Inferring regulators of cell identity in the human adult pancreas

Author:

Vanheer Lotte1,Fantuzzi Federica2,To San Kit1,Schiavo Andrea2,Van Haele Matthias3,Ostyn Tessa3,Haesen Tine1,Yi Xiaoyan2,Janiszewski Adrian1,Chappell Joel1ORCID,Rihoux Adrien1,Sawatani Toshiaki2ORCID,Roskams Tania3,Pattou Francois456,Kerr-Conte Julie456,Cnop Miriam27ORCID,Pasque Vincent1ORCID

Affiliation:

1. Department of Development and Regeneration; KU Leuven - University of Leuven; Single-cell Omics Institute and Leuven Stem Cell Institute , Herestraat 49, B-3000  Leuven , Belgium

2. ULB Center for Diabetes Research; Université Libre de Bruxelles ; Route de Lennik 808, B-1070 Brussels , Belgium

3. Department of Imaging and Pathology; Translational Cell and Tissue Research, KU Leuven and University Hospitals Leuven ; Herestraat 49, B-3000  Leuven , Belgium

4. University of Lille, Inserm, CHU Lille, Institute Pasteur Lille , U1190-EGID, F-59000  Lille , France

5. European Genomic Institute for Diabetes , F-59000  Lille , France

6. University of Lille , F-59000  Lille , France

7. Division of Endocrinology; Erasmus Hospital, Université Libre de Bruxelles ; Route de Lennik 808, B-1070  Brussels , Belgium

Abstract

Abstract Cellular identity during development is under the control of transcription factors that form gene regulatory networks. However, the transcription factors and gene regulatory networks underlying cellular identity in the human adult pancreas remain largely unexplored. Here, we integrate multiple single-cell RNA-sequencing datasets of the human adult pancreas, totaling 7393 cells, and comprehensively reconstruct gene regulatory networks. We show that a network of 142 transcription factors forms distinct regulatory modules that characterize pancreatic cell types. We present evidence that our approach identifies regulators of cell identity and cell states in the human adult pancreas. We predict that HEYL, BHLHE41 and JUND are active in acinar, beta and alpha cells, respectively, and show that these proteins are present in the human adult pancreas as well as in human induced pluripotent stem cell (hiPSC)-derived islet cells. Using single-cell transcriptomics, we found that JUND represses beta cell genes in hiPSC-alpha cells. BHLHE41 depletion induced apoptosis in primary pancreatic islets. The comprehensive gene regulatory network atlas can be explored interactively online. We anticipate our analysis to be the starting point for a more sophisticated dissection of how transcription factors regulate cell identity and cell states in the human adult pancreas.

Funder

Research Foundation– Flanders

FWO

KU Leuven Research Fund

FWO SB Ph.D. Fellowship

Excellence of Science

Fonds National de la Recherche Scientifique

European Union's Horizon 2020

Innovative Medicines Initiative

Juvenile Diabetes Research Foundation

Human Islet Research Network

KU Leuven Research Fund C1

Publisher

Oxford University Press (OUP)

Subject

Applied Mathematics,Computer Science Applications,Genetics,Molecular Biology,Structural Biology

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