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

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 atlase...

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Main Authors: Carmen Bravo González‐Blas, Xiao‐Jiang Quan, Ramon Duran‐Romaña, Ibrahim Ihsan Taskiran, Duygu Koldere, Kristofer Davie, Valerie Christiaens, Samira Makhzami, Gert Hulselmans, Maxime deWaegeneer, David Mauduit, Suresh Poovathingal, Sara Aibar, Stein Aerts
Format: Article
Language:English
Published: Wiley 2020-05-01
Series:Molecular Systems Biology
Subjects:
Online Access:https://doi.org/10.15252/msb.20209438
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spelling doaj-32070ef12bcb4df19d0631375f7ed3e52021-08-02T12:00:58ZengWileyMolecular Systems Biology1744-42922020-05-01165n/an/a10.15252/msb.20209438Identification of genomic enhancers through spatial integration of single‐cell transcriptomics and epigenomicsCarmen Bravo González‐Blas0Xiao‐Jiang Quan1Ramon Duran‐Romaña2Ibrahim Ihsan Taskiran3Duygu Koldere4Kristofer Davie5Valerie Christiaens6Samira Makhzami7Gert Hulselmans8Maxime deWaegeneer9David Mauduit10Suresh Poovathingal11Sara Aibar12Stein Aerts13VIB Center for Brain & Disease Research Leuven BelgiumVIB Center for Brain & Disease Research Leuven BelgiumVIB Center for Brain & Disease Research Leuven BelgiumVIB Center for Brain & Disease Research Leuven BelgiumVIB Center for Brain & Disease Research Leuven BelgiumVIB Center for Brain & Disease Research Leuven BelgiumVIB Center for Brain & Disease Research Leuven BelgiumVIB Center for Brain & Disease Research Leuven BelgiumVIB Center for Brain & Disease Research Leuven BelgiumVIB Center for Brain & Disease Research Leuven BelgiumVIB Center for Brain & Disease Research Leuven BelgiumVIB Center for Brain & Disease Research Leuven BelgiumVIB Center for Brain & Disease Research Leuven BelgiumVIB Center for Brain & Disease Research Leuven BelgiumAbstract 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.https://doi.org/10.15252/msb.20209438enhancer detectioneye‐antennal discgene regulationsingle‐cell omicsspatial integration
collection DOAJ
language English
format Article
sources DOAJ
author Carmen Bravo González‐Blas
Xiao‐Jiang Quan
Ramon Duran‐Romaña
Ibrahim Ihsan Taskiran
Duygu Koldere
Kristofer Davie
Valerie Christiaens
Samira Makhzami
Gert Hulselmans
Maxime deWaegeneer
David Mauduit
Suresh Poovathingal
Sara Aibar
Stein Aerts
spellingShingle Carmen Bravo González‐Blas
Xiao‐Jiang Quan
Ramon Duran‐Romaña
Ibrahim Ihsan Taskiran
Duygu Koldere
Kristofer Davie
Valerie Christiaens
Samira Makhzami
Gert Hulselmans
Maxime deWaegeneer
David Mauduit
Suresh Poovathingal
Sara Aibar
Stein Aerts
Identification of genomic enhancers through spatial integration of single‐cell transcriptomics and epigenomics
Molecular Systems Biology
enhancer detection
eye‐antennal disc
gene regulation
single‐cell omics
spatial integration
author_facet Carmen Bravo González‐Blas
Xiao‐Jiang Quan
Ramon Duran‐Romaña
Ibrahim Ihsan Taskiran
Duygu Koldere
Kristofer Davie
Valerie Christiaens
Samira Makhzami
Gert Hulselmans
Maxime deWaegeneer
David Mauduit
Suresh Poovathingal
Sara Aibar
Stein Aerts
author_sort Carmen Bravo González‐Blas
title Identification of genomic enhancers through spatial integration of single‐cell transcriptomics and epigenomics
title_short Identification of genomic enhancers through spatial integration of single‐cell transcriptomics and epigenomics
title_full Identification of genomic enhancers through spatial integration of single‐cell transcriptomics and epigenomics
title_fullStr Identification of genomic enhancers through spatial integration of single‐cell transcriptomics and epigenomics
title_full_unstemmed Identification of genomic enhancers through spatial integration of single‐cell transcriptomics and epigenomics
title_sort identification of genomic enhancers through spatial integration of single‐cell transcriptomics and epigenomics
publisher Wiley
series Molecular Systems Biology
issn 1744-4292
publishDate 2020-05-01
description 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.
topic enhancer detection
eye‐antennal disc
gene regulation
single‐cell omics
spatial integration
url https://doi.org/10.15252/msb.20209438
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