Dev Biol       Date:  2005-01-15       Impact factor: 3.582

Review 3.  Topology of mammalian developmental enhancers and their regulatory landscapes.

Authors:  Wouter de Laat; Denis Duboule
Journal:  Nature       Date:  2013-10-24       Impact factor: 49.962

4.  Visualization and analysis of gene expression in tissue sections by spatial transcriptomics.

Authors:  Patrik L Ståhl; Fredrik Salmén; Sanja Vickovic; Anna Lundmark; José Fernández Navarro; Jens Magnusson; Stefania Giacomello; Michaela Asp; Jakub O Westholm; Mikael Huss; Annelie Mollbrink; Sten Linnarsson; Simone Codeluppi; Åke Borg; Fredrik Pontén; Paul Igor Costea; Pelin Sahlén; Jan Mulder; Olaf Bergmann; Joakim Lundeberg; Jonas Frisén
Journal:  Science       Date:  2016-07-01       Impact factor: 47.728

5.  Cicero Predicts cis-Regulatory DNA Interactions from Single-Cell Chromatin Accessibility Data.

Authors:  Hannah A Pliner; Jonathan S Packer; José L McFaline-Figueroa; Darren A Cusanovich; Riza M Daza; Delasa Aghamirzaie; Sanjay Srivatsan; Xiaojie Qiu; Dana Jackson; Anna Minkina; Andrew C Adey; Frank J Steemers; Jay Shendure; Cole Trapnell
Journal:  Mol Cell       Date:  2018-08-02       Impact factor: 17.970

6.  The GeneMANIA prediction server: biological network integration for gene prioritization and predicting gene function.

Authors:  David Warde-Farley; Sylva L Donaldson; Ovi Comes; Khalid Zuberi; Rashad Badrawi; Pauline Chao; Max Franz; Chris Grouios; Farzana Kazi; Christian Tannus Lopes; Anson Maitland; Sara Mostafavi; Jason Montojo; Quentin Shao; George Wright; Gary D Bader; Quaid Morris
Journal:  Nucleic Acids Res       Date:  2010-07       Impact factor: 16.971

7.  cisTopic: cis-regulatory topic modeling on single-cell ATAC-seq data.

Authors:  Carmen Bravo González-Blas; Liesbeth Minnoye; Dafni Papasokrati; Sara Aibar; Gert Hulselmans; Valerie Christiaens; Kristofer Davie; Jasper Wouters; Stein Aerts
Journal:  Nat Methods       Date:  2019-04-08       Impact factor: 28.547

8.  destiny: diffusion maps for large-scale single-cell data in R.

Authors:  Philipp Angerer; Laleh Haghverdi; Maren Büttner; Fabian J Theis; Carsten Marr; Florian Buettner
Journal:  Bioinformatics       Date:  2015-12-14       Impact factor: 6.937

9.  Quantitative Assessment of Eye Phenotypes for Functional Genetic Studies Using Drosophila melanogaster.

Authors:  Janani Iyer; Qingyu Wang; Thanh Le; Lucilla Pizzo; Sebastian Grönke; Surendra S Ambegaokar; Yuzuru Imai; Ashutosh Srivastava; Beatriz Llamusí Troisí; Graeme Mardon; Ruben Artero; George R Jackson; Adrian M Isaacs; Linda Partridge; Bingwei Lu; Justin P Kumar; Santhosh Girirajan
Journal:  G3 (Bethesda)       Date:  2016-05-03       Impact factor: 3.154

10.  GiniClust: detecting rare cell types from single-cell gene expression data with Gini index.

Authors:  Lan Jiang; Huidong Chen; Luca Pinello; Guo-Cheng Yuan
Journal:  Genome Biol       Date:  2016-07-01       Impact factor: 13.583

View more
  16 in total

1.  The landscape of cell-cell communication through single-cell transcriptomics.

Authors:  Axel A Almet; Zixuan Cang; Suoqin Jin; Qing Nie
Journal:  Curr Opin Syst Biol       Date:  2021-03-26

2.  Temporally dynamic antagonism between transcription and chromatin compaction controls stochastic photoreceptor specification in flies.

Authors:  Lukas Voortman; Caitlin Anderson; Elizabeth Urban; Luorongxin Yuan; Sang Tran; Alexandra Neuhaus-Follini; Josh Derrick; Thomas Gregor; Robert J Johnston
Journal:  Dev Cell       Date:  2022-07-13       Impact factor: 13.417

3.  Analysis of Single-Cell Transcriptome Data in Drosophila.

Authors:  Schayan Yousefian; Maria Jelena Musillo; Josephine Bageritz
Journal:  Methods Mol Biol       Date:  2022

4.  Single-Cell Atlas of the Drosophila Leg Disc Identifies a Long Non-Coding RNA in Late Development.

Authors:  Joyce Tse; Tsz Ho Li; Jizhou Zhang; Alan Chun Kit Lee; Ivy Lee; Zhe Qu; Xiao Lin; Jerome Hui; Ting-Fung Chan
Journal:  Int J Mol Sci       Date:  2022-06-18       Impact factor: 6.208

5.  The GRN concept as a guide for evolutionary developmental biology.

Authors:  Charles Feigin; Sha Li; Jorge Moreno; Ricardo Mallarino
Journal:  J Exp Zool B Mol Dev Evol       Date:  2022-03-28       Impact factor: 2.368

6.  Decoding gene regulation in the fly brain.

Authors:  Jasper Janssens; Sara Aibar; Ibrahim Ihsan Taskiran; Joy N Ismail; Alicia Estacio Gomez; Gabriel Aughey; Katina I Spanier; Florian V De Rop; Carmen Bravo González-Blas; Marc Dionne; Krista Grimes; Xiao Jiang Quan; Dafni Papasokrati; Gert Hulselmans; Samira Makhzami; Maxime De Waegeneer; Valerie Christiaens; Tony Southall; Stein Aerts
Journal:  Nature       Date:  2022-01-05       Impact factor: 69.504

Review 7.  Computational principles and challenges in single-cell data integration.

Authors:  Ricard Argelaguet; Anna S E Cuomo; Oliver Stegle; John C Marioni
Journal:  Nat Biotechnol       Date:  2021-05-03       Impact factor: 54.908

Review 8.  Interplay between sex determination cascade and major signaling pathways during Drosophila eye development: Perspectives for future research.

Authors:  Svetlana Surkova; Jessica Görne; Sergey Nuzhdin; Maria Samsonova
Journal:  Dev Biol       Date:  2021-03-18       Impact factor: 3.148

9.  Cell-type-specific Hox regulatory strategies orchestrate tissue identity.

Authors:  Ryan Loker; Jordyn E Sanner; Richard S Mann
Journal:  Curr Biol       Date:  2021-08-05       Impact factor: 10.900

Review 10.  From whole-mount to single-cell spatial assessment of gene expression in 3D.

Authors:  Lisa N Waylen; Hieu T Nim; Luciano G Martelotto; Mirana Ramialison
Journal:  Commun Biol       Date:  2020-10-23
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.