1
|
Wayman JA, Yang Z, Angerman E, Bonkowski E, Jurickova I, Chen X, Bejjani AT, Parks L, Parameswaran S, Miethke AG, VanDussen KL, Dhaliwal J, Weirauch MT, Kottyan LC, Denson LA, Miraldi ER. Accessible chromatin maps of inflammatory bowel disease intestine nominate cell-type mediators of genetic disease risk. bioRxiv 2024:2024.02.09.579678. [PMID: 38405748 PMCID: PMC10888857 DOI: 10.1101/2024.02.09.579678] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
Inflammatory Bowel Disease ( IBD ) is a chronic and often debilitating autoinflammatory condition, with an increasing incidence in children. Standard-of-care therapies lead to sustained transmural healing and clinical remission in fewer than one-third of patients. For children, TNFα inhibition remains the only FDA-approved biologic therapy, providing an even greater urgency to understanding mechanisms of response. Genome-wide association studies ( GWAS ) have identified 418 independent genetic risk loci contributing to IBD, yet the majority are noncoding and their mechanisms of action are difficult to decipher. If causal, they likely alter transcription factor ( TF ) binding and downstream gene expression in particular cell types and contexts. To bridge this knowledge gap, we built a novel resource: multiome-seq (tandem single-nuclei ( sn )RNA-seq and chromatin accessibility ( snATAC )-seq) of intestinal tissue from pediatric IBD patients, where anti-TNF response was defined by endoscopic healing. From the snATAC-seq data, we generated a first-time atlas of chromatin accessibility (putative regulatory elements) for diverse intestinal cell types in the context of IBD. For cell types/contexts mediating genetic risk, we reasoned that accessible chromatin will co-localize with genetic disease risk loci. We systematically tested for significant co-localization of our chromatin accessibility maps and risk variants for 758 GWAS traits. Globally, genetic risk variants for IBD, autoimmune and inflammatory diseases are enriched in accessible chromatin of immune populations, while other traits (e.g., colorectal cancer, metabolic) are enriched in epithelial and stromal populations. This resource opens new avenues to uncover the complex molecular and cellular mechanisms mediating genetic disease risk.
Collapse
|
2
|
Toth A, Kannan P, Snowball J, Kofron M, Wayman JA, Bridges JP, Miraldi ER, Swarr D, Zacharias WJ. Alveolar epithelial progenitor cells require Nkx2-1 to maintain progenitor-specific epigenomic state during lung homeostasis and regeneration. Nat Commun 2023; 14:8452. [PMID: 38114516 PMCID: PMC10775890 DOI: 10.1038/s41467-023-44184-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Accepted: 12/04/2023] [Indexed: 12/21/2023] Open
Abstract
Lung epithelial regeneration after acute injury requires coordination cellular coordination to pattern the morphologically complex alveolar gas exchange surface. During adult lung regeneration, Wnt-responsive alveolar epithelial progenitor (AEP) cells, a subset of alveolar type 2 (AT2) cells, proliferate and transition to alveolar type 1 (AT1) cells. Here, we report a refined primary murine alveolar organoid, which recapitulates critical aspects of in vivo regeneration. Paired scRNAseq and scATACseq followed by transcriptional regulatory network (TRN) analysis identified two AT1 transition states driven by distinct regulatory networks controlled in part by differential activity of Nkx2-1. Genetic ablation of Nkx2-1 in AEP-derived organoids was sufficient to cause transition to a proliferative stressed Krt8+ state, and AEP-specific deletion of Nkx2-1 in adult mice led to rapid loss of progenitor state and uncontrolled growth of Krt8+ cells. Together, these data implicate dynamic epigenetic maintenance via Nkx2-1 as central to the control of facultative progenitor activity in AEPs.
Collapse
Affiliation(s)
- Andrea Toth
- Perinatal Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Division of Pulmonary Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Division of Developmental Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Medical Scientist Training Program, University of Cincinnati College of Medicine, Cincinnati, OH, USA
- Molecular and Developmental Biology Graduate Program, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Paranthaman Kannan
- Perinatal Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Division of Pulmonary Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Division of Developmental Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - John Snowball
- Perinatal Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Division of Pulmonary Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Division of Developmental Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Matthew Kofron
- Division of Developmental Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Bio-Imaging and Analysis Facility, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Joseph A Wayman
- Division of Immunology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - James P Bridges
- Department of Medicine, Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, National Jewish Health, Denver, Colorado, USA
| | - Emily R Miraldi
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
- Division of Immunology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Daniel Swarr
- Perinatal Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Division of Pulmonary Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - William J Zacharias
- Perinatal Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
- Division of Pulmonary Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
- Division of Developmental Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA.
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, University of Cincinnati College of Medicine, Cincinnati, OH, USA.
- Center for Stem Cell and Organoid Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
| |
Collapse
|
3
|
Thomas AL, Godarova A, Wayman JA, Miraldi ER, Hildeman DA, Chougnet CA. Accumulation of immune-suppressive CD4 + T cells in aging - tempering inflammaging at the expense of immunity. Semin Immunol 2023; 70:101836. [PMID: 37632992 PMCID: PMC10840872 DOI: 10.1016/j.smim.2023.101836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Revised: 08/21/2023] [Accepted: 08/21/2023] [Indexed: 08/28/2023]
Abstract
The 'immune risk profile' has been shown to predict mortality in the elderly, highlighting the need to better understand age-related immune dysfunction. While aging leads to many defects affecting all arms of the immune system, this review is focused on the accrual of immuno-suppressive CD4 + T cell populations, including FoxP3 + regulatory T cells, and subsets of IL-10-producing T follicular helper cells. New data suggest that such accumulations constitute feedback mechanisms to temper the ongoing progressive low-grade inflammation that develops with age, the so-called "inflammaging", and by doing so, how they have the potential to promote healthier aging. However, they also impair effector immune responses, notably to infections, or vaccines. These studies also reinforce the idea that the aged immune system should not be considered as a poorly functional version of the young one, but more as a dynamic system in which CD4 + T cells, and other immune/non-immune subsets, differentiate, interact with their milieu and function differently than in young hosts. A better understanding of these unique interactions is thus needed to improve effector immune responses in the elderly, while keeping inflammaging under control.
Collapse
Affiliation(s)
- Alyssa L Thomas
- Division of Immunobiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45257, USA; Immunology Graduate Program, Cincinnati Children's Hospital Medical Center and the University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Alzbeta Godarova
- Division of Immunobiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45257, USA
| | - Joseph A Wayman
- Division of Immunobiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45257, USA
| | - Emily R Miraldi
- Division of Immunobiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45257, USA; Immunology Graduate Program, Cincinnati Children's Hospital Medical Center and the University of Cincinnati College of Medicine, Cincinnati, OH, USA; Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, 45229, USA
| | - David A Hildeman
- Division of Immunobiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45257, USA; Immunology Graduate Program, Cincinnati Children's Hospital Medical Center and the University of Cincinnati College of Medicine, Cincinnati, OH, USA.
| | - Claire A Chougnet
- Division of Immunobiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45257, USA; Immunology Graduate Program, Cincinnati Children's Hospital Medical Center and the University of Cincinnati College of Medicine, Cincinnati, OH, USA.
| |
Collapse
|
4
|
Thomas AL, Wayman JA, Almanan M, Bejjani AT, Miraldi ER, Chougnet CA, Hildeman DA. Elevated CD153 Expression on Aged T Follicular Helper Cells is Vital for B cell Responses. bioRxiv 2023:2023.03.17.533214. [PMID: 36993647 PMCID: PMC10055293 DOI: 10.1101/2023.03.17.533214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/31/2023]
Abstract
Our recent data showed that an aberrant IL-10-producing T follicular helper population (Tfh10) accumulates dramatically with age and is associated with age-related declines in vaccine responsiveness. Through single cell gene expression and chromatin accessibility analysis of IL-10+ and IL-10- memory CD4+ T cells from young and aged mice, we identified increased expression of CD153 on aged Tfh and Tfh10 cells. Mechanistically, we linked inflammaging (increased IL-6 levels) to elevated CD153 expression of Tfh cells through c-Maf. Surprisingly, blockade of CD153 in aged mice significantly reduced their vaccine-driven antibody response, which was associated with decreased expression of ICOS on antigen-specific Tfh cells. Combined, these data show that an IL-6/c-Maf/CD153 circuit is critical for maintaining ICOS expression. Thus, although overall Tfh-mediated B cell responses are reduced in the context of vaccines and aging, our data suggest that elevated expression of CD153 on Tfh cells potentiates the remaining Tfh function in aged mice.
Collapse
Affiliation(s)
- Alyssa L Thomas
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, United States
- Division of Immunobiology of Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States
- Immunology Graduate Program, Cincinnati Children's Hospital Medical Center and the University of Cincinnati College of Medicine, Cincinnati, OH, United States
| | - Joseph A Wayman
- Division of Immunobiology of Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States
- Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States
| | - Maha Almanan
- Division of Immunobiology of Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States
| | - Anthony T Bejjani
- Division of Immunobiology of Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States
| | - Emily R Miraldi
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, United States
- Division of Immunobiology of Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States
- Immunology Graduate Program, Cincinnati Children's Hospital Medical Center and the University of Cincinnati College of Medicine, Cincinnati, OH, United States
- Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States
| | - Claire A Chougnet
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, United States
- Division of Immunobiology of Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States
- Immunology Graduate Program, Cincinnati Children's Hospital Medical Center and the University of Cincinnati College of Medicine, Cincinnati, OH, United States
| | - David A Hildeman
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, United States
- Division of Immunobiology of Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States
- Immunology Graduate Program, Cincinnati Children's Hospital Medical Center and the University of Cincinnati College of Medicine, Cincinnati, OH, United States
| |
Collapse
|
5
|
Wayman JA, Thomas A, Bejjani A, Katko A, Almanan M, Godarova A, Korinfskaya S, Cazares TA, Yukawa M, Kottyan LC, Barski A, Chougnet CA, Hildeman DA, Miraldi ER. An atlas of gene regulatory networks for memory CD4 + T cells in youth and old age. bioRxiv 2023:2023.03.07.531590. [PMID: 36945549 PMCID: PMC10028906 DOI: 10.1101/2023.03.07.531590] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/12/2023]
Abstract
Aging profoundly affects immune-system function, promoting susceptibility to pathogens, cancers and chronic inflammation. We previously identified a population of IL-10-producing, T follicular helper-like cells (" Tfh10 "), linked to suppressed vaccine responses in aged mice. Here, we integrate single-cell ( sc )RNA-seq, scATAC-seq and genome-scale modeling to characterize Tfh10 - and the full CD4 + memory T cell ( CD4 + TM ) compartment - in young and old mice. We identified 13 CD4 + TM populations, which we validated through cross-comparison to prior scRNA-seq studies. We built gene regulatory networks ( GRNs ) that predict transcription-factor control of gene expression in each T-cell population and how these circuits change with age. Through integration with pan-cell aging atlases, we identified intercellular-signaling networks driving age-dependent changes in CD4 + TM. Our atlas of finely resolved CD4 + TM subsets, GRNs and cell-cell communication networks is a comprehensive resource of predicted regulatory mechanisms operative in memory T cells, presenting new opportunities to improve immune responses in the elderly.
Collapse
|
6
|
Cazares TA, Rizvi FW, Iyer B, Chen X, Kotliar M, Bejjani AT, Wayman JA, Donmez O, Wronowski B, Parameswaran S, Kottyan LC, Barski A, Weirauch MT, Prasath VBS, Miraldi ER. maxATAC: Genome-scale transcription-factor binding prediction from ATAC-seq with deep neural networks. PLoS Comput Biol 2023; 19:e1010863. [PMID: 36719906 PMCID: PMC9917285 DOI: 10.1371/journal.pcbi.1010863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Revised: 02/10/2023] [Accepted: 01/10/2023] [Indexed: 02/01/2023] Open
Abstract
Transcription factors read the genome, fundamentally connecting DNA sequence to gene expression across diverse cell types. Determining how, where, and when TFs bind chromatin will advance our understanding of gene regulatory networks and cellular behavior. The 2017 ENCODE-DREAM in vivo Transcription-Factor Binding Site (TFBS) Prediction Challenge highlighted the value of chromatin accessibility data to TFBS prediction, establishing state-of-the-art methods for TFBS prediction from DNase-seq. However, the more recent Assay-for-Transposase-Accessible-Chromatin (ATAC)-seq has surpassed DNase-seq as the most widely-used chromatin accessibility profiling method. Furthermore, ATAC-seq is the only such technique available at single-cell resolution from standard commercial platforms. While ATAC-seq datasets grow exponentially, suboptimal motif scanning is unfortunately the most common method for TFBS prediction from ATAC-seq. To enable community access to state-of-the-art TFBS prediction from ATAC-seq, we (1) curated an extensive benchmark dataset (127 TFs) for ATAC-seq model training and (2) built "maxATAC", a suite of user-friendly, deep neural network models for genome-wide TFBS prediction from ATAC-seq in any cell type. With models available for 127 human TFs, maxATAC is the largest collection of high-performance TFBS prediction models for ATAC-seq. maxATAC performance extends to primary cells and single-cell ATAC-seq, enabling improved TFBS prediction in vivo. We demonstrate maxATAC's capabilities by identifying TFBS associated with allele-dependent chromatin accessibility at atopic dermatitis genetic risk loci.
Collapse
Affiliation(s)
- Tareian A. Cazares
- Immunology Graduate Program, University of Cincinnati College of Medicine, Cincinnati, Ohio, United States of America
| | - Faiz W. Rizvi
- Systems Biology and Physiology Graduate Program, University of Cincinnati College of Medicine, Cincinnati, Ohio, United States of America
| | - Balaji Iyer
- Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
- Department of Electrical Engineering and Computer Science, University of Cincinnati, Cincinnati, Ohio, United States of America
| | - Xiaoting Chen
- The Center for Autoimmune Genetics and Etiology (CAGE), Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
| | - Michael Kotliar
- Division of Allergy and Immunology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
| | - Anthony T. Bejjani
- Molecular and Developmental Biology Graduate Program, University of Cincinnati College of Medicine, Cincinnati, Ohio, United States of America
| | - Joseph A. Wayman
- Division of Immunobiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
| | - Omer Donmez
- The Center for Autoimmune Genetics and Etiology (CAGE), Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
| | - Benjamin Wronowski
- Division of Allergy and Immunology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
| | - Sreeja Parameswaran
- The Center for Autoimmune Genetics and Etiology (CAGE), Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
| | - Leah C. Kottyan
- The Center for Autoimmune Genetics and Etiology (CAGE), Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, Ohio, United States of America
- Division of Human Genetics, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
| | - Artem Barski
- Division of Allergy and Immunology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, Ohio, United States of America
- Division of Human Genetics, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
| | - Matthew T. Weirauch
- Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
- The Center for Autoimmune Genetics and Etiology (CAGE), Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, Ohio, United States of America
- Division of Human Genetics, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
- Division of Developmental Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
| | - V. B. Surya Prasath
- Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
- Department of Electrical Engineering and Computer Science, University of Cincinnati, Cincinnati, Ohio, United States of America
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, Ohio, United States of America
| | - Emily R. Miraldi
- Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
- Department of Electrical Engineering and Computer Science, University of Cincinnati, Cincinnati, Ohio, United States of America
- Division of Immunobiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, Ohio, United States of America
| |
Collapse
|
7
|
Toth A, Steinmeyer S, Kannan P, Gray J, Jackson CM, Mukherjee S, Demmert M, Sheak JR, Benson D, Kitzmiller J, Wayman JA, Presicce P, Cates C, Rubin R, Chetal K, Du Y, Miao Y, Gu M, Guo M, Kalinichenko VV, Kallapur SG, Miraldi ER, Xu Y, Swarr D, Lewkowich I, Salomonis N, Miller L, Sucre JS, Whitsett JA, Chougnet CA, Jobe AH, Deshmukh H, Zacharias WJ. Inflammatory blockade prevents injury to the developing pulmonary gas exchange surface in preterm primates. Sci Transl Med 2022; 14:eabl8574. [PMID: 35353543 PMCID: PMC9082785 DOI: 10.1126/scitranslmed.abl8574] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Perinatal inflammatory stress is associated with early life morbidity and lifelong consequences for pulmonary health. Chorioamnionitis, an inflammatory condition affecting the placenta and fluid surrounding the developing fetus, affects 25 to 40% of preterm births. Severe chorioamnionitis with preterm birth is associated with significantly increased risk of pulmonary disease and secondary infections in childhood, suggesting that fetal inflammation may markedly alter the development of the lung. Here, we used intra-amniotic lipopolysaccharide (LPS) challenge to induce experimental chorioamnionitis in a prenatal rhesus macaque (Macaca mulatta) model that mirrors structural and temporal aspects of human lung development. Inflammatory injury directly disrupted the developing gas exchange surface of the primate lung, with extensive damage to alveolar structure, particularly the close association and coordinated differentiation of alveolar type 1 pneumocytes and specialized alveolar capillary endothelium. Single-cell RNA sequencing analysis defined a multicellular alveolar signaling niche driving alveologenesis that was extensively disrupted by perinatal inflammation, leading to a loss of gas exchange surface and alveolar simplification, with notable resemblance to chronic lung disease in newborns. Blockade of the inflammatory cytokines interleukin-1β and tumor necrosis factor-α ameliorated LPS-induced inflammatory lung injury by blunting stromal responses to inflammation and modulating innate immune activation in myeloid cells, restoring structural integrity and key signaling networks in the developing alveolus. These data provide new insight into the pathophysiology of developmental lung injury and suggest that modulating inflammation is a promising therapeutic approach to prevent fetal consequences of chorioamnionitis.
Collapse
Affiliation(s)
- Andrea Toth
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Developmental Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Medical Scientist Training Program, University of Cincinnati College of Medicine, Cincinnati, OH USA
- Molecular and Developmental Biology Graduate Program, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Shelby Steinmeyer
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
| | - Paranthaman Kannan
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Developmental Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
| | - Jerilyn Gray
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Immunobiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
| | - Courtney M. Jackson
- Division of Immunobiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Immunology Graduate Program, University of Cincinnati College of Medicine, Cincinnati, OH USA
- Department of Pediatrics, Division of Allergy and Immunology, University of Rochester, Rochester, NY USA
| | - Shibabrata Mukherjee
- Division of Immunobiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
| | - Martin Demmert
- Division of Immunobiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, Institute for Systemic Inflammation Research, University of Lϋbeck, Lϋbeck, Germany
| | - Joshua R. Sheak
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Developmental Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
| | - Daniel Benson
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Developmental Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
| | - Joseph Kitzmiller
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Developmental Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
| | - Joseph A. Wayman
- Division of Immunobiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
| | - Pietro Presicce
- Divisions of Neonatology and Developmental Biology, David Geffen School of Medicine at the University of California Los Angeles, Los Angeles, CA USA
| | - Christopher Cates
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Rhea Rubin
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Kashish Chetal
- Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
| | - Yina Du
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Developmental Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
| | - Yifei Miao
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Developmental Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Mingxia Gu
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Developmental Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Minzhe Guo
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Vladimir V. Kalinichenko
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Developmental Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Suhas G. Kallapur
- Divisions of Neonatology and Developmental Biology, David Geffen School of Medicine at the University of California Los Angeles, Los Angeles, CA USA
| | - Emily R. Miraldi
- Division of Immunobiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Yan Xu
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Daniel Swarr
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Ian Lewkowich
- Division of Immunobiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Nathan Salomonis
- Division of Immunobiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Lisa Miller
- California National Primate Research Center, University of California Davis, Davis, CA USA
- Department of Anatomy, Physiology, and Cell Biology, School of Veterinary Medicine, University of California Davis, Davis, CA USA
| | - Jennifer S. Sucre
- Division of Neonatology, Department of Pediatrics, Vanderbilt University School of Medicine, Nashville, TN USA
| | - Jeffrey A. Whitsett
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Developmental Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Claire A. Chougnet
- Division of Immunobiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Alan H. Jobe
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - Hitesh Deshmukh
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Immunobiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH USA
| | - William J. Zacharias
- Perinatal Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Pulmonary Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Division of Developmental Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH USA
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, University of Cincinnati College of Medicine, Cincinnati, OH USA
| |
Collapse
|
8
|
Ho JSY, Mok BWY, Campisi L, Jordan T, Yildiz S, Parameswaran S, Wayman JA, Gaudreault NN, Meekins DA, Indran SV, Morozov I, Trujillo JD, Fstkchyan YS, Rathnasinghe R, Zhu Z, Zheng S, Zhao N, White K, Ray-Jones H, Malysheva V, Thiecke MJ, Lau SY, Liu H, Zhang AJ, Lee ACY, Liu WC, Jangra S, Escalera A, Aydillo T, Melo BS, Guccione E, Sebra R, Shum E, Bakker J, Kaufman DA, Moreira AL, Carossino M, Balasuriya UBR, Byun M, Albrecht RA, Schotsaert M, Garcia-Sastre A, Chanda SK, Miraldi ER, Jeyasekharan AD, TenOever BR, Spivakov M, Weirauch MT, Heinz S, Chen H, Benner C, Richt JA, Marazzi I. TOP1 inhibition therapy protects against SARS-CoV-2-induced lethal inflammation. Cell 2021; 184:2618-2632.e17. [PMID: 33836156 PMCID: PMC8008343 DOI: 10.1016/j.cell.2021.03.051] [Citation(s) in RCA: 60] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Revised: 02/05/2021] [Accepted: 03/24/2021] [Indexed: 12/29/2022]
Abstract
The ongoing pandemic caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is currently affecting millions of lives worldwide. Large retrospective studies indicate that an elevated level of inflammatory cytokines and pro-inflammatory factors are associated with both increased disease severity and mortality. Here, using multidimensional epigenetic, transcriptional, in vitro, and in vivo analyses, we report that topoisomerase 1 (TOP1) inhibition suppresses lethal inflammation induced by SARS-CoV-2. Therapeutic treatment with two doses of topotecan (TPT), an FDA-approved TOP1 inhibitor, suppresses infection-induced inflammation in hamsters. TPT treatment as late as 4 days post-infection reduces morbidity and rescues mortality in a transgenic mouse model. These results support the potential of TOP1 inhibition as an effective host-directed therapy against severe SARS-CoV-2 infection. TPT and its derivatives are inexpensive clinical-grade inhibitors available in most countries. Clinical trials are needed to evaluate the efficacy of repurposing TOP1 inhibitors for severe coronavirus disease 2019 (COVID-19) in humans.
Collapse
Affiliation(s)
- Jessica Sook Yuin Ho
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Bobo Wing-Yee Mok
- Department of Microbiology and State Key Laboratory for Emerging Infectious Diseases, Li Ka Shing Faculty of Medicine (HKUMed), The University of Hong Kong, Hong Kong
| | - Laura Campisi
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Tristan Jordan
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Soner Yildiz
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Sreeja Parameswaran
- Center for Autoimmune Genomics and Etiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Joseph A Wayman
- Divisions of Immunobiology and Biomedical Informatics, Cincinnati Children's Hospital, Cincinnati, OH 45229, USA; Department of Pediatrics, University of Cincinnati, College of Medicine, Cincinnati, OH 45229, USA
| | - Natasha N Gaudreault
- Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, 1800 Denison Avenue, Manhattan, KS 66506, USA
| | - David A Meekins
- Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, 1800 Denison Avenue, Manhattan, KS 66506, USA
| | - Sabarish V Indran
- Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, 1800 Denison Avenue, Manhattan, KS 66506, USA
| | - Igor Morozov
- Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, 1800 Denison Avenue, Manhattan, KS 66506, USA
| | - Jessie D Trujillo
- Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, 1800 Denison Avenue, Manhattan, KS 66506, USA
| | - Yesai S Fstkchyan
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Raveen Rathnasinghe
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Zeyu Zhu
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Simin Zheng
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Nan Zhao
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Kris White
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Helen Ray-Jones
- MRC London Institute of Medical Sciences, London W12 0NN, UK
| | | | | | - Siu-Ying Lau
- Department of Microbiology and State Key Laboratory for Emerging Infectious Diseases, Li Ka Shing Faculty of Medicine (HKUMed), The University of Hong Kong, Hong Kong
| | - Honglian Liu
- Department of Microbiology and State Key Laboratory for Emerging Infectious Diseases, Li Ka Shing Faculty of Medicine (HKUMed), The University of Hong Kong, Hong Kong
| | - Anna Junxia Zhang
- Department of Microbiology and State Key Laboratory for Emerging Infectious Diseases, Li Ka Shing Faculty of Medicine (HKUMed), The University of Hong Kong, Hong Kong
| | - Andrew Chak-Yiu Lee
- Department of Microbiology and State Key Laboratory for Emerging Infectious Diseases, Li Ka Shing Faculty of Medicine (HKUMed), The University of Hong Kong, Hong Kong
| | - Wen-Chun Liu
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Sonia Jangra
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Alba Escalera
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Teresa Aydillo
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Betsaida Salom Melo
- Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Icahn Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ernesto Guccione
- Tisch Cancer Institute, Department of Oncological Sciences and Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Robert Sebra
- Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Icahn Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Sema4, a Mount Sinai venture, Stamford, CT, USA; Black Family Stem Cell Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Elaine Shum
- Division of Medical Oncology and Hematology, NYU Langone Perlmutter Cancer Center, New York, NY 10016, USA
| | - Jan Bakker
- Pontificia Universidad Católica de Chile, Santiago, Chile; Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands; Editor in Chief, Journal of Critical Care, NYU School of Medicine, Columbia University College of Physicians & Surgeons, New York, NY, USA
| | - David A Kaufman
- Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, NYU School of Medicine, New York, NY, USA
| | - Andre L Moreira
- Department of Pathology, New York University School of Medicine, New York, NY, USA
| | - Mariano Carossino
- Louisiana Animal Disease Diagnostic Laboratory and Department of Pathobiological Sciences, School of Veterinary Medicine, Louisiana State University, Baton Rouge, LA, USA
| | - Udeni B R Balasuriya
- Louisiana Animal Disease Diagnostic Laboratory and Department of Pathobiological Sciences, School of Veterinary Medicine, Louisiana State University, Baton Rouge, LA, USA
| | - Minji Byun
- Department of Medicine, Clinical Immunology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Randy A Albrecht
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Michael Schotsaert
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Adolfo Garcia-Sastre
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Tisch Cancer Institute, Department of Oncological Sciences and Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Medicine, Division of Infectious Diseases, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, Box 1124, New York, NY 10029, USA
| | - Sumit K Chanda
- Immunity and Pathogenesis Program, Infectious and Inflammatory Disease Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA 92037, USA
| | - Emily R Miraldi
- Divisions of Immunobiology and Biomedical Informatics, Cincinnati Children's Hospital, Cincinnati, OH 45229, USA; Department of Pediatrics, University of Cincinnati, College of Medicine, Cincinnati, OH 45229, USA
| | - Anand D Jeyasekharan
- Department of Haematology-Oncology, National University Hospital and Cancer Science Institute of Singapore, National University of Singapore, 117599 Singapore, Singapore
| | - Benjamin R TenOever
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Virus Engineering Center for Therapeutics and Research, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Matthew T Weirauch
- Center for Autoimmune Genomics and Etiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA; Department of Pediatrics, University of Cincinnati, College of Medicine, Cincinnati, OH 45229, USA; Divisions of Biomedical Informatics and Developmental Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Sven Heinz
- Department of Medicine, School of Medicine, University of California, San Diego, La Jolla, CA 92092, USA
| | - Honglin Chen
- Department of Microbiology and State Key Laboratory for Emerging Infectious Diseases, Li Ka Shing Faculty of Medicine (HKUMed), The University of Hong Kong, Hong Kong
| | - Christopher Benner
- Department of Medicine, School of Medicine, University of California, San Diego, La Jolla, CA 92092, USA
| | - Juergen A Richt
- Center of Excellence for Emerging and Zoonotic Animal Diseases (CEEZAD), Kansas State University, Manhattan, KS, USA; Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, 1800 Denison Avenue, Manhattan, KS 66506, USA
| | - Ivan Marazzi
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| |
Collapse
|
9
|
Yuin Ho JS, Wing-Yee Mok B, Campisi L, Jordan T, Yildiz S, Parameswaran S, Wayman JA, Gaudreault NN, Meekins DA, Indran SV, Morozov I, Trujillo JD, Fstkchyan YS, Rathnasinghe R, Zhu Z, Zheng S, Zhao N, White K, Ray-Jones H, Malysheva V, Thiecke MJ, Lau SY, Liu H, Junxia Zhang A, Chak-Yiu Lee A, Liu WC, Aydillo T, Salom Melo B, Guccione E, Sebra R, Shum E, Bakker J, Kaufman DA, Moreira AL, Carossino M, Balasuriya UBR, Byun M, Miraldi ER, Albrecht RA, Schotsaert M, Garcia-Sastre A, Chanda SK, Jeyasekharan AD, TenOever BR, Spivakov M, Weirauch MT, Heinz S, Chen H, Benner C, Richt JA, Marazzi I. Topoisomerase 1 inhibition therapy protects against SARS-CoV-2-induced inflammation and death in animal models. bioRxiv 2020. [PMID: 33299999 DOI: 10.1101/2020.12.01.404483] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
The ongoing pandemic caused by Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) is currently affecting millions of lives worldwide. Large retrospective studies indicate that an elevated level of inflammatory cytokines and pro-inflammatory factors are associated with both increased disease severity and mortality. Here, using multidimensional epigenetic, transcriptional, in vitro and in vivo analyses, we report that Topoisomerase 1 (Top1) inhibition suppresses lethal inflammation induced by SARS-CoV-2. Therapeutic treatment with two doses of Topotecan (TPT), a FDA-approved Top1 inhibitor, suppresses infection-induced inflammation in hamsters. TPT treatment as late as four days post-infection reduces morbidity and rescues mortality in a transgenic mouse model. These results support the potential of Top1 inhibition as an effective host-directed therapy against severe SARS-CoV-2 infection. TPT and its derivatives are inexpensive clinical-grade inhibitors available in most countries. Clinical trials are needed to evaluate the efficacy of repurposing Top1 inhibitors for COVID-19 in humans.
Collapse
|
10
|
Horvath N, Vilkhovoy M, Wayman JA, Calhoun K, Swartz J, Varner JD. Toward a genome scale sequence specific dynamic model of cell-free protein synthesis in Escherichia coli. Metab Eng Commun 2019; 10:e00113. [PMID: 32280586 PMCID: PMC7136494 DOI: 10.1016/j.mec.2019.e00113] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2018] [Revised: 10/15/2019] [Accepted: 11/19/2019] [Indexed: 11/09/2022] Open
Abstract
In this study, we developed a dynamic mathematical model of E. coli cell-free protein synthesis (CFPS). Model parameters were estimated from a dataset consisting of glucose, organic acids, energy species, amino acids, and protein product, chloramphenicol acetyltransferase (CAT) measurements. The model was successfully trained to simulate these measurements, especially those of the central carbon metabolism. We then used the trained model to evaluate the performance, e.g., the yield and rates of protein production. CAT was produced with an energy efficiency of 12%, suggesting that the process could be further optimized. Reaction group knockouts showed that protein productivity was most sensitive to the oxidative phosphorylation and glycolysis/gluconeogenesis pathways. Amino acid biosynthesis was also important for productivity, while overflow metabolism and TCA cycle affected the overall system state. In addition, translation was more important to productivity than transcription. Finally, CAT production was robust to allosteric control, as were most of the predicted metabolite concentrations; the exceptions to this were the concentrations of succinate and malate, and to a lesser extent pyruvate and acetate, which varied from the measured values when allosteric control was removed. This study is the first to use kinetic modeling to predict dynamic protein production in a cell-free E. coli system, and could provide a foundation for genome scale, dynamic modeling of cell-free E. coli protein synthesis. Protein production is biphasic, powered initially by glucose and later by pyruvate. Protein is produced with an energy efficiency of only 12%. Protein productivity is most sensitive to oxidative phosphorylation and glycolysis. Protein production is robust to allosteric control.
Collapse
Affiliation(s)
- Nicholas Horvath
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY, 14853, USA
| | - Michael Vilkhovoy
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY, 14853, USA
| | - Joseph A Wayman
- School of Applied and Engineering Physics, Cornell University, Ithaca, NY, 14853, USA
| | - Kara Calhoun
- School of Chemical Engineering, Stanford University, Stanford, CA, 94395, USA
| | - James Swartz
- School of Chemical Engineering, Stanford University, Stanford, CA, 94395, USA
| | - Jeffrey D Varner
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY, 14853, USA
| |
Collapse
|
11
|
Wayman JA, Glasscock C, Mansell TJ, DeLisa MP, Varner JD. Improving designer glycan production in Escherichia coli through model-guided metabolic engineering. Metab Eng Commun 2019; 9:e00088. [PMID: 31008057 PMCID: PMC6454127 DOI: 10.1016/j.mec.2019.e00088] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2017] [Revised: 03/13/2019] [Accepted: 03/14/2019] [Indexed: 12/28/2022] Open
Abstract
Asparagine-linked (N-linked) glycosylation is the most common protein modification in eukaryotes, affecting over two-thirds of the proteome. Glycosylation is also critical to the pharmacokinetic activity and immunogenicity of many therapeutic proteins currently produced in complex eukaryotic hosts. The discovery of a protein glycosylation pathway in the pathogen Campylobacter jejuni and its subsequent transfer into laboratory strains of Escherichia coli has spurred great interest in glycoprotein production in prokaryotes. However, prokaryotic glycoprotein production has several drawbacks, including insufficient availability of non-native glycan precursors. To address this limitation, we used a constraint-based model of E. coli metabolism in combination with heuristic optimization to design gene knockout strains that overproduced glycan precursors. First, we incorporated reactions associated with C. jejuni glycan assembly into a genome-scale model of E. coli metabolism. We then identified gene knockout strains that coupled optimal growth to glycan synthesis. Simulations suggested that these growth-coupled glycan overproducing strains had metabolic imbalances that rerouted flux toward glycan precursor synthesis. We then validated the model-identified knockout strains experimentally by measuring glycan expression using a flow cytometric-based assay involving fluorescent labeling of cell surface-displayed glycans. Overall, this study demonstrates the promising role that metabolic modeling can play in optimizing the performance of a next-generation microbial glycosylation platform.
Collapse
Affiliation(s)
- Joseph A Wayman
- School of Applied and Engineering Physics, Cornell University, Ithaca, NY, 14853, USA
| | - Cameron Glasscock
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY, 14853, USA
| | - Thomas J Mansell
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY, 14853, USA
| | - Matthew P DeLisa
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY, 14853, USA
| | - Jeffrey D Varner
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY, 14853, USA
| |
Collapse
|
12
|
Vilkhovoy M, Horvath N, Shih CH, Wayman JA, Calhoun K, Swartz J, Varner JD. Sequence Specific Modeling of E. coli Cell-Free Protein Synthesis. ACS Synth Biol 2018; 7:1844-1857. [PMID: 29944340 DOI: 10.1021/acssynbio.7b00465] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Cell-free protein synthesis (CFPS) is a widely used research tool in systems and synthetic biology. However, if CFPS is to become a mainstream technology for applications such as point of care manufacturing, we must understand the performance limits and costs of these systems. Toward this question, we used sequence specific constraint based modeling to evaluate the performance of E. coli cell-free protein synthesis. A core E. coli metabolic network, describing glycolysis, the pentose phosphate pathway, energy metabolism, amino acid biosynthesis, and degradation was augmented with sequence specific descriptions of transcription and translation and effective models of promoter function. Model parameters were largely taken from literature; thus the constraint based approach coupled the transcription and translation of the protein product, and the regulation of gene expression, with the availability of metabolic resources using only a limited number of adjustable model parameters. We tested this approach by simulating the expression of two model proteins: chloramphenicol acetyltransferase and dual emission green fluorescent protein, for which we have data sets; we then expanded the simulations to a range of additional proteins. Protein expression simulations were consistent with measurements for a variety of cases. The constraint based simulations confirmed that oxidative phosphorylation was active in the CAT cell-free extract, as without it there was no feasible solution within the experimental constraints of the system. We then compared the metabolism of theoretically optimal and experimentally constrained CFPS reactions, and developed parameter free correlations which could be used to estimate productivity as a function of carbon number and promoter type. Lastly, global sensitivity analysis identified the key metabolic processes that controlled CFPS productivity and energy efficiency. In summary, sequence specific constraint based modeling of CFPS offered a novel means to a priori estimate the performance of a cell-free system, using only a limited number of adjustable parameters. While we modeled the production of a single protein in this study, the approach could easily be extended to multiprotein synthetic circuits, RNA circuits, or the cell-free production of small molecule products.
Collapse
Affiliation(s)
- Michael Vilkhovoy
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, New York 14853, United States
| | - Nicholas Horvath
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, New York 14853, United States
| | - Che-Hsiao Shih
- Davidson School of Chemical Engineering, Purdue University, West Lafayette, Indiana 47907, United States
| | - Joseph A. Wayman
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, New York 14853, United States
| | - Kara Calhoun
- School of Chemical Engineering, Stanford University, Stanford, California 94305, United States
| | - James Swartz
- School of Chemical Engineering, Stanford University, Stanford, California 94305, United States
| | - Jeffrey D. Varner
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, New York 14853, United States
| |
Collapse
|
13
|
|