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Lareau CA, Dubois SM, Buquicchio FA, Hsieh YH, Garg K, Kautz P, Nitsch L, Praktiknjo SD, Maschmeyer P, Verboon JM, Gutierrez JC, Yin Y, Fiskin E, Luo W, Mimitou EP, Muus C, Malhotra R, Parikh S, Fleming MD, Oevermann L, Schulte J, Eckert C, Kundaje A, Smibert P, Vardhana SA, Satpathy AT, Regev A, Sankaran VG, Agarwal S, Ludwig LS. Single-cell multi-omics of mitochondrial DNA disorders reveals dynamics of purifying selection across human immune cells. Nat Genet 2023; 55:1198-1209. [PMID: 37386249 PMCID: PMC10548551 DOI: 10.1038/s41588-023-01433-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Accepted: 05/24/2023] [Indexed: 07/01/2023]
Abstract
Pathogenic mutations in mitochondrial DNA (mtDNA) compromise cellular metabolism, contributing to cellular heterogeneity and disease. Diverse mutations are associated with diverse clinical phenotypes, suggesting distinct organ- and cell-type-specific metabolic vulnerabilities. Here we establish a multi-omics approach to quantify deletions in mtDNA alongside cell state features in single cells derived from six patients across the phenotypic spectrum of single large-scale mtDNA deletions (SLSMDs). By profiling 206,663 cells, we reveal the dynamics of pathogenic mtDNA deletion heteroplasmy consistent with purifying selection and distinct metabolic vulnerabilities across T-cell states in vivo and validate these observations in vitro. By extending analyses to hematopoietic and erythroid progenitors, we reveal mtDNA dynamics and cell-type-specific gene regulatory adaptations, demonstrating the context-dependence of perturbing mitochondrial genomic integrity. Collectively, we report pathogenic mtDNA heteroplasmy dynamics of individual blood and immune cells across lineages, demonstrating the power of single-cell multi-omics for revealing fundamental properties of mitochondrial genetics.
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Affiliation(s)
- Caleb A Lareau
- Department of Pathology, Stanford University, Stanford, CA, USA.
- Parker Institute of Cancer Immunotherapy, San Francisco, CA, USA.
- Department of Genetics, Stanford University, Stanford, CA, USA.
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Division of Hematology/Oncology, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.
| | - Sonia M Dubois
- Division of Hematology/Oncology, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | | | - Yu-Hsin Hsieh
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin Institute for Medical Systems Biology (BIMSB), Berlin, Germany
| | - Kopal Garg
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Hematology/Oncology, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Pauline Kautz
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin Institute for Medical Systems Biology (BIMSB), Berlin, Germany
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
- Technische Universität Berlin, Institute of Biotechnology, Berlin, Germany
| | - Lena Nitsch
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin Institute for Medical Systems Biology (BIMSB), Berlin, Germany
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
- Department of Biology, Chemistry, Pharmacy, Freie Universität Berlin, Berlin, Germany
| | - Samantha D Praktiknjo
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin Institute for Medical Systems Biology (BIMSB), Berlin, Germany
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Patrick Maschmeyer
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin Institute for Medical Systems Biology (BIMSB), Berlin, Germany
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Jeffrey M Verboon
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Hematology/Oncology, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | | | - Yajie Yin
- Department of Pathology, Stanford University, Stanford, CA, USA
| | | | - Wendy Luo
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Eleni P Mimitou
- Technology Innovation Lab, New York Genome Center, New York City, NY, USA
- Immunai, New York City, NY, USA
| | - Christoph Muus
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
| | - Rhea Malhotra
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Sumit Parikh
- Center for Pediatric Neurosciences, Mitochondrial Medicine, Cleveland Clinic, Cleveland, OH, USA
| | - Mark D Fleming
- Department of Pathology, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Lena Oevermann
- Department of Pediatric Oncology, Charité-Universitätsmedizin Berlin, Campus Virchow Klinikum, Berlin, Germany
| | - Johannes Schulte
- Department of Pediatric Oncology, Charité-Universitätsmedizin Berlin, Campus Virchow Klinikum, Berlin, Germany
| | - Cornelia Eckert
- Department of Pediatric Oncology, Charité-Universitätsmedizin Berlin, Campus Virchow Klinikum, Berlin, Germany
| | - Anshul Kundaje
- Department of Genetics, Stanford University, Stanford, CA, USA
- Department of Computer Science, Stanford University, Stanford, CA, USA
| | - Peter Smibert
- Technology Innovation Lab, New York Genome Center, New York City, NY, USA
- 10x Genomics, San Francisco, CA, USA
| | | | - Ansuman T Satpathy
- Department of Pathology, Stanford University, Stanford, CA, USA
- Parker Institute of Cancer Immunotherapy, San Francisco, CA, USA
| | - Aviv Regev
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Department of Biology and Koch Institute, Massachusetts Institute of Technology, Cambridge, MA, USA.
- Genentech, San Francisco, CA, USA.
| | - Vijay G Sankaran
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Division of Hematology/Oncology, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.
| | - Suneet Agarwal
- Division of Hematology/Oncology, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.
| | - Leif S Ludwig
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Division of Hematology/Oncology, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin Institute for Medical Systems Biology (BIMSB), Berlin, Germany.
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany.
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Adant I, Bird M, Decru B, Windmolders P, Wallays M, de Witte P, Rymen D, Witters P, Vermeersch P, Cassiman D, Ghesquière B. Pyruvate and uridine rescue the metabolic profile of OXPHOS dysfunction. Mol Metab 2022; 63:101537. [PMID: 35772644 PMCID: PMC9287363 DOI: 10.1016/j.molmet.2022.101537] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Revised: 05/31/2022] [Accepted: 06/23/2022] [Indexed: 11/30/2022] Open
Abstract
Introduction Primary mitochondrial diseases (PMD) are a large, heterogeneous group of genetic disorders affecting mitochondrial function, mostly by disrupting the oxidative phosphorylation (OXPHOS) system. Understanding the cellular metabolic re-wiring occurring in PMD is crucial for the development of novel diagnostic tools and treatments, as PMD are often complex to diagnose and most of them currently have no effective therapy. Objectives To characterize the cellular metabolic consequences of OXPHOS dysfunction and based on the metabolic signature, to design new diagnostic and therapeutic strategies. Methods In vitro assays were performed in skin-derived fibroblasts obtained from patients with diverse PMD and validated in pharmacological models of OXPHOS dysfunction. Proliferation was assessed using the Incucyte technology. Steady-state glucose and glutamine tracing studies were performed with LC-MS quantification of cellular metabolites. The therapeutic potential of nutritional supplements was evaluated by assessing their effect on proliferation and on the metabolomics profile. Successful therapies were then tested in a in vivo lethal rotenone model in zebrafish. Results OXPHOS dysfunction has a unique metabolic signature linked to an NAD+/NADH imbalance including depletion of TCA intermediates and aspartate, and increased levels of glycerol-3-phosphate. Supplementation with pyruvate and uridine fully rescues this altered metabolic profile and the subsequent proliferation deficit. Additionally, in zebrafish, the same nutritional treatment increases the survival after rotenone exposure. Conclusions Our findings reinforce the importance of the NAD+/NADH imbalance following OXPHOS dysfunction in PMD and open the door to new diagnostic and therapeutic tools for PMD. OXPHOS deficiency causes a distinct metabolic profile linked to a NAD+/NADH imbalance. Depleted intracellular aspartic acid is a potential biomarker for OXPHOS dysfunction. Therapy with pyruvate and uridine corrects the metabolic profile of OXPHOS deficiency. Pyruvate and uridine treatment increases survival in a lethal rotenone zebrafish model.
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Affiliation(s)
- Isabelle Adant
- Laboratory of Hepatology, Department of Chronic Diseases, Metabolism and Ageing, KU Leuven, Leuven, 3000, Belgium; Metabolomics Expertise Center, Center for Cancer Biology, CCB-VIB, VIB, Leuven, 3000, Belgium
| | - Matthew Bird
- Laboratory of Hepatology, Department of Chronic Diseases, Metabolism and Ageing, KU Leuven, Leuven, 3000, Belgium; Metabolomics Expertise Center, Center for Cancer Biology, CCB-VIB, VIB, Leuven, 3000, Belgium; Clinical Department of Laboratory Medicine, University Hospitals Leuven, Leuven, 3000, Belgium
| | - Bram Decru
- Laboratory of Hepatology, Department of Chronic Diseases, Metabolism and Ageing, KU Leuven, Leuven, 3000, Belgium; Metabolomics Expertise Center, Center for Cancer Biology, CCB-VIB, VIB, Leuven, 3000, Belgium
| | - Petra Windmolders
- Laboratory of Hepatology, Department of Chronic Diseases, Metabolism and Ageing, KU Leuven, Leuven, 3000, Belgium
| | - Marie Wallays
- Laboratory of Hepatology, Department of Chronic Diseases, Metabolism and Ageing, KU Leuven, Leuven, 3000, Belgium
| | - Peter de Witte
- Laboratory for Molecular Biodiscovery, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Leuven, 3000, Belgium
| | - Daisy Rymen
- Metabolic Centre, University Hospitals Leuven, Leuven, 3000, Belgium
| | - Peter Witters
- Metabolic Centre, University Hospitals Leuven, Leuven, 3000, Belgium
| | - Pieter Vermeersch
- Clinical Department of Laboratory Medicine, University Hospitals Leuven, Leuven, 3000, Belgium; Department of Cardiovascular Sciences, KU Leuven, Leuven, 3000, Belgium
| | - David Cassiman
- Laboratory of Hepatology, Department of Chronic Diseases, Metabolism and Ageing, KU Leuven, Leuven, 3000, Belgium; Metabolic Centre, University Hospitals Leuven, Leuven, 3000, Belgium.
| | - Bart Ghesquière
- Metabolomics Expertise Center, Center for Cancer Biology, CCB-VIB, VIB, Leuven, 3000, Belgium; Metabolomics Expertise Center, Department of Oncology, KU Leuven, Leuven, 3000, Belgium.
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Lindell RB, Zhang D, Bush J, Wallace DC, Rabinowitz JD, Lu W, Wherry EJ, Weiss SL, Henrickson SE. Impaired Lymphocyte Responses in Pediatric Sepsis Vary by Pathogen Type and are Associated with Features of Immunometabolic Dysregulation. Shock 2022; 57:191-199. [PMID: 35759301 PMCID: PMC9245144 DOI: 10.1097/shk.0000000000001943] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Sepsis is the leading cause of death in hospitalized children worldwide. Despite its hypothesized immune-mediated mechanism, targeted immunotherapy for sepsis is not available for clinical use. OBJECTIVE To determine the association between longitudinal cytometric, proteomic, bioenergetic, and metabolomic markers of immunometabolic dysregulation and pathogen type in pediatric sepsis. METHODS Serial peripheral blood mononuclear cell (PBMC) samples were obtained from 14 sepsis patients (34 total samples) and 7 control patients for this observational study. Flow cytometry was used to define immunophenotype, including T cell subset frequency and activation state, and assess intracellular cytokine production. Global immune dysfunction was assessed by tumor necrosis factor-α (TNF-α) production capacity and monocyte human leukocyte antigen DR (HLA-DR) expression. Mitochondrial function was assessed by bulk respirometry. Plasma cytokine levels were determined via Luminex assay. Metabolites were measured by liquid chromatography-mass spectrometry. Results were compared by timepoint and pathogen type. RESULTS Sepsis patients were older (15.9 years vs. 10.4 years, P = 0.02) and had higher illness severity by PRISM-III (12.0 vs. 2.0, P < 0.001) compared to controls; demographics were otherwise similar, though control patients were predominately male. Compared to controls, sepsis patients at timepoint 1 demonstrated lower monocyte HLA-DR expression (75% vs. 92%, P = 0.02), loss of peripheral of non-naïve CD4+ T cells (62.4% vs. 77.6%, P = 0.04), and reduced PBMC mitochondrial spare residual capacity (SRC; 4.0 pmol/s/106 cells vs. 8.4 pmol/s/106 cells, P = 0.01). At sepsis onset, immunoparalysis (defined as TNF-α production capacity < 200 pg/mL) was present in 39% of sepsis patients and not identified among controls. Metabolomic findings in sepsis patients were most pronounced at sepsis onset and included elevated uridine and 2-dehydrogluconate and depleted citrulline. Loss of peripheral non-naïve CD4+ T cells was associated with immune dysfunction and reduced cytokine production despite increased T cell activation. CD4+ T cell differentiation and corresponding pro- and anti-inflammatory cytokines varied by pathogen. CONCLUSION Pediatric sepsis patients exhibit a complex, dynamic physiologic state characterized by impaired T cell function and immunometabolic dysregulation which varies by pathogen type.
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Affiliation(s)
- Robert B. Lindell
- Division of Critical Care Medicine, Department of Anesthesia and Critical Care Medicine, Children’s Hospital of Philadelphia and the University of Pennsylvania Perelman School of Medicine, Philadelphia, PA
- Institute for Immunology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA
- Pediatric Sepsis Program, Children’s Hospital of Philadelphia, Philadelphia, PA
| | - Donglan Zhang
- Division of Critical Care Medicine, Department of Anesthesia and Critical Care Medicine, Children’s Hospital of Philadelphia and the University of Pennsylvania Perelman School of Medicine, Philadelphia, PA
- Center for Mitochondrial and Epigenomic Medicine, Children’s Hospital of Philadelphia, Philadelphia, PA
| | - Jenny Bush
- Division of Critical Care Medicine, Department of Anesthesia and Critical Care Medicine, Children’s Hospital of Philadelphia and the University of Pennsylvania Perelman School of Medicine, Philadelphia, PA
| | - Douglas C. Wallace
- Center for Mitochondrial and Epigenomic Medicine, Children’s Hospital of Philadelphia, Philadelphia, PA
- Division of Human Genetics, Department of Pediatrics, Children’s Hospital of Philadelphia and the University of Pennsylvania Perelman School of Medicine, Philadelphia, PA
| | | | - Wenyun Lu
- Department of Chemistry, Princeton University; Princeton, NJ
| | - E. John Wherry
- Institute for Immunology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA
- Parker Institute for Cancer Immunotherapy, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA
| | - Scott L. Weiss
- Division of Critical Care Medicine, Department of Anesthesia and Critical Care Medicine, Children’s Hospital of Philadelphia and the University of Pennsylvania Perelman School of Medicine, Philadelphia, PA
- Pediatric Sepsis Program, Children’s Hospital of Philadelphia, Philadelphia, PA
- Center for Mitochondrial and Epigenomic Medicine, Children’s Hospital of Philadelphia, Philadelphia, PA
| | - Sarah E. Henrickson
- Institute for Immunology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA
- Division of Allergy and Immunology, Department of Pediatrics, Children’s Hospital of Philadelphia and the University of Pennsylvania Perelman School of Medicine, Philadelphia, PA
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