Single-cell chromatin accessibility identifies pancreatic islet cell type- and state-specific regulatory programs of diabetes risk

被引:98
作者
Chiou, Joshua [1 ]
Zeng, Chun [2 ,3 ]
Cheng, Zhang [4 ]
Han, Jee Yun [4 ]
Schlichting, Michael [2 ,3 ]
Miller, Michael [4 ]
Mendez, Robert [4 ]
Huang, Serina [2 ]
Wang, Jinzhao [2 ,3 ]
Sui, Yinghui [2 ,3 ]
Deogaygay, Allison [2 ]
Okino, Mei-Lin [2 ]
Qiu, Yunjiang [3 ]
Sun, Ying [2 ]
Kudtarkar, Parul [2 ]
Fang, Rongxin [3 ]
Preissl, Sebastian [4 ]
Sander, Maike [2 ,5 ]
Gorkin, David U. [3 ,4 ,6 ]
Gaulton, Kyle J. [2 ,5 ]
机构
[1] Univ Calif San Diego, Biomed Grad Studies Program, San Diego, CA 92103 USA
[2] Univ Calif San Diego, Dept Pediat, Pediat Diabet Res Ctr, San Diego, CA 92103 USA
[3] Univ Calif San Diego, Dept Cellular & Mol Med, San Diego, CA 92103 USA
[4] Univ Calif San Diego, Ctr Epigen, San Diego, CA 92103 USA
[5] Univ Calif San Diego, Inst Genom Med, San Diego, CA 92103 USA
[6] Emory Univ, Dept Biol, Atlanta, GA 30322 USA
关键词
D O I
10.1038/s41588-021-00823-0
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Single-nucleus assay for transposase-accessible chromatin using sequencing (snATAC-seq) creates new opportunities to dissect cell type-specific mechanisms of complex diseases. Since pancreatic islets are central to type 2 diabetes (T2D), we profiled 15,298 islet cells by using combinatorial barcoding snATAC-seq and identified 12 clusters, including multiple alpha, beta and delta cell states. We cataloged 228,873 accessible chromatin sites and identified transcription factors underlying lineage- and state-specific regulation. We observed state-specific enrichment of fasting glucose and T2D genome-wide association studies for beta cells and enrichment for other endocrine cell types. At T2D signals localized to islet-accessible chromatin, we prioritized variants with predicted regulatory function and co-accessibility with target genes. A causal T2D variant rs231361 at the KCNQ1 locus had predicted effects on a beta cell enhancer co-accessible with INS and genome editing in embryonic stem cell-derived beta cells affected INS levels. Together our findings demonstrate the power of single-cell epigenomics for interpreting complex disease genetics. Single-cell ATAC-seq analysis of human pancreatic islet cells identifies different cell clusters and transcription factors that underlie lineage- and state-specific regulation and helps prioritize type 2 diabetes risk variants.
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页码:455 / +
页数:29
相关论文
共 102 条
[1]   Integration of ATAC-seq and RNA-seq identifies human alpha cell and beta cell signature genes [J].
Ackermann, Amanda M. ;
Wang, Zhiping ;
Schug, Jonathan ;
Naji, Ali ;
Kaestner, Klaus H. .
MOLECULAR METABOLISM, 2016, 5 (03) :233-244
[2]   The ENCODE Blacklist: Identification of Problematic Regions of the Genome [J].
Amemiya, Haley M. ;
Kundaje, Anshul ;
Boyle, Alan P. .
SCIENTIFIC REPORTS, 2019, 9 (1)
[3]   A Chromatin Basis for Cell Lineage and Disease Risk in the Human Pancreas [J].
Arda, H. Efsun ;
Tsai, Jennifer ;
Rosli, Yenny R. ;
Giresi, Paul ;
Bottino, Rita ;
Greenleaf, William J. ;
Chang, Howard Y. ;
Kim, Seung K. .
CELL SYSTEMS, 2018, 7 (03) :310-+
[4]   Beta cell heterogeneity: an evolving concept [J].
Avrahami, Dana ;
Klochendler, Agnes ;
Dor, Yuval ;
Glaser, Benjamin .
DIABETOLOGIA, 2017, 60 (08) :1363-1369
[5]  
Aylward Anthony, 2018, Hum Mol Genet, DOI 10.1093/hmg/ddy314
[6]   Identification of proliferative and mature β-cells in the islets of Langerhans [J].
Bader, Erik ;
Migliorini, Adriana ;
Gegg, Moritz ;
Moruzzi, Noah ;
Gerdes, Jantje ;
Roscioni, Sara S. ;
Bakhti, Mostafa ;
Brandl, Elisabeth ;
Irmler, Martin ;
Beckers, Johannes ;
Aichler, Michaela ;
Feuchtinger, Annette ;
Leitzinger, Christin ;
Zischka, Hans ;
Wang-Sattler, Rui ;
Jastroch, Martin ;
Tschoep, Matthias ;
Machicao, Fausto ;
Staiger, Harald ;
Haering, Hans-Ulrich ;
Chmelova, Helena ;
Chouinard, Julie A. ;
Oskolkov, Nikolay ;
Korsgren, Olle ;
Speier, Stephan ;
Lickert, Heiko .
NATURE, 2016, 535 (7612) :430-+
[7]   MEME SUITE: tools for motif discovery and searching [J].
Bailey, Timothy L. ;
Boden, Mikael ;
Buske, Fabian A. ;
Frith, Martin ;
Grant, Charles E. ;
Clementi, Luca ;
Ren, Jingyuan ;
Li, Wilfred W. ;
Noble, William S. .
NUCLEIC ACIDS RESEARCH, 2009, 37 :W202-W208
[8]   A Single-Cell Transcriptomic Map of the Human and Mouse Pancreas Reveals Inter- and Intra-cell Population Structure [J].
Baron, Maayan ;
Veres, Adrian ;
Wolock, Samuel L. ;
Faust, Aubrey L. ;
Gaujoux, Renaud ;
Vetere, Amedeo ;
Ryu, Jennifer Hyoje ;
Wagner, Bridget K. ;
Shen-Orr, Shai S. ;
Klein, Allon M. ;
Melton, Douglas A. ;
Yanai, Itai .
CELL SYSTEMS, 2016, 3 (04) :346-+
[9]   Genetic association analyses implicate aberrant regulation of innate and adaptive immunity genes in the pathogenesis of systemic lupus erythematosus [J].
Bentham, James ;
Morris, David L. ;
Graham, Deborah S. Cunninghame ;
Pinder, Christopher L. ;
Tombleson, Philip ;
Behrens, Timothy W. ;
Martin, Javier ;
Fairfax, Benjamin P. ;
Knight, Julian C. ;
Chen, Lingyan ;
Replogle, Joseph ;
Syvanen, Ann-Christine ;
Ronnblom, Lars ;
Graham, Robert R. ;
Wither, Joan E. ;
Rioux, John D. ;
Alarcon-Riquelme, Marta E. ;
Vyse, Timothy J. .
NATURE GENETICS, 2015, 47 (12) :1457-+
[10]   Single-cell chromatin accessibility reveals principles of regulatory variation [J].
Buenostro, Jason D. ;
Wu, Beijing ;
Litzenburger, Ulrike M. ;
Ruff, Dave ;
Gonzales, Michael L. ;
Snyder, Michael P. ;
Chang, Howard Y. ;
Greenleaf, William J. .
NATURE, 2015, 523 (7561) :486-U264