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Butto T, Mungikar K, Baumann P, Winter J, Lutz B, Gerber S. Nuclei on the Rise: When Nuclei-Based Methods Meet Next-Generation Sequencing. Cells 2023; 12:cells12071051. [PMID: 37048124 PMCID: PMC10093037 DOI: 10.3390/cells12071051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 03/22/2023] [Accepted: 03/27/2023] [Indexed: 04/03/2023] Open
Abstract
In the last decade, we have witnessed an upsurge in nuclei-based studies, particularly coupled with next-generation sequencing. Such studies aim at understanding the molecular states that exist in heterogeneous cell populations by applying increasingly more affordable sequencing approaches, in addition to optimized methodologies developed to isolate and select nuclei. Although these powerful new methods promise unprecedented insights, it is important to understand and critically consider the associated challenges. Here, we provide a comprehensive overview of the rise of nuclei-based studies and elaborate on their advantages and disadvantages, with a specific focus on their utility for transcriptomic sequencing analyses. Improved designs and appropriate use of the various experimental strategies will result in acquiring biologically accurate and meaningful information.
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Affiliation(s)
- Tamer Butto
- Institute for Pharmaceutical and Biomedical Sciences, Johannes Gutenberg-University, 55128 Mainz, Germany
- Correspondence: (T.B.); (S.G.); Tel.: +49-(0)6131-39-27331 (S.G.)
| | - Kanak Mungikar
- Institute of Human Genetics, University Medical Center Mainz, 55131 Mainz, Germany
| | - Peter Baumann
- Faculty of Biology, Johannes Gutenberg-University, 55128 Mainz, Germany
- Institute of Molecular Biology (IMB), 55128 Mainz, Germany
| | - Jennifer Winter
- Institute of Human Genetics, University Medical Center Mainz, 55131 Mainz, Germany
- Leibniz Institute for Resilience Research (LIR), 55122 Mainz, Germany
| | - Beat Lutz
- Leibniz Institute for Resilience Research (LIR), 55122 Mainz, Germany
- Institute of Physiological Chemistry, University Medical Center Mainz, 55128 Mainz, Germany
| | - Susanne Gerber
- Institute of Human Genetics, University Medical Center Mainz, 55131 Mainz, Germany
- Correspondence: (T.B.); (S.G.); Tel.: +49-(0)6131-39-27331 (S.G.)
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Loft A, Schmidt SF, Caratti G, Stifel U, Havelund J, Sekar R, Kwon Y, Sulaj A, Chow KK, Alfaro AJ, Schwarzmayr T, Rittig N, Svart M, Tsokanos FF, Maida A, Blutke A, Feuchtinger A, Møller N, Blüher M, Nawroth P, Szendrödi J, Færgeman NJ, Zeigerer A, Tuckermann J, Herzig S. A macrophage-hepatocyte glucocorticoid receptor axis coordinates fasting ketogenesis. Cell Metab 2022; 34:473-486.e9. [PMID: 35120589 DOI: 10.1016/j.cmet.2022.01.004] [Citation(s) in RCA: 29] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Revised: 09/30/2021] [Accepted: 01/11/2022] [Indexed: 12/24/2022]
Abstract
Fasting metabolism and immunity are tightly linked; however, it is largely unknown how immune cells contribute to metabolic homeostasis during fasting in healthy subjects. Here, we combined cell-type-resolved genomics and computational approaches to map crosstalk between hepatocytes and liver macrophages during fasting. We identified the glucocorticoid receptor (GR) as a key driver of fasting-induced reprogramming of the macrophage secretome including fasting-suppressed cytokines and showed that lack of macrophage GR impaired induction of ketogenesis during fasting as well as endotoxemia. Mechanistically, macrophage GR suppressed the expression of tumor necrosis factor (TNF) and promoted nuclear translocation of hepatocyte GR to activate a fat oxidation/ketogenesis-related gene program, cooperatively induced by GR and peroxisome proliferator-activated receptor alpha (PPARα) in hepatocytes. Together, our results demonstrate how resident liver macrophages directly influence ketogenesis in hepatocytes, thereby also outlining a strategy by which the immune system can set the metabolic tone during inflammatory disease and infection.
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Affiliation(s)
- Anne Loft
- Institute for Diabetes and Cancer, Helmholtz Center Munich, Neuherberg 85764, Germany; Joint Heidelberg-IDC Translational Diabetes Program, Internal Medicine, Heidelberg University Hospital, Heidelberg 69120, Germany; Molecular Metabolic Control, Technical University Munich, Munich 80333, Germany; German Center for Diabetes Research, Neuherberg 85764, Germany; Department of Biochemistry and Molecular Biology, University of Southern Denmark (SDU), Odense 5230, Denmark; Center for Functional Genomics and Tissue Plasticity (ATLAS), SDU, Odense 5230, Denmark
| | - Søren Fisker Schmidt
- Institute for Diabetes and Cancer, Helmholtz Center Munich, Neuherberg 85764, Germany; Joint Heidelberg-IDC Translational Diabetes Program, Internal Medicine, Heidelberg University Hospital, Heidelberg 69120, Germany; Molecular Metabolic Control, Technical University Munich, Munich 80333, Germany; German Center for Diabetes Research, Neuherberg 85764, Germany; Department of Biochemistry and Molecular Biology, University of Southern Denmark (SDU), Odense 5230, Denmark; Center for Functional Genomics and Tissue Plasticity (ATLAS), SDU, Odense 5230, Denmark.
| | - Giorgio Caratti
- Institute for Comparative Molecular Endocrinology, Universität Ulm, Ulm 89081, Germany
| | - Ulrich Stifel
- Institute for Comparative Molecular Endocrinology, Universität Ulm, Ulm 89081, Germany
| | - Jesper Havelund
- Department of Biochemistry and Molecular Biology, University of Southern Denmark (SDU), Odense 5230, Denmark
| | - Revathi Sekar
- Institute for Diabetes and Cancer, Helmholtz Center Munich, Neuherberg 85764, Germany; Joint Heidelberg-IDC Translational Diabetes Program, Internal Medicine, Heidelberg University Hospital, Heidelberg 69120, Germany; Molecular Metabolic Control, Technical University Munich, Munich 80333, Germany; German Center for Diabetes Research, Neuherberg 85764, Germany
| | - Yun Kwon
- Institute for Diabetes and Cancer, Helmholtz Center Munich, Neuherberg 85764, Germany; Joint Heidelberg-IDC Translational Diabetes Program, Internal Medicine, Heidelberg University Hospital, Heidelberg 69120, Germany; Molecular Metabolic Control, Technical University Munich, Munich 80333, Germany; German Center for Diabetes Research, Neuherberg 85764, Germany
| | - Alba Sulaj
- German Center for Diabetes Research, Neuherberg 85764, Germany; Department of Endocrinology and Clinical Chemistry, Heidelberg University Hospital, Heidelberg 69120, Germany
| | - Kan Kau Chow
- Institute for Diabetes and Cancer, Helmholtz Center Munich, Neuherberg 85764, Germany; Joint Heidelberg-IDC Translational Diabetes Program, Internal Medicine, Heidelberg University Hospital, Heidelberg 69120, Germany; Molecular Metabolic Control, Technical University Munich, Munich 80333, Germany; German Center for Diabetes Research, Neuherberg 85764, Germany
| | - Ana Jimena Alfaro
- Institute for Diabetes and Cancer, Helmholtz Center Munich, Neuherberg 85764, Germany; Joint Heidelberg-IDC Translational Diabetes Program, Internal Medicine, Heidelberg University Hospital, Heidelberg 69120, Germany; Molecular Metabolic Control, Technical University Munich, Munich 80333, Germany; German Center for Diabetes Research, Neuherberg 85764, Germany
| | - Thomas Schwarzmayr
- Institute of Human Genetics, Helmholtz Zentrum München, Neuherberg 85764, Germany
| | - Nikolaj Rittig
- Department of Internal Medicine and Endocrinology (Multilateral Environmental Agreement) and Medical Research Laboratory, Aarhus University Hospital, Aarhus C 8000, Denmark; Steno Diabetes Center Aarhus, Aarhus University, Hedeager 3, 2nd Floor, 8200 Aarhus N, Denmark
| | - Mads Svart
- Department of Internal Medicine and Endocrinology (Multilateral Environmental Agreement) and Medical Research Laboratory, Aarhus University Hospital, Aarhus C 8000, Denmark; Steno Diabetes Center Aarhus, Aarhus University, Hedeager 3, 2nd Floor, 8200 Aarhus N, Denmark
| | - Foivos-Filippos Tsokanos
- Institute for Diabetes and Cancer, Helmholtz Center Munich, Neuherberg 85764, Germany; Joint Heidelberg-IDC Translational Diabetes Program, Internal Medicine, Heidelberg University Hospital, Heidelberg 69120, Germany; Molecular Metabolic Control, Technical University Munich, Munich 80333, Germany; German Center for Diabetes Research, Neuherberg 85764, Germany
| | - Adriano Maida
- Institute for Diabetes and Cancer, Helmholtz Center Munich, Neuherberg 85764, Germany; Joint Heidelberg-IDC Translational Diabetes Program, Internal Medicine, Heidelberg University Hospital, Heidelberg 69120, Germany; Molecular Metabolic Control, Technical University Munich, Munich 80333, Germany; German Center for Diabetes Research, Neuherberg 85764, Germany
| | - Andreas Blutke
- Research Unit Analytical Pathology, Helmholtz Center Munich, Neuherberg 85764, Germany
| | - Annette Feuchtinger
- Research Unit Analytical Pathology, Helmholtz Center Munich, Neuherberg 85764, Germany
| | - Niels Møller
- Department of Internal Medicine and Endocrinology (Multilateral Environmental Agreement) and Medical Research Laboratory, Aarhus University Hospital, Aarhus C 8000, Denmark
| | - Matthias Blüher
- Helmholtz Institute for Metabolic, Obesity and Vascular Research (HI-MAG), Helmholtz Zentrum München at the University of Leipzig and University Hospital Leipzig, Leipzig 04103, Germany
| | - Peter Nawroth
- Joint Heidelberg-IDC Translational Diabetes Program, Internal Medicine, Heidelberg University Hospital, Heidelberg 69120, Germany; Department of Endocrinology and Clinical Chemistry, Heidelberg University Hospital, Heidelberg 69120, Germany
| | - Julia Szendrödi
- Joint Heidelberg-IDC Translational Diabetes Program, Internal Medicine, Heidelberg University Hospital, Heidelberg 69120, Germany; Department of Endocrinology and Clinical Chemistry, Heidelberg University Hospital, Heidelberg 69120, Germany
| | - Nils J Færgeman
- Department of Biochemistry and Molecular Biology, University of Southern Denmark (SDU), Odense 5230, Denmark
| | - Anja Zeigerer
- Institute for Diabetes and Cancer, Helmholtz Center Munich, Neuherberg 85764, Germany; Joint Heidelberg-IDC Translational Diabetes Program, Internal Medicine, Heidelberg University Hospital, Heidelberg 69120, Germany; Molecular Metabolic Control, Technical University Munich, Munich 80333, Germany; German Center for Diabetes Research, Neuherberg 85764, Germany
| | - Jan Tuckermann
- Institute for Comparative Molecular Endocrinology, Universität Ulm, Ulm 89081, Germany.
| | - Stephan Herzig
- Institute for Diabetes and Cancer, Helmholtz Center Munich, Neuherberg 85764, Germany; Joint Heidelberg-IDC Translational Diabetes Program, Internal Medicine, Heidelberg University Hospital, Heidelberg 69120, Germany; Molecular Metabolic Control, Technical University Munich, Munich 80333, Germany; German Center for Diabetes Research, Neuherberg 85764, Germany.
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