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Sun X, Huang X, Park KS, Zhou X, Kennedy AA, Pretto CD, Wu Q, Wan Z, Xu Y, Gong W, Sexton JZ, Tai AW, Lei YL, Moon JJ. Self-Assembled STING-Activating Coordination Nanoparticles for Cancer Immunotherapy and Vaccine Applications. ACS Nano 2024; 18:10439-10453. [PMID: 38567994 PMCID: PMC11031738 DOI: 10.1021/acsnano.3c11374] [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] [Subscribe] [Scholar Register] [Indexed: 04/14/2024]
Abstract
The cGAS-STING pathway plays a crucial role in innate immune activation against cancer and infections, and STING agonists based on cyclic dinucleotides (CDN) have garnered attention for their potential use in cancer immunotherapy and vaccines. However, the limited drug-like properties of CDN necessitate an efficient delivery system to the immune system. To address these challenges, we developed an immunostimulatory delivery system for STING agonists. Here, we have examined aqueous coordination interactions between CDN and metal ions and report that CDN mixed with Zn2+ and Mn2+ formed distinctive crystal structures. Further pharmaceutical engineering led to the development of a functional coordination nanoparticle, termed the Zinc-Mn-CDN Particle (ZMCP), produced by a simple aqueous one-pot synthesis. Local or systemic administration of ZMCP exerted robust antitumor efficacy in mice. Importantly, recombinant protein antigens from SARS-CoV-2 can be simply loaded during the aqueous one-pot synthesis. The resulting ZMCP antigens elicited strong cellular and humoral immune responses that neutralized SARS-CoV-2, highlighting ZMCP as a self-adjuvant vaccine platform against COVID-19 and other infectious pathogens. Overall, this work establishes a paradigm for developing translational coordination nanomedicine based on drug-metal ion coordination and broadens the applicability of coordination medicine for the delivery of proteins and other biologics.
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Affiliation(s)
- Xiaoqi Sun
- Department of Pharmaceutical Sciences, University of Michigan, Ann Arbor, Michigan 48109, United States
- Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Xuehui Huang
- Department of Pharmaceutical Sciences, University of Michigan, Ann Arbor, Michigan 48109, United States
- Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Kyung Soo Park
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, Michigan 48109, United States
- Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Xingwu Zhou
- Department of Pharmaceutical Sciences, University of Michigan, Ann Arbor, Michigan 48109, United States
- Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Andrew A Kennedy
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan 48109, United States
| | - Carla D Pretto
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan 48109, United States
| | - Qi Wu
- Department of Pharmaceutical Sciences, University of Michigan, Ann Arbor, Michigan 48109, United States
- Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Ziye Wan
- Department of Pharmaceutical Sciences, University of Michigan, Ann Arbor, Michigan 48109, United States
- Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Yao Xu
- Department of Pharmaceutical Sciences, University of Michigan, Ann Arbor, Michigan 48109, United States
- Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Wang Gong
- Department of Periodontics and Oral Medicine, University of Michigan, Ann Arbor, Michigan 48109, United States
- Department of Cancer Biology at the University of Texas M.D. Anderson Cancer Center, Houston, Texas, 77030, United States
| | - Jonathan Z Sexton
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan 48109, United States
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Andrew W Tai
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan 48109, United States
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, Michigan 48109, United States
| | - Yu Leo Lei
- Department of Periodontics and Oral Medicine, University of Michigan, Ann Arbor, Michigan 48109, United States
- Department of Otolaryngology─Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan 48109, United States
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan 48109, United States
- Department of Head and Neck Surgery, Department of Cancer Biology, Department of Translational Pathology, The University of Texas M.D. Anderson Cancer Center, Houston, Texas 77030, United States
| | - James J Moon
- Department of Pharmaceutical Sciences, University of Michigan, Ann Arbor, Michigan 48109, United States
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, Michigan 48109, United States
- Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48109, United States
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan 48109, United States
- Department of Chemical Engineering, University of Michigan, Ann Arbor, Michigan 48109, United States
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McCarty SM, Clasby MC, Sexton JZ. High-Throughput Methods for the Discovery of Small Molecule Modulators of Pancreatic Beta-Cell Function and Regeneration. Assay Drug Dev Technol 2024; 22:148-159. [PMID: 38526231 DOI: 10.1089/adt.2023.119] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/26/2024] Open
Abstract
The progression of type II diabetes (T2D) is characterized by a complex and highly variable loss of beta-cell mass, resulting in impaired insulin secretion. Many T2D drug discovery efforts aimed at discovering molecules that can protect or restore beta-cell mass and function have been developed using limited beta-cell lines and primary rodent/human pancreatic islets. Various high-throughput screening methods have been used in the context of drug discovery, including luciferase-based reporter assays, glucose-stimulated insulin secretion, and high-content screening. In this context, a cornerstone of small molecule discovery has been the use of immortalized rodent beta-cell lines. Although insightful, this usage has led to a more comprehensive understanding of rodent beta-cell proliferation pathways rather than their human counterparts. Advantages gained in enhanced physiological relevance are offered by three-dimensional (3D) primary islets and pseudoislets in contrast to monolayer cultures, but these approaches have been limited to use in low-throughput experiments. Emerging methods, such as high-throughput 3D islet imaging coupled with machine learning, aim to increase the feasibility of integrating 3D microtissue structures into high-throughput screening. This review explores the current methods used in high-throughput screening for small molecule modulators of beta-cell mass and function, a potentially pivotal strategy for diabetes drug discovery.
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Affiliation(s)
- Sean M McCarty
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, Michigan, USA
- Department of Internal Medicine, Gastroenterology and Hepatology, Michigan Medicine at the University of Michigan, Ann Arbor, Michigan, USA
| | - Martin C Clasby
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, Michigan, USA
| | - Jonathan Z Sexton
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, Michigan, USA
- Department of Internal Medicine, Gastroenterology and Hepatology, Michigan Medicine at the University of Michigan, Ann Arbor, Michigan, USA
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Chen B, Lynn-Nguyen TM, Jadhav P, Halligan BS, Rossiter NJ, Guerra RM, Koshkin S, Koo I, Morlacchi P, Hanna DA, Lin J, Banerjee R, Pagliarini DJ, Patterson AD, Mosalaganti S, Sexton JZ, Calì T, Lyssiotis CA, Shah YM. BRD4-mediated epigenetic regulation of endoplasmic reticulum-mitochondria contact sites is governed by the mitochondrial complex III. bioRxiv 2024:2024.02.02.578646. [PMID: 38352460 PMCID: PMC10862858 DOI: 10.1101/2024.02.02.578646] [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: 03/04/2024]
Abstract
Inter-organellar communication is critical for cellular metabolic homeostasis. One of the most abundant inter-organellar interactions are those at the endoplasmic reticulum and mitochondria contact sites (ERMCS). However, a detailed understanding of the mechanisms governing ERMCS regulation and their roles in cellular metabolism are limited by a lack of tools that permit temporal induction and reversal. Through unbiased screening approaches, we identified fedratinib, an FDA-approved drug, that dramatically increases ERMCS abundance by inhibiting the epigenetic modifier BRD4. Fedratinib rapidly and reversibly modulates mitochondrial and ER morphology and alters metabolic homeostasis. Moreover, ERMCS modulation depends on mitochondria electron transport chain complex III function. Comparison of fedratinib activity to other reported inducers of ERMCS revealed common mechanisms of induction and function, providing clarity and union to a growing body of experimental observations. In total, our results uncovered a novel epigenetic signaling pathway and an endogenous metabolic regulator that connects ERMCS and cellular metabolism.
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Bragazzi Cunha J, Leix K, Sherman EJ, Mirabelli C, Frum T, Zhang CJ, Kennedy AA, Lauring AS, Tai AW, Sexton JZ, Spence JR, Wobus CE, Emmer BT. Type I interferon signaling induces a delayed antiproliferative response in respiratory epithelial cells during SARS-CoV-2 infection. J Virol 2023; 97:e0127623. [PMID: 37975674 PMCID: PMC10734423 DOI: 10.1128/jvi.01276-23] [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: 08/29/2023] [Accepted: 10/22/2023] [Indexed: 11/19/2023] Open
Abstract
ABSTRACT Disease progression during SARS-CoV-2 infection is tightly linked to the fate of lung epithelial cells, with severe cases of COVID-19 characterized by direct injury of the alveolar epithelium and an impairment in its regeneration from progenitor cells. The molecular pathways that govern respiratory epithelial cell death and proliferation during SARS-CoV-2 infection, however, remain unclear. We now report a high-throughput CRISPR screen for host genetic modifiers of the survival and proliferation of SARS-CoV-2-infected Calu-3 respiratory epithelial cells. The top four genes identified in our screen encode components of the same type I interferon (IFN-I) signaling complex—IFNAR1, IFNAR2, JAK1, and TYK2. The fifth gene, ACE2, was an expected control encoding the SARS-CoV-2 viral receptor. Surprisingly, despite the antiviral properties of IFN-I signaling, its disruption in our screen was associated with an increase in Calu-3 cell fitness. We validated this effect and found that IFN-I signaling did not sensitize SARS-CoV-2-infected cultures to cell death but rather inhibited the proliferation of surviving cells after the early peak of viral replication and cytopathic effect. We also found that IFN-I signaling alone, in the absence of viral infection, was sufficient to induce this delayed antiproliferative response in both Calu-3 cells and iPSC-derived type 2 alveolar epithelial cells. Together, these findings highlight a cell autonomous antiproliferative response by respiratory epithelial cells to persistent IFN-I signaling during SARS-CoV-2 infection. This response may contribute to the deficient alveolar regeneration that has been associated with COVID-19 lung injury and represents a promising area for host-targeted therapeutic development.
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Affiliation(s)
- Juliana Bragazzi Cunha
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Kyle Leix
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Emily J. Sherman
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Carmen Mirabelli
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Tristan Frum
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Charles J. Zhang
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, Michigan, USA
| | - Andrew A. Kennedy
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Adam S. Lauring
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, USA
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Andrew W. Tai
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, USA
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, Michigan, USA
- VA Ann Arbor Healthcare System, Ann Arbor, Michigan, USA
| | - Jonathan Z. Sexton
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, USA
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, Michigan, USA
| | - Jason R. Spence
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, USA
- Department of Cell and Developmental Biology, University of Michigan Medical School, Ann Arbor, Michigan, USA
- Department of Biomedical Engineering, University of Michigan College of Engineering, Ann Arbor, Michigan, USA
| | - Christiane E. Wobus
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Brian T. Emmer
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, USA
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Rietscher K, Homberg M, Kovalenko I, Sexton JZ, Rice RH, Has C, Omary MB, Magin TM. Painting and dissecting Epidermolysis Bullosa Simplex-associated keratin aggregates. J Dermatol Sci 2023; 112:109-111. [PMID: 37735021 DOI: 10.1016/j.jdermsci.2023.08.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 07/26/2023] [Accepted: 08/09/2023] [Indexed: 09/23/2023]
Affiliation(s)
- Katrin Rietscher
- Institute of Biology, Professorship of Cell and Developmental Biology, University of Leipzig, Leipzig, Germany.
| | - Melanie Homberg
- Institute of Biology, Professorship of Cell and Developmental Biology, University of Leipzig, Leipzig, Germany
| | - Ilya Kovalenko
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, USA; Department of Internal Medicine, Gastroenterology and Hepatology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, USA; U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, USA; Insilico Medicine HK Limited, Pak Shek Kok, Hong Kong
| | - Jonathan Z Sexton
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, USA; Department of Internal Medicine, Gastroenterology and Hepatology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, USA; U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, USA
| | - Robert H Rice
- Department of Environmental Toxicology, University of California, Davis, CA, USA; Forensic Science Program, University of California, Davis, CA, USA
| | - Cristina Has
- Department of Dermatology, Medical Center, University of Freiburg, Freiburg, Germany
| | - M Bishr Omary
- Center for Advanced Biotechnology and Medicine, and Robert Wood Johnson Medical School, Rutgers University, Piscataway, NJ, USA
| | - Thomas M Magin
- Institute of Biology, Professorship of Cell and Developmental Biology, University of Leipzig, Leipzig, Germany
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6
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Tromans-Coia C, Jamali N, Abbasi HS, Giuliano KA, Hagimoto M, Jan K, Kaneko E, Letzsch S, Schreiner A, Sexton JZ, Suzuki M, Trask OJ, Yamaguchi M, Yanagawa F, Yang M, Carpenter AE, Cimini BA. Assessing the performance of the Cell Painting assay across different imaging systems. Cytometry A 2023; 103:915-926. [PMID: 37789738 PMCID: PMC10841730 DOI: 10.1002/cyto.a.24786] [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: 02/13/2023] [Revised: 06/16/2023] [Accepted: 08/08/2023] [Indexed: 10/05/2023]
Abstract
Quantitative microscopy is a powerful method for performing phenotypic screens from which image-based profiling can extract a wealth of information, termed profiles. These profiles can be used to elucidate the changes in cellular phenotypes across cell populations from different patient samples or following genetic or chemical perturbations. One such image-based profiling method is the Cell Painting assay, which provides morphological insight through the imaging of eight cellular compartments. Here, we examine the performance of the Cell Painting assay across multiple high-throughput microscope systems and find that all are compatible with this assay. Furthermore, we determine independently for each microscope system the best performing settings, providing those who wish to adopt this assay an ideal starting point for their own assays. We also explore the impact of microscopy setting changes in the Cell Painting assay and find that few dramatically reduce the quality of a Cell Painting profile, regardless of the microscope used.
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Affiliation(s)
- Callum Tromans-Coia
- Broad Institute of MIT and Harvard, Cambridge MA, USA; Department: Imaging Platform
| | - Nasim Jamali
- Broad Institute of MIT and Harvard, Cambridge MA, USA; Department: Imaging Platform
| | | | | | | | | | | | | | | | | | | | | | | | | | | | - Anne E. Carpenter
- Broad Institute of MIT and Harvard, Cambridge MA, USA; Department: Imaging Platform
| | - Beth A. Cimini
- Broad Institute of MIT and Harvard, Cambridge MA, USA; Department: Imaging Platform
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7
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Gravelin M, Nguyen T, Davies M, Richards B, Sexton JZ, Gregg K, Weatherwax KJ. Real-World Data Collection from Expanded Access Case Studies for the Treatment of Nontuberculous Mycobacterial Infection with Clofazimine. medRxiv 2023:2023.10.30.23297757. [PMID: 37961189 PMCID: PMC10635239 DOI: 10.1101/2023.10.30.23297757] [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] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Background Due to its indolent nature, nontuberculous mycobacteria (NTM) are increasing in global prevalence as a cause of pulmonary infections and are difficult to treat with traditional antibiotics. Here, we study the repurposing of clofazimine (CFZ) to treat NTM through expanded access in a single health system. Our main objectives are to describe the feasibility of accessing and analyzing expanded access data and to generate hypotheses regarding CFZ use in NTM treatment. Methods A retrospective chart review was performed on patients within a single health system who had been approved for expanded access of clofazimine or who received it through an outside hospital for NTM treatment. Data were collected on patients' baseline demographics, details of their NTM infection, concomitant therapies, and results as of 30 June 2021. Results A total of 55 patients were identified upon initial review as potentially receiving CFZ for NTM infection. After excluding 19 patients who did not initiate CFZ, data from the remaining 36 patients were collected and summarized. The median age at which patients were diagnosed with NTM was 51.3 years old, with a median BMI of 21.2 kg/m2. Patients were more likely to be female (64%), have a baseline lung disease (72%), and 52% were current or former smokers at the time of their diagnosis. The most common species isolated was M. avium complex (47%) followed by M. abscessus (36%), with the most common site of infection being the lung (78%). The majority of patients presented with productive cough with excess sputum production followed by pulmonary nodules and bronchiectasis present on radiograph. Conclusions This study demonstrated the difficulty of collecting retrospective real-world data via electronic healthcare records on symptoms, side effects, and radiography from patients who obtained a drug through expanded access. Based on the findings of this study, we recommend further research into the potential use of CFZ in patients with M. abscessus pulmonary infections.
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Affiliation(s)
- Misty Gravelin
- Michigan Institute for Clinical and Health Research (MICHR), Michigan Medicine, University of Michigan
| | | | | | - Blair Richards
- Michigan Institute for Clinical and Health Research (MICHR), Michigan Medicine, University of Michigan
| | - Jonathan Z. Sexton
- College of Pharmacy, University of Michigan
- Department of Internal Medicine, Michigan Medicine, University of Michigan
| | - Kevin Gregg
- Department of Internal Medicine, Michigan Medicine, University of Michigan
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Frum T, Hsu PP, Hein RFC, Conchola AS, Zhang CJ, Utter OR, Anand A, Zhang Y, Clark SG, Glass I, Sexton JZ, Spence JR. Opposing roles for TGFβ- and BMP-signaling during nascent alveolar differentiation in the developing human lung. NPJ Regen Med 2023; 8:48. [PMID: 37689780 PMCID: PMC10492838 DOI: 10.1038/s41536-023-00325-z] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Accepted: 08/31/2023] [Indexed: 09/11/2023] Open
Abstract
Alveolar type 2 (AT2) cells function as stem cells in the adult lung and aid in repair after injury. The current study aimed to understand the signaling events that control differentiation of this therapeutically relevant cell type during human development. Using lung explant and organoid models, we identified opposing effects of TGFβ- and BMP-signaling, where inhibition of TGFβ- and activation of BMP-signaling in the context of high WNT- and FGF-signaling efficiently differentiated early lung progenitors into AT2-like cells in vitro. AT2-like cells differentiated in this manner exhibit surfactant processing and secretion capabilities, and long-term commitment to a mature AT2 phenotype when expanded in media optimized for primary AT2 culture. Comparing AT2-like cells differentiated with TGFβ-inhibition and BMP-activation to alternative differentiation approaches revealed improved specificity to the AT2 lineage and reduced off-target cell types. These findings reveal opposing roles for TGFβ- and BMP-signaling in AT2 differentiation and provide a new strategy to generate a therapeutically relevant cell type in vitro.
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Affiliation(s)
- Tristan Frum
- Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Peggy P Hsu
- Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
- Rogel Cancer Center, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Renee F C Hein
- Department of Cell and Developmental Biology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Ansley S Conchola
- Program in Cell and Molecular Biology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Charles J Zhang
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Olivia R Utter
- Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Abhinav Anand
- Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Yi Zhang
- Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Sydney G Clark
- Program in Cell and Molecular Biology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Ian Glass
- Department of Pediatrics, Genetic Medicine, University of Washington, Seattle, WA, 98195, USA
| | - Jonathan Z Sexton
- Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, 48109, USA
- Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, 48109, USA
- Michigan Institute for Clinical and Health Research, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Jason R Spence
- Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA.
- Department of Cell and Developmental Biology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA.
- Department of Biomedical Engineering, University of Michigan College of Engineering, Ann Arbor, MI, 48109, USA.
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9
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McCarty SM, Clasby MC, Sexton JZ. Automated High-Throughput, High-Content 3D Imaging of Intact Pancreatic Islets. SLAS Discov 2023:S2472-5552(23)00052-7. [PMID: 37527729 DOI: 10.1016/j.slasd.2023.07.003] [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] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Revised: 07/24/2023] [Accepted: 07/26/2023] [Indexed: 08/03/2023]
Abstract
Diabetes poses a global health crisis affecting individuals across age groups and backgrounds, with a prevalence estimate of 700 million people worldwide by 2045. Current therapeutic strategies primarily rely on insulin therapy or hypoglycemic agents, which fail to address the root cause of the disease - the loss of pancreatic insulin-producing beta-cells. Therefore, bioassays that recapitulate intact islets are needed to enable drug discovery for beta-cell replenishment, protection from beta-cell loss, and islet-cell interactions. Standard cancer insulinoma beta-cell lines MIN6 and INS-1 have been used to interrogate beta-cell metabolic pathways and function but are not suitable for studying proliferative effects. Screening using primary human/rodent intact islets offers a higher level of physiological relevance to enhance diabetes drug discovery and development. However, the 3-dimensionality of intact islets have presented challenges in developing robust, high-throughput assays to detect beta-cell proliferative effects. Established methods rely on either dissociated islet cells plated in 2D monolayer cultures for imaging or reconstituted pseudo-islets formed in round bottom plates to achieve homogeneity. These approaches have significant limitations due to the islet cell dispersion process. To address these limitations, we have developed a robust, intact ex vivo pancreatic islet bioassay in 384-well format that is capable of detecting diabetes-relevant endpoints including beta-cell proliferation, chemoprotection, and islet spatial morphometrics.
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Affiliation(s)
- Sean M McCarty
- Department of Medicinal Chemistry, College of Pharmacy, Ann Arbor, MI, USA; Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Martin C Clasby
- Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Jonathan Z Sexton
- Department of Medicinal Chemistry, College of Pharmacy, Ann Arbor, MI, USA; Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, MI, USA; University of Michigan Center for Drug Repurposing, Ann Arbor, MI, USA
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10
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Qiao Y, Wotring JW, Zheng Y, Zhang CJ, Zhang Y, Jiang X, Pretto CD, Eyunni S, Parolia A, He T, Cheng C, Cao X, Wang R, Su F, Ellison SJ, Wang Y, Qin J, Yan H, Zhou Q, Ma L, Sexton JZ, Chinnaiyan AM. Proxalutamide reduces SARS-CoV-2 infection and associated inflammatory response. Proc Natl Acad Sci U S A 2023; 120:e2221809120. [PMID: 37459541 PMCID: PMC10372636 DOI: 10.1073/pnas.2221809120] [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: 12/23/2022] [Accepted: 06/12/2023] [Indexed: 07/20/2023] Open
Abstract
Early in the COVID-19 pandemic, data suggested that males had a higher risk of developing severe disease and that androgen deprivation therapy might be associated with protection. Combined with the fact that TMPRSS2 (transmembrane serine protease 2), a host entry factor for the SARS-CoV-2 virus, was a well-known androgen-regulated gene, this led to an upsurge of research investigating androgen receptor (AR)-targeting drugs. Proxalutamide, an AR antagonist, was shown in initial clinical studies to benefit COVID-19 patients; however, further validation is needed as one study was retracted. Due to continued interest in proxalutamide, which is in phase 3 trials, we examined its ability to impact SARS-CoV-2 infection and downstream inflammatory responses. Proxalutamide exerted similar effects as enzalutamide, an AR antagonist prescribed for advanced prostate cancer, in decreasing AR signaling and expression of TMPRSS2 and angiotensin-converting enzyme 2 (ACE2), the SARS-CoV-2 receptor. However, proxalutamide led to degradation of AR protein, which was not observed with enzalutamide. Proxalutamide inhibited SARS-CoV-2 infection with an IC50 value of 97 nM, compared to 281 nM for enzalutamide. Importantly, proxalutamide inhibited infection by multiple SARS-CoV-2 variants and synergized with remdesivir. Proxalutamide protected against cell death in response to tumor necrosis factor alpha and interferon gamma, and overall survival of mice was increased with proxalutamide treatment prior to cytokine exposure. Mechanistically, we found that proxalutamide increased levels of NRF2, an essential transcription factor that mediates antioxidant responses, and decreased lung inflammation. These data provide compelling evidence that proxalutamide can prevent SARS-CoV-2 infection and cytokine-induced lung damage, suggesting that promising clinical data may emerge from ongoing phase 3 trials.
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Affiliation(s)
- Yuanyuan Qiao
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI48109
- Department of Pathology, University of Michigan, Ann Arbor, MI48109
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI48109
| | - Jesse W. Wotring
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI48109
| | - Yang Zheng
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI48109
| | - Charles J. Zhang
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI48109
| | - Yuping Zhang
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI48109
- Department of Pathology, University of Michigan, Ann Arbor, MI48109
| | - Xia Jiang
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI48109
| | - Carla D. Pretto
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI48109
| | - Sanjana Eyunni
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI48109
| | - Abhijit Parolia
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI48109
| | - Tongchen He
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI48109
| | - Caleb Cheng
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI48109
| | - Xuhong Cao
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI48109
| | - Rui Wang
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI48109
| | - Fengyun Su
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI48109
| | - Stephanie J. Ellison
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI48109
| | - Yini Wang
- State Key Laboratory of Proteomics, Beijing Proteome Research Center, National Center for Protein Sciences (Beijing), Beijing Institute of Lifeomics, Beijing102206, China
| | - Jun Qin
- State Key Laboratory of Proteomics, Beijing Proteome Research Center, National Center for Protein Sciences (Beijing), Beijing Institute of Lifeomics, Beijing102206, China
| | - Honghua Yan
- Kintor Pharmaceutical Limited, Suzhou Industrial Park, Suzhuo215123, China
| | - Qianxiang Zhou
- Kintor Pharmaceutical Limited, Suzhou Industrial Park, Suzhuo215123, China
| | - Liandong Ma
- Kintor Pharmaceutical Limited, Suzhou Industrial Park, Suzhuo215123, China
| | - Jonathan Z. Sexton
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI48109
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI48109
- Center for Drug Repurposing, University of Michigan, Ann Arbor, MI48109
- Michigan Institute for Clinical and Health Research, University of Michigan, Ann Arbor, MI48109
- Department of Pharmacology, University of Michigan, Ann Arbor, MI48109
| | - Arul M. Chinnaiyan
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI48109
- Department of Pathology, University of Michigan, Ann Arbor, MI48109
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI48109
- HHMI, University of Michigan, Ann Arbor, MI48109
- Department of Urology, University of Michigan, Ann Arbor, MI48109
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11
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Metzner K, O’Meara MJ, Halligan B, Wotring JW, Sexton JZ, O’Meara TR. Imaging-Based Screening Identifies Modulators of the eIF3 Translation Initiation Factor Complex in Candida albicans. Antimicrob Agents Chemother 2023; 67:e0050323. [PMID: 37382550 PMCID: PMC10353439 DOI: 10.1128/aac.00503-23] [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: 04/18/2023] [Accepted: 06/07/2023] [Indexed: 06/30/2023] Open
Abstract
Fungal pathogens like Candida albicans can cause devastating human disease. Treatment of candidemia is complicated by the high rate of resistance to common antifungal therapies. Additionally, there is host toxicity associated with many antifungal compounds due to the conservation between essential mammalian and fungal proteins. An attractive new approach for antimicrobial development is to target virulence factors: non-essential processes that are required for the organism to cause disease in human hosts. This approach expands the potential target space while reducing the selective pressure toward resistance, as these targets are not essential for viability. In C. albicans, a key virulence factor is the ability to transition to hyphal morphology. We developed a high-throughput image analysis pipeline to distinguish between yeast and filamentous growth in C. albicans at the single cell level. Based on this phenotypic assay, we screened the FDA drug repurposing library of 2,017 compounds for their ability to inhibit filamentation and identified 33 compounds that block the hyphal transition in C. albicans with IC50 values ranging from 0.2 to 150 μM. Multiple compounds showed a phenyl sulfone chemotype, prompting further analysis. Of these phenyl sulfones, NSC 697923 displayed the most efficacy, and by selecting for resistant mutants, we identified eIF3 as the target of NSC 697923 in C. albicans.
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Affiliation(s)
- Katura Metzner
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Matthew J. O’Meara
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA
| | - Benjamin Halligan
- University of Michigan Center for Drug Repurposing, Ann Arbor, Michigan, USA
- Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Jesse W. Wotring
- University of Michigan Center for Drug Repurposing, Ann Arbor, Michigan, USA
- Department of Medicinal Chemistry, College of Pharmacy, Ann Arbor, Michigan, USA
| | - Jonathan Z. Sexton
- University of Michigan Center for Drug Repurposing, Ann Arbor, Michigan, USA
- Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, Michigan, USA
- Department of Medicinal Chemistry, College of Pharmacy, Ann Arbor, Michigan, USA
| | - Teresa R. O’Meara
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, Michigan, USA
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12
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Tromans-Coia C, Jamali N, Abbasi HS, Giuliano KA, Hagimoto M, Jan K, Kaneko E, Letzsch S, Schreiner A, Sexton JZ, Suzuki M, Trask OJ, Yamaguchi M, Yanagawa F, Yang M, Carpenter AE, Cimini BA. Assessing the performance of the Cell Painting assay across different imaging systems. bioRxiv 2023:2023.02.15.528711. [PMID: 36824835 PMCID: PMC9949001 DOI: 10.1101/2023.02.15.528711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/17/2023]
Abstract
Quantitative microscopy is a powerful method for performing phenotypic screens from which image-based profiling can extract a wealth of information, termed profiles. These profiles can be used to elucidate the changes in cellular phenotypes across cell populations from different patient samples or following genetic or chemical perturbations. One such image-based profiling method is the Cell Painting assay, which provides morphological insight through the imaging of eight cellular compartments. Here, we examine the performance of the Cell Painting assay across multiple high-throughput microscope systems and find that all are compatible with this assay. Furthermore, we determine independently for each microscope system the best performing settings, providing those who wish to adopt this assay an ideal starting point for their own assays. We also explore the impact of microscopy setting changes in the Cell Painting assay and find that few dramatically reduce the quality of a Cell Painting profile, regardless of the microscope used.
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13
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Takla TN, Luo J, Sudyk R, Huang J, Walker JC, Vora NL, Sexton JZ, Parent JM, Tidball AM. A Shared Pathogenic Mechanism for Valproic Acid and SHROOM3 Knockout in a Brain Organoid Model of Neural Tube Defects. Cells 2023; 12:1697. [PMID: 37443734 PMCID: PMC10340169 DOI: 10.3390/cells12131697] [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: 04/11/2023] [Revised: 06/17/2023] [Accepted: 06/19/2023] [Indexed: 07/15/2023] Open
Abstract
Neural tube defects (NTDs), including anencephaly and spina bifida, are common major malformations of fetal development resulting from incomplete closure of the neural tube. These conditions lead to either universal death (anencephaly) or severe lifelong complications (spina bifida). Despite hundreds of genetic mouse models of neural tube defect phenotypes, the genetics of human NTDs are poorly understood. Furthermore, pharmaceuticals, such as antiseizure medications, have been found clinically to increase the risk of NTDs when administered during pregnancy. Therefore, a model that recapitulates human neurodevelopment would be of immense benefit to understand the genetics underlying NTDs and identify teratogenic mechanisms. Using our self-organizing single rosette cortical organoid (SOSR-COs) system, we have developed a high-throughput image analysis pipeline for evaluating the SOSR-CO structure for NTD-like phenotypes. Similar to small molecule inhibition of apical constriction, the antiseizure medication valproic acid (VPA), a known cause of NTDs, increases the apical lumen size and apical cell surface area in a dose-responsive manner. GSK3β and HDAC inhibitors caused similar lumen expansion; however, RNA sequencing suggests VPA does not inhibit GSK3β at these concentrations. The knockout of SHROOM3, a well-known NTD-related gene, also caused expansion of the lumen, as well as reduced f-actin polarization. The increased lumen sizes were caused by reduced cell apical constriction, suggesting that impingement of this process is a shared mechanism for VPA treatment and SHROOM3-KO, two well-known causes of NTDs. Our system allows the rapid identification of NTD-like phenotypes for both compounds and genetic variants and should prove useful for understanding specific NTD mechanisms and predicting drug teratogenicity.
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Affiliation(s)
- Taylor N. Takla
- Department of Neurology, Medical School, University of Michigan, Ann Arbor, MI 48109, USA (R.S.)
| | - Jinghui Luo
- Department of Neurology, Medical School, University of Michigan, Ann Arbor, MI 48109, USA (R.S.)
| | - Roksolana Sudyk
- Department of Neurology, Medical School, University of Michigan, Ann Arbor, MI 48109, USA (R.S.)
| | - Joy Huang
- Department of Neurology, Medical School, University of Michigan, Ann Arbor, MI 48109, USA (R.S.)
| | - John Clayton Walker
- Department of Neurology, Medical School, University of Michigan, Ann Arbor, MI 48109, USA (R.S.)
| | - Neeta L. Vora
- Department of Obstetrics and Gynecology, Division of Maternal-Fetal Medicine, School of Medicine, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Jonathan Z. Sexton
- Department of Internal Medicine, Medical School, University of Michigan, Ann Arbor, MI 48109, USA
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI 48109, USA
- Center for Drug Repurposing, University of Michigan, Ann Arbor, MI 48109, USA
| | - Jack M. Parent
- Department of Neurology, Medical School, University of Michigan, Ann Arbor, MI 48109, USA (R.S.)
- Michigan Neuroscience Institute, Medical School, University of Michigan, Ann Arbor, MI 48109, USA
- VA Ann Arbor Healthcare System, Ann Arbor, MI 48105, USA
| | - Andrew M. Tidball
- Department of Neurology, Medical School, University of Michigan, Ann Arbor, MI 48109, USA (R.S.)
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14
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Procario MC, Sexton JZ, Halligan BS, Imperiale MJ. Single-Cell, High-Content Microscopy Analysis of BK Polyomavirus Infection. Microbiol Spectr 2023; 11:e0087323. [PMID: 37154756 PMCID: PMC10269497 DOI: 10.1128/spectrum.00873-23] [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: 02/27/2023] [Accepted: 04/08/2023] [Indexed: 05/10/2023] Open
Abstract
By adulthood, the majority of the population is persistently infected with BK polyomavirus (BKPyV). Only a subset of the population, generally transplant recipients on immunosuppressive drugs, will experience disease from BKPyV, but those who do have few treatment options and, frequently, poor outcomes, because to date there are no effective antivirals to treat or approved vaccines to prevent BKPyV. Most studies of BKPyV have been performed on bulk populations of cells, and the dynamics of infection at single-cell resolution have not been explored. As a result, much of our knowledge is based upon the assumption that all cells within a greater population are behaving the same way with respect to infection. The present study examines BKPyV infection on a single-cell level using high-content microscopy to measure and analyze the viral protein large T antigen (TAg), promyelocytic leukemia protein (PML), DNA, and nuclear morphological features. We observed significant heterogeneity among infected cells, within and across time points. We found that the levels of TAg within individual cells did not necessarily increase with time and that cells with the same TAg levels varied in other ways. Overall, high-content, single-cell microscopy is a novel approach to studying BKPyV that enables experimental insight into the heterogenous nature of the infection. IMPORTANCE BK polyomavirus (BKPyV) is a human pathogen that infects nearly everyone by adulthood and persists throughout a person's life. Only people with significant immune suppression develop disease from the virus, however. Until recently the only practical means of studying many viral infections was to infect a group of cells in the laboratory and measure the outcomes in that group. However, interpreting these bulk population experiments requires the assumption that infection influences all cells within a group similarly. This assumption has not held for multiple viruses tested so far. Our study establishes a novel single-cell microscopy assay for BKPyV infection. Using this assay, we discovered differences among individual infected cells that have not been apparent in bulk population studies. The knowledge gained in this study and the potential for future use demonstrate the power of this assay as a tool for understanding the biology of BKPyV.
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Affiliation(s)
- Megan C. Procario
- Department of Microbiology and Immunology, Medical School, University of Michigan, Ann Arbor, Michigan, USA
| | - Jonathan Z. Sexton
- Department of Internal Medicine, Medical School, University of Michigan, Ann Arbor, Michigan, USA
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, Michigan, USA
- Center for Drug Repurposing, University of Michigan, Ann Arbor, Michigan, USA
| | - Benjamin S. Halligan
- Department of Internal Medicine, Medical School, University of Michigan, Ann Arbor, Michigan, USA
| | - Michael J. Imperiale
- Department of Microbiology and Immunology, Medical School, University of Michigan, Ann Arbor, Michigan, USA
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan, USA
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15
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Peiffer A, Garlick JM, Wu Y, Wotring JW, Arora S, Harmata AS, Bochar DA, Stephenson CJ, Soellner MB, Sexton JZ, Brooks CL, Mapp AK. TMPRSS2 Inhibitor Discovery Facilitated through an In Silico and Biochemical Screening Platform. ACS Med Chem Lett 2023; 14:860-866. [PMID: 37284689 PMCID: PMC10237299 DOI: 10.1021/acsmedchemlett.3c00035] [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] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Accepted: 05/18/2023] [Indexed: 06/08/2023] Open
Abstract
The COVID-19 pandemic has highlighted the need for new antiviral approaches because many of the currently approved drugs have proven ineffective against mitigating SARS-CoV-2 infections. The host transmembrane serine protease TMPRSS2 is a promising antiviral target because it plays a role in priming the spike protein before viral entry occurs for the most virulent variants. Further, TMPRSS2 has no established physiological role, thereby increasing its attractiveness as a target for antiviral agents. Here, we utilize virtual screening to curate large libraries into a focused collection of potential inhibitors. Optimization of a recombinant expression and purification protocol for the TMPRSS2 peptidase domain facilitates subsequent biochemical screening and characterization of selected compounds from the curated collection in a kinetic assay. In doing so, we identify new noncovalent TMPRSS2 inhibitors that block SARS-CoV-2 infectivity in a cellular model. One such inhibitor, debrisoquine, has high ligand efficiency, and an initial structure-activity relationship study demonstrates that debrisoquine is a tractable hit compound for TMPRSS2.
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Affiliation(s)
- Amanda
L. Peiffer
- Life
Sciences Institute, University of Michigan, Ann Arbor, Michigan 48019, United States
- Program
in Chemical Biology, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Julie M. Garlick
- Life
Sciences Institute, University of Michigan, Ann Arbor, Michigan 48019, United States
- Department
of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Yujin Wu
- Department
of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Jesse W. Wotring
- Department
of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Sahil Arora
- Department
of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Alexander S. Harmata
- Department
of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Daniel A. Bochar
- Department
of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Corey J. Stephenson
- Department
of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Matthew B. Soellner
- Program
in Chemical Biology, University of Michigan, Ann Arbor, Michigan 48109, United States
- Department
of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Jonathan Z. Sexton
- Department
of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, Michigan 48109, United States
- University
of Michigan Medical School, Ann
Arbor, Michigan 48109, United States
| | - Charles L. Brooks
- Program
in Chemical Biology, University of Michigan, Ann Arbor, Michigan 48109, United States
- Department
of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
- Department
of Biophysics, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Anna K. Mapp
- Life
Sciences Institute, University of Michigan, Ann Arbor, Michigan 48019, United States
- Program
in Chemical Biology, University of Michigan, Ann Arbor, Michigan 48109, United States
- Department
of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
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16
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Frum T, Hsu PP, Hein RFC, Conchola AS, Zhang CJ, Utter OR, Anand A, Zhang Y, Clark SG, Glass I, Sexton JZ, Spence JR. Opposing roles for TGFβ- and BMP-signaling during nascent alveolar differentiation in the developing human lung. bioRxiv 2023:2023.05.05.539573. [PMID: 37205521 PMCID: PMC10187311 DOI: 10.1101/2023.05.05.539573] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Alveolar type 2 (AT2) cells function as stem cells in the adult lung and aid in repair after injury. The current study aimed to understand the signaling events that control differentiation of this therapeutically relevant cell type during human development. Using lung explant and organoid models, we identified opposing effects of TGFβ- and BMP-signaling, where inhibition of TGFβ- and activation of BMP-signaling in the context of high WNT- and FGF-signaling efficiently differentiated early lung progenitors into AT2-like cells in vitro . AT2-like cells differentiated in this manner exhibit surfactant processing and secretion capabilities, and long-term commitment to a mature AT2 phenotype when expanded in media optimized for primary AT2 culture. Comparing AT2-like cells differentiated with TGFβ-inhibition and BMP-activation to alternative differentiation approaches revealed improved specificity to the AT2 lineage and reduced off-target cell types. These findings reveal opposing roles for TGFβ- and BMP-signaling in AT2 differentiation and provide a new strategy to generate a therapeutically relevant cell type in vitro .
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17
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Metzner K, O’Meara MJ, Halligan B, Wotring JW, Sexton JZ, O’Meara TR. Imaging-based screening identifies modulators of the eIF3 translation initiation factor complex in Candida albicans. bioRxiv 2023:2023.04.19.537517. [PMID: 37131825 PMCID: PMC10153179 DOI: 10.1101/2023.04.19.537517] [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: 05/04/2023]
Abstract
Fungal pathogens like Candida albicans can cause devastating human disease. Treatment of candidemia is complicated by the high rate of resistance to common antifungal therapies. Additionally, there is host toxicity associated with many antifungal compounds due to the conservation between essential mammalian and fungal proteins. An attractive new approach for antimicrobial development is to target virulence factors: non-essential processes that are required for the organism to cause disease in human hosts. This approach expands the potential target space while reducing the selective pressure towards resistance, as these targets are not essential for viability. In C. albicans, a key virulence factor is the ability to transition to hyphal morphology. We developed a high-throughput image analysis pipeline to distinguish between yeast and filamentous growth in C. albicans at the single cell level. Based on this phenotypic assay, we screened the FDA drug repurposing library of 2,017 compounds for their ability to inhibit filamentation and identified 33 compounds that block the hyphal transition in C. albicans with IC 50 values ranging from 0.2 to 150 µM. Multiple compounds showed a phenyl vinyl sulfone chemotype, prompting further analysis. Of these phenyl vinyl sulfones, NSC 697923 displayed the most efficacy, and by selecting for resistant mutants, we identified eIF3 as the target of NSC 697923 in C. albicans .
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Affiliation(s)
- Katura Metzner
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Matthew J O’Meara
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | - Benjamin Halligan
- University of Michigan Center for Drug Repurposing, USA
- Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Jesse W. Wotring
- Department of Medicinal Chemistry, College of Pharmacy, Ann Arbor, MI, USA
- University of Michigan Center for Drug Repurposing, USA
| | - Jonathan Z Sexton
- Department of Medicinal Chemistry, College of Pharmacy, Ann Arbor, MI, USA
- University of Michigan Center for Drug Repurposing, USA
- Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Teresa R O’Meara
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, USA
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18
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Takla TN, Luo J, Sudyk R, Huang J, Walker JC, Vora NL, Sexton JZ, Parent JM, Tidball AM. A Shared Pathogenic Mechanism for Valproic Acid and SHROOM3 Knockout in a Brain Organoid Model of Neural Tube Defects. bioRxiv 2023:2023.04.11.536245. [PMID: 37090564 PMCID: PMC10120643 DOI: 10.1101/2023.04.11.536245] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/25/2023]
Abstract
Neural tube defects (NTDs) including anencephaly and spina bifida are common major malformations of fetal development resulting from incomplete closure of the neural tube. These conditions lead to either universal death (anencephaly) or life-long severe complications (spina bifida). Despite hundreds of genetic mouse models having neural tube defect phenotypes, the genetics of human NTDs are poorly understood. Furthermore, pharmaceuticals such as antiseizure medications have been found clinically to increase the risk of NTDs when administered during pregnancy. Therefore, a model that recapitulates human neurodevelopment would be of immense benefit to understand the genetics underlying NTDs and identify teratogenic mechanisms. Using our self-organizing single rosette spheroid (SOSRS) brain organoid system, we have developed a high-throughput image analysis pipeline for evaluating SOSRS structure for NTD-like phenotypes. Similar to small molecule inhibition of apical constriction, the antiseizure medication valproic acid (VPA), a known cause of NTDs, increases the apical lumen size and apical cell surface area in a dose-responsive manner. This expansion was mimicked by GSK3β and HDAC inhibitors; however, RNA sequencing suggests VPA does not inhibit GSK3β at these concentrations. Knockout of SHROOM3, a well-known NTD-related gene, also caused expansion of the lumen as well as reduced f-actin polarization. The increased lumen sizes were caused by reduced cell apical constriction suggesting that impingement of this process is a shared mechanism for VPA treatment and SHROOM3-KO, two well-known causes of NTDs. Our system allows the rapid identification of NTD-like phenotypes for both compounds and genetic variants and should prove useful for understanding specific NTD mechanisms and predicting drug teratogenicity.
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Affiliation(s)
- Taylor N. Takla
- Department of Neurology, University of Michigan Medical School, Ann Arbor, MI
| | - Jinghui Luo
- Department of Neurology, University of Michigan Medical School, Ann Arbor, MI
| | - Roksolana Sudyk
- Department of Neurology, University of Michigan Medical School, Ann Arbor, MI
| | - Joy Huang
- Department of Neurology, University of Michigan Medical School, Ann Arbor, MI
| | - J. Clayton Walker
- Department of Neurology, University of Michigan Medical School, Ann Arbor, MI
| | - Neeta L. Vora
- Department of Obstetrics and Gynecology, Division of Maternal-Fetal Medicine, University of North Carolina School of Medicine, Chapel Hill, NC
| | - Jonathan Z. Sexton
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI
- Department of Medicinal Chemistry, University of Michigan College of Pharmacy, Ann Arbor, MI
- Center for Drug Repurposing, University of Michigan, Ann Arbor, MI
| | - Jack M. Parent
- Department of Neurology, University of Michigan Medical School, Ann Arbor, MI
- Michigan Neuroscience Institute, University of Michigan Medical School, Ann Arbor, MI
- VA Ann Arbor Healthcare System, Ann Arbor, MI
| | - Andrew M. Tidball
- Department of Neurology, University of Michigan Medical School, Ann Arbor, MI
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19
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Vohnoutka RB, Kuppa A, Hegde Y, Chen Y, Pant A, Tohme ME, (Karen) Choi EY, McCarty SM, Bagchi DP, Du X, Chen Y, Chen VL, Mori H, Bielak LF, Maguire LH, Handelman SK, Sexton JZ, Saunders TL, Halligan BD, Speliotes EK. Knockout of murine Lyplal1 confers sex-specific protection against diet-induced obesity. J Mol Endocrinol 2023; 70:e220131. [PMID: 36748836 PMCID: PMC10947332 DOI: 10.1530/jme-22-0131] [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: 12/08/2022] [Accepted: 02/06/2023] [Indexed: 02/08/2023]
Abstract
Human genome-wide association studies found single-nucleotide polymorphisms (SNPs) near LYPLAL1 (Lysophospholipase-like protein 1) that have sex-specific effects on fat distribution and metabolic traits. To determine whether altering LYPLAL1 affects obesity and metabolic disease, we created and characterized a mouse knockout (KO) of Lyplal1. We fed the experimental group of mice a high-fat, high-sucrose (HFHS) diet for 23 weeks, and the controls were fed regular chow diet. Here, we show that CRISPR-Cas9 whole-body Lyplal1 KO mice fed an HFHS diet showed sex-specific differences in weight gain and fat accumulation as compared to chow diet. Female, not male, KO mice weighed less than WT mice, had reduced body fat percentage, had white fat mass, and had adipocyte diameter not accounted for by changes in the metabolic rate. Female, but not male, KO mice had increased serum triglycerides, decreased aspartate, and decreased alanine aminotransferase. Lyplal1 KO mice of both sexes have reduced liver triglycerides and steatosis. These diet-specific effects resemble the effects of SNPs near LYPLAL1 in humans, suggesting that LYPLAL1 has an evolutionary conserved sex-specific effect on adiposity. This murine model can be used to study this novel gene-by-sex-by-diet interaction to elucidate the metabolic effects of LYPLAL1 on human obesity.
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Affiliation(s)
- Rishel B. Vohnoutka
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, Ann Arbor, MI - 48109
- Abcam, Waltham, MA – 02453
| | - Annapurna Kuppa
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, Ann Arbor, MI - 48109
| | - Yash Hegde
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, Ann Arbor, MI - 48109
- College of Human Medicine, Michigan State University, East Lansing, MI – 48824
| | - Yue Chen
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, Ann Arbor, MI - 48109
| | - Asmita Pant
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, Ann Arbor, MI - 48109
| | - Maurice E. Tohme
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, Ann Arbor, MI - 48109
| | | | - Sean M. McCarty
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI - 48109
| | - Devika P. Bagchi
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI – 48019
| | - Xiaomeng Du
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, Ann Arbor, MI - 48109
| | - Yanhua Chen
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, Ann Arbor, MI - 48109
| | - Vincent L. Chen
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, Ann Arbor, MI - 48109
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI - 48109
| | - Hiroyuki Mori
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI – 48019
| | - Lawrence F. Bielak
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI – 48109
| | - Lillias H. Maguire
- Hospital of the University of Pennsylvania, Philadelphia, PA – 19104
- Corporal Michael Crescenz VAMC, Philadelphia PA – 19104-4551
| | - Samuel K. Handelman
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, Ann Arbor, MI - 48109
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI - 48109
| | - Jonathan Z. Sexton
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI - 48109
| | - Thomas L. Saunders
- University of Michigan Transgenic Animal Model Core, Biomedical Research Core Facilities, Ann Arbor, MI - 48109
- Division of Genetic Medicine, Department of Internal Medicine, University of Michigan, Ann Arbor, MI – 48109
| | - Brian D. Halligan
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, Ann Arbor, MI - 48109
| | - Elizabeth K. Speliotes
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, Ann Arbor, MI - 48109
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI - 48109
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20
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Childs CJ, Holloway EM, Sweet CW, Tsai YH, Wu A, Vallie A, Eiken MK, Capeling MM, Zwick RK, Palikuqi B, Trentesaux C, Wu JH, Pellón-Cardenas O, Zhang CJ, Glass I, Loebel C, Yu Q, Camp JG, Sexton JZ, Klein OD, Verzi MP, Spence JR. EPIREGULIN creates a developmental niche for spatially organized human intestinal enteroids. JCI Insight 2023; 8:e165566. [PMID: 36821371 PMCID: PMC10070114 DOI: 10.1172/jci.insight.165566] [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: 09/19/2022] [Accepted: 02/07/2023] [Indexed: 02/24/2023] Open
Abstract
Epithelial organoids derived from intestinal tissue, called enteroids, recapitulate many aspects of the organ in vitro and can be used for biological discovery, personalized medicine, and drug development. Here, we interrogated the cell signaling environment within the developing human intestine to identify niche cues that may be important for epithelial development and homeostasis. We identified an EGF family member, EPIREGULIN (EREG), which is robustly expressed in the developing human crypt. Enteroids generated from the developing human intestine grown in standard culture conditions, which contain EGF, are dominated by stem and progenitor cells and feature little differentiation and no spatial organization. Our results demonstrate that EREG can replace EGF in vitro, and EREG leads to spatially resolved enteroids that feature budded and proliferative crypt domains and a differentiated villus-like central lumen. Multiomic (transcriptome plus epigenome) profiling of native crypts, EGF-grown enteroids, and EREG-grown enteroids showed that EGF enteroids have an altered chromatin landscape that is dependent on EGF concentration, downregulate the master intestinal transcription factor CDX2, and ectopically express stomach genes, a phenomenon that is reversible. This is in contrast to EREG-grown enteroids, which remain intestine like in culture. Thus, EREG creates a homeostatic intestinal niche in vitro, enabling interrogation of stem cell function, cellular differentiation, and disease modeling.
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Affiliation(s)
- Charlie J. Childs
- Department of Cell and Developmental Biology, University of Michigan Medical School, Ann Arbor, Michigan, USA
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA
| | - Emily M. Holloway
- Department of Cell and Developmental Biology, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Caden W. Sweet
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, and
| | - Yu-Hwai Tsai
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, and
| | - Angeline Wu
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, and
| | - Abigail Vallie
- Graduate Program in Cellular and Molecular Biology, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Madeline K. Eiken
- Department of Biomedical Engineering, University of Michigan Medical School and University of Michigan College of Engineering, Ann Arbor, Michigan, USA
| | - Meghan M. Capeling
- Department of Biomedical Engineering, University of Michigan Medical School and University of Michigan College of Engineering, Ann Arbor, Michigan, USA
| | - Rachel K. Zwick
- Program in Craniofacial Biology and Department of Orofacial Sciences, University of California, San Francisco, San Francisco, California, USA
| | - Brisa Palikuqi
- Program in Craniofacial Biology and Department of Orofacial Sciences, University of California, San Francisco, San Francisco, California, USA
| | - Coralie Trentesaux
- Program in Craniofacial Biology and Department of Orofacial Sciences, University of California, San Francisco, San Francisco, California, USA
| | - Joshua H. Wu
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, and
| | - Oscar Pellón-Cardenas
- New Jersey Medical School, Rutgers, The State University of New Jersey, Newark, New Jersey, USA
| | - Charles J. Zhang
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, Michigan, USA
| | - Ian Glass
- Genetic Medicine, Department of Pediatrics, University of Washington, Seattle, Washington, USA
| | - Claudia Loebel
- Department of Biomedical Engineering, University of Michigan Medical School and University of Michigan College of Engineering, Ann Arbor, Michigan, USA
- Department of Materials Science and Engineering, University of Michigan College of Engineering, Ann Arbor, Michigan, USA
| | - Qianhui Yu
- Roche Institute for Translational Bioengineering (ITB), Roche Pharma Research and Early Development, Roche Innovation Center, Basel, Switzerland
- Institute of Molecular and Clinical Ophthalmology Basel, Basel, Switzerland
| | - J. Gray Camp
- Roche Institute for Translational Bioengineering (ITB), Roche Pharma Research and Early Development, Roche Innovation Center, Basel, Switzerland
- Institute of Molecular and Clinical Ophthalmology Basel, Basel, Switzerland
| | - Jonathan Z. Sexton
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, and
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, Michigan, USA
| | - Ophir D. Klein
- Program in Craniofacial Biology and Department of Orofacial Sciences, University of California, San Francisco, San Francisco, California, USA
| | - Michael P. Verzi
- New Jersey Medical School, Rutgers, The State University of New Jersey, Newark, New Jersey, USA
| | - Jason R. Spence
- Department of Cell and Developmental Biology, University of Michigan Medical School, Ann Arbor, Michigan, USA
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, and
- Graduate Program in Cellular and Molecular Biology, University of Michigan Medical School, Ann Arbor, Michigan, USA
- Department of Biomedical Engineering, University of Michigan Medical School and University of Michigan College of Engineering, Ann Arbor, Michigan, USA
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21
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Zhang CJ, Meyer SR, O'Meara MJ, Huang S, Capeling MM, Ferrer-Torres D, Childs CJ, Spence JR, Fontana RJ, Sexton JZ. A human liver organoid screening platform for DILI risk prediction. J Hepatol 2023; 78:998-1006. [PMID: 36738840 DOI: 10.1016/j.jhep.2023.01.019] [Citation(s) in RCA: 15] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Revised: 01/16/2023] [Accepted: 01/19/2023] [Indexed: 02/06/2023]
Abstract
BACKGROUND & AIMS Drug-induced liver injury (DILI), both intrinsic and idiosyncratic, causes frequent morbidity, mortality, clinical trial failures and post-approval withdrawal. This suggests an unmet need for improved in vitro models for DILI risk prediction that can account for diverse host genetics and other clinical factors. In this study, we evaluated the utility of human liver organoids (HLOs) for high-throughput DILI risk prediction and in an organ-on-chip system. METHODS HLOs were derived from three separate iPSC lines and benchmarked on two platforms for their ability to model in vitro liver function and identify hepatotoxic compounds using biochemical assays for albumin, ALT, AST, microscopy-based morphological profiling, and single-cell transcriptomics: i) HLOs dispersed in 384-well-formatted plates and exposed to a library of compounds; ii) HLOs adapted to a liver-on-chip system. RESULTS Dispersed HLOs derived from the three iPSC lines had similar DILI predictive capacity as intact HLOs in a high-throughput screening format, allowing for measurable IC50 values of compound cytotoxicity. Distinct morphological differences were observed in cells treated with drugs exerting differing mechanisms of toxicity. On-chip HLOs significantly increased albumin production, CYP450 expression, and ALT/AST release when treated with known hepatoxic drugs compared to dispersed HLOs and primary human hepatocytes. On-chip HLOs were able to predict the synergistic hepatotoxicity of tenofovir-inarigivir and displayed steatosis and mitochondrial perturbation, via phenotypic and transcriptomic analysis, on exposure to fialuridine and acetaminophen, respectively. CONCLUSIONS The high-throughput and liver-on-chip systems exhibit enhanced in vivo-like functions and demonstrate the potential utility of these platforms for DILI risk assessment. Tenofovir-inarigivr-associated hepatotoxicity was observed and correlates with the clinical manifestation of DILI observed in patients. IMPACT AND IMPLICATIONS Idiosyncratic (spontaneous, patient-specific) drug-induced liver injury (DILI) is difficult to study due to the lack of liver models that function as human liver tissue and are adaptable for large-scale drug screening. Human liver organoids grown from patient stem cells respond to known DILI-causing drugs in both a high-throughput and on a physiological "chip" culture system. These platforms show promise for researchers in their use as predictive models for novel drugs before entering clinical trials and as a potential in vitro diagnostic tool. Our findings support further development of patient-derived liver organoid lines and their use in the context of DILI research.
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Affiliation(s)
- Charles J Zhang
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Sophia R Meyer
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Matthew J O'Meara
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Sha Huang
- Department of Internal Medicine, Gastroenterology and Hepatology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA
| | - Meghan M Capeling
- Department of Internal Medicine, Gastroenterology and Hepatology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA
| | - Daysha Ferrer-Torres
- Department of Internal Medicine, Gastroenterology and Hepatology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA
| | - Charlie J Childs
- Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Jason R Spence
- Department of Internal Medicine, Gastroenterology and Hepatology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA; Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Robert J Fontana
- Department of Internal Medicine, Gastroenterology and Hepatology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA
| | - Jonathan Z Sexton
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, 48109, USA; Department of Internal Medicine, Gastroenterology and Hepatology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA; U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, 48109, USA.
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22
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Qiao Y, Wotring JW, Zhang CJ, Jiang X, Xiao L, Watt A, Gattis D, Scandalis E, Freier S, Zheng Y, Pretto CD, Ellison SJ, Swayze EE, Guo S, Sexton JZ, Chinnaiyan AM. Antisense oligonucleotides to therapeutically target SARS-CoV-2 infection. PLoS One 2023; 18:e0281281. [PMID: 36735698 PMCID: PMC9897518 DOI: 10.1371/journal.pone.0281281] [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: 10/31/2022] [Accepted: 01/19/2023] [Indexed: 02/04/2023] Open
Abstract
Although the COVID-19 pandemic began over three years ago, the virus responsible for the disease, SARS-CoV-2, continues to infect people across the globe. As such, there remains a critical need for development of novel therapeutics against SARS-CoV-2. One technology that has remained relatively unexplored in COVID-19 is the use of antisense oligonucleotides (ASOs)-short single-stranded nucleic acids that bind to target RNA transcripts to modulate their expression. In this study, ASOs targeted against the SARS-CoV-2 genome and host entry factors, ACE2 and TMPRSS2, were designed and tested for their ability to inhibit cellular infection by SARS-CoV-2. Using our previously developed SARS-CoV-2 bioassay platform, we screened 180 total ASOs targeting various regions of the SARS-CoV-2 genome and validated several ASOs that potently blocked SARS-CoV-2 infection in vitro. Notably, select ASOs retained activity against both the WA1 and B.1.1.7 (commonly known as alpha) variants. Screening of ACE2 and TMPRSS2 ASOs showed that targeting of ACE2 also potently prevented infection by the WA1 and B.1.1.7 SARS-CoV-2 viruses in the tested cell lines. Combined with the demonstrated success of ASOs in other disease indications, these results support further research into the development of ASOs targeting SARS-CoV-2 and host entry factors as potential COVID-19 therapeutics.
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Affiliation(s)
- Yuanyuan Qiao
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI, United States of America
- Department of Pathology, University of Michigan, Ann Arbor, MI, United States of America
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, United States of America
| | - Jesse W. Wotring
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, United States of America
| | - Charles J. Zhang
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, United States of America
| | - Xia Jiang
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI, United States of America
| | - Lanbo Xiao
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI, United States of America
| | - Andy Watt
- Ionis Pharmaceuticals, Carlsbad, CA, United States of America
| | - Danielle Gattis
- Ionis Pharmaceuticals, Carlsbad, CA, United States of America
| | - Eli Scandalis
- Ionis Pharmaceuticals, Carlsbad, CA, United States of America
| | - Susan Freier
- Ionis Pharmaceuticals, Carlsbad, CA, United States of America
| | - Yang Zheng
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI, United States of America
| | - Carla D. Pretto
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, United States of America
| | - Stephanie J. Ellison
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI, United States of America
| | - Eric E. Swayze
- Ionis Pharmaceuticals, Carlsbad, CA, United States of America
| | - Shuling Guo
- Ionis Pharmaceuticals, Carlsbad, CA, United States of America
| | - Jonathan Z. Sexton
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, United States of America
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, United States of America
- Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, United States of America
- Michigan Institute for Clinical and Health Research, University of Michigan, Ann Arbor, MI, United States of America
| | - Arul M. Chinnaiyan
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI, United States of America
- Department of Pathology, University of Michigan, Ann Arbor, MI, United States of America
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, United States of America
- Howard Hughes Medical Institute, University of Michigan, Ann Arbor, MI, United States of America
- Department of Urology, University of Michigan, Ann Arbor, MI, United States of America
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23
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Mirabelli C, Sherman EJ, Cunha JB, Wotring JW, El Saghir J, Harder J, Kretzler M, Sexton JZ, Emmer BT, Wobus CE. ARF6 is a host factor for SARS-CoV-2 infection in vitro. bioRxiv 2022:2022.06.09.495482. [PMID: 35702152 PMCID: PMC9196112 DOI: 10.1101/2022.06.09.495482] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
SARS-CoV-2 is a newly emerged beta-coronavirus that enter cells via two routes, direct fusion at the plasma membrane or endocytosis followed by fusion with the late endosome/lysosome. While the viral receptor, ACE2, multiple entry factors, and the mechanism of fusion of the virus at the plasma membrane have been extensively investigated, viral entry via the endocytic pathway is less understood. By using a human hepatocarcinoma cell line, Huh-7, which is resistant to the antiviral action of the TMPRSS2 inhibitor camostat, we discovered that SARS-CoV-2 entry is not dependent on dynamin but dependent on cholesterol. ADP-ribosylation factor 6 (ARF6) has been described as a host factor for SARS-CoV-2 replication and it is involved in the entry and infection of several pathogenic viruses. Using CRISPR-Cas9 genetic deletion, we observed that ARF6 is important for SARS-CoV-2 uptake and infection in Huh-7. This finding was corroborated using a pharmacologic inhibitor, whereby the ARF6 inhibitor NAV-2729 showed a dose-dependent inhibition of viral infection. Importantly, NAV-2729 reduced SARS-CoV-2 viral loads also in more physiologic models of infection: Calu-3 and kidney organoids. This highlighted the importance of ARF6 in multiple cell contexts. Together, these experiments points to ARF6 as a putative target to develop antiviral strategies against SARS-CoV-2.
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24
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Wotring JW, McCarty SM, Shafiq K, Zhang CJ, Nguyen T, Meyer SR, Fursmidt R, Mirabelli C, Clasby MC, Wobus CE, O’Meara MJ, Sexton JZ. In Vitro Evaluation and Mitigation of Niclosamide's Liabilities as a COVID-19 Treatment. Vaccines (Basel) 2022; 10:1284. [PMID: 36016172 PMCID: PMC9412300 DOI: 10.3390/vaccines10081284] [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] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Revised: 07/27/2022] [Accepted: 08/04/2022] [Indexed: 11/16/2022] Open
Abstract
Niclosamide, an FDA-approved oral anthelmintic drug, has broad biological activity including anticancer, antibacterial, and antiviral properties. Niclosamide has also been identified as a potent inhibitor of SARS-CoV-2 infection in vitro, generating interest in its use for the treatment or prevention of COVID-19. Unfortunately, there are several potential issues with using niclosamide for COVID-19, including low bioavailability, significant polypharmacology, high cellular toxicity, and unknown efficacy against emerging SARS-CoV-2 variants of concern. In this study, we used high-content imaging-based immunofluorescence assays in two different cell models to assess these limitations and evaluate the potential for using niclosamide as a COVID-19 antiviral. We show that despite promising preliminary reports, the antiviral efficacy of niclosamide overlaps with its cytotoxicity giving it a poor in vitro selectivity index for anti-SARS-CoV-2 inhibition. We also show that niclosamide has significantly variable potency against the different SARS-CoV-2 variants of concern and is most potent against variants with enhanced cell-to-cell spread including the B.1.1.7 (alpha) variant. Finally, we report the activity of 33 niclosamide analogs, several of which have reduced cytotoxicity and increased potency relative to niclosamide. A preliminary structure-activity relationship analysis reveals dependence on a protonophore for antiviral efficacy, which implicates nonspecific endolysosomal neutralization as a dominant mechanism of action. Further single-cell morphological profiling suggests niclosamide also inhibits viral entry and cell-to-cell spread by syncytia. Altogether, our results suggest that niclosamide is not an ideal candidate for the treatment of COVID-19, but that there is potential for developing improved analogs with higher clinical translational potential in the future.
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Affiliation(s)
- Jesse W. Wotring
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI 48109, USA
| | - Sean M. McCarty
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI 48109, USA
| | - Khadija Shafiq
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI 48109, USA
| | - Charles J. Zhang
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI 48109, USA
| | - Theophilus Nguyen
- Department of Internal Medicine, Gastroenterology and Hepatology, Michigan Medicine at the University of Michigan, Ann Arbor, MI 48109, USA
| | - Sophia R. Meyer
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI 48109, USA
| | - Reid Fursmidt
- Department of Internal Medicine, Gastroenterology and Hepatology, Michigan Medicine at the University of Michigan, Ann Arbor, MI 48109, USA
| | - Carmen Mirabelli
- Department of Microbiology and Immunology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Martin C. Clasby
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI 48109, USA
| | - Christiane E. Wobus
- Department of Microbiology and Immunology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Matthew J. O’Meara
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109, USA
| | - Jonathan Z. Sexton
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI 48109, USA
- Department of Internal Medicine, Gastroenterology and Hepatology, Michigan Medicine at the University of Michigan, Ann Arbor, MI 48109, USA
- U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI 48109, USA
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25
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Wotring JW, Mccarty SM, Shafiq K, Zhang CJ, Nguyen T, Meyer SR, Fursmidt R, Mirabelli C, Clasby MC, Wobus CE, O’meara MJ, Sexton JZ. In Vitro Evaluation and Mitigation of Niclosamide’s Liabilities as a COVID-19 Treatment.. [PMID: 35860224 PMCID: PMC9298134 DOI: 10.1101/2022.06.24.497526] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Niclosamide, an FDA-approved oral anthelmintic drug, has broad biological activity including anticancer, antibacterial, and antiviral properties. Niclosamide has also been identified as a potent inhibitor of SARS-CoV-2 infection in vitro, generating interest in its use for the treatment or prevention of COVID-19. Unfortunately, there are several potential issues with using niclosamide for COVID-19, including low bioavailability, significant polypharmacology, high cellular toxicity, and unknown efficacy against emerging SARS-CoV-2 variants of concern. In this study, we used high-content imaging-based immunofluorescence assays in two different cell models to assess these limitations and evaluate the potential for using niclosamide as a COVID-19 antiviral. We show that despite promising preliminary reports, the antiviral efficacy of niclosamide overlaps with its cytotoxicity giving it a poor in vitro selectivity index for anti-SARS-CoV-2 inhibition. We also show that niclosamide has significantly variable potency against the different SARS-CoV-2 variants of concern and is most potent against variants with enhanced cell-to-cell spread including B.1.1.7. Finally, we report the activity of 33 niclosamide analogs, several of which have reduced cytotoxicity and increased potency relative to niclosamide. A preliminary structure-activity relationship analysis reveals dependence on a protonophore for antiviral efficacy, which implicates nonspecific endolysosomal neutralization as a dominant mechanism of action. Further single-cell morphological profiling suggests niclosamide also inhibits viral entry and cell-to-cell spread by syncytia. Altogether, our results suggest that niclosamide is not an ideal candidate for the treatment of COVID-19, but that there is potential for developing improved analogs with higher clinical translational potential in the future.
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26
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Yan B, Freiwald T, Chauss D, Wang L, West E, Mirabelli C, Zhang CJ, Nichols EM, Malik N, Gregory R, Bantscheff M, Ghidelli-Disse S, Kolev M, Frum T, Spence JR, Sexton JZ, Alysandratos KD, Kotton DN, Pittaluga S, Bibby J, Niyonzima N, Olson MR, Kordasti S, Portilla D, Wobus CE, Laurence A, Lionakis MS, Kemper C, Afzali B, Kazemian M. SARS-CoV-2 drives JAK1/2-dependent local complement hyperactivation. The Journal of Immunology 2022. [DOI: 10.4049/jimmunol.208.supp.125.39] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Abstract
Patients with coronavirus disease 2019 (COVID-19) present a wide range of acute clinical manifestations affecting the lungs, liver, kidneys, and gut. Angiotensin-converting enzyme 2 (ACE2), the best-characterized entry receptor for the disease-causing virus SARS-CoV-2, is highly expressed in the aforementioned tissues. However, the pathways that underlie the disease are still poorly understood. Here, we unexpectedly found that the complement system was one of the intracellular pathways most highly induced by SARS-CoV-2 infection in lung epithelial cells. Infection of respiratory epithelial cells with SARS-CoV-2 generated activated complement component C3a and could be blocked by a cell-permeable inhibitor of complement factor B (CFBi), indicating the presence of an inducible cell-intrinsic C3 convertase in respiratory epithelial cells. Within cells of the bronchoalveolar lavage of patients, distinct signatures of complement activation in myeloid, lymphoid, and epithelial cells tracked with disease severity. Genes induced by SARS-CoV-2 and the drugs that could normalize these genes both implicated the interferon-JAK1/2-STAT1 signaling system and NF-κB as the main drivers of their expression. Ruxolitinib, a JAK1/2 inhibitor, normalized interferon signature genes and all complement gene transcripts induced by SARS-CoV-2 in lung epithelial cell lines but did not affect NF-κB–regulated genes. Ruxolitinib, alone or in combination with the antiviral remdesivir, inhibited C3a protein produced by infected cells. Together, we postulate that combination therapy with JAK inhibitors and drugs that normalize NF-κB signaling could potentially have clinical application for severe COVID-19.
This research was financed by the National Heart, Lung, and Blood Institute of the NIH (grant 5K22HL125593 to M. Kazemian; R01HL119215 to J.R.S.); National Institute of General Medical Sciences of the NIH (grant R35GM138283 to M. Kazemian); and Deutsche Forschungsgemeinschaft (fellowship FR3851/2-1 to T. Freiwald) and supported, in part, by the Intramural Research Program of the NIH; the National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK) (project number ZIA/DK075149 to B.A.); the National Heart, Lung, and Blood Institute (NHLBI) (project number ZIA/Hl006223 to C.K.); and the National Institute of Allergy and Infectious Diseases (NIAID) (project number ZIA/AI001175 to M.S.L.). T. Frum is supported by T32DE007057. Funding for part of the work was provided by the University of Michigan Biological Scholars Program (to C.E.W.), LifeARC Charity (to S.K.), and CRUK KHP Centre (to S.K.).
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Affiliation(s)
- Bingyu Yan
- 1Department of Biochemistry, Purdue University
| | - Tilo Freiwald
- 2Immunoregulation Section, Kidney Diseases Branch, NIDDK, NIH
- 3Complement and Inflammation Research Section, NHLBI, NIH
- 4Department of Nephrology, University Hospital Frankfurt, Goethe-University, Germany
| | - Daniel Chauss
- 2Immunoregulation Section, Kidney Diseases Branch, NIDDK, NIH
| | - Luopin Wang
- 5Department of Computer Science, Purdue University
| | - Erin West
- 3Complement and Inflammation Research Section, NHLBI, NIH
| | - Carmen Mirabelli
- 6Department of Microbiology and Immunology, University of Michigan
| | | | | | | | | | | | | | | | - Tristan Frum
- 9Department of Internal Medicine, Michigan Medicine at University of Michigan
| | - Jason R. Spence
- 9Department of Internal Medicine, Michigan Medicine at University of Michigan
- 10Department of Cell and Developmental Biology, University of Michigan
| | - Jonathan Z. Sexton
- 7Department of Medicinal Chemistry, University of Michigan
- 9Department of Internal Medicine, Michigan Medicine at University of Michigan
| | - Konstantinos D. Alysandratos
- 11Center for Regenerative Medicine of Boston University and Boston Medical Center
- 12Pulmonary Center and Department of Medicine, Boston University School of Medicine
| | - Darrell N. Kotton
- 11Center for Regenerative Medicine of Boston University and Boston Medical Center
- 12Pulmonary Center and Department of Medicine, Boston University School of Medicine
| | | | - Jack Bibby
- 3Complement and Inflammation Research Section, NHLBI, NIH
| | - Nathalie Niyonzima
- 14Center of Molecular Inflammation Research (CEMIR), Department of Cancer Research and Molecular Medicine, Norwegian University of Science and Technology, Norway
| | | | - Shahram Kordasti
- 16CRUK KHP Centre, Comprehensive Cancer Centre, King’s College London, United Kingdom
- 17Haematology Department, Guy’s Hospital, United Kingdom
| | - Didier Portilla
- 2Immunoregulation Section, Kidney Diseases Branch, NIDDK, NIH
- 18Division of Nephrology and Center for Immunity, Inflammation and Regenerative Medicine, University of Virginia
| | | | - Arian Laurence
- 19Nuffield Department of Medicine, University of Oxford, United Kingdom
| | - Michail S. Lionakis
- 20Fungal Pathogenesis Section, Laboratory of Clinical Immunology and Microbiology, NIAID, NIH
| | - Claudia Kemper
- 3Complement and Inflammation Research Section, NHLBI, NIH
- 21Institute for Systemic Inflammation Research, University of Lübeck, Germany
| | - Behdad Afzali
- 2Immunoregulation Section, Kidney Diseases Branch, NIDDK, NIH
| | - Majid Kazemian
- 1Department of Biochemistry, Purdue University
- 5Department of Computer Science, Purdue University
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27
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Yao Y, Subedi K, Sexton JZ, Liu T, Khalasawi N, Pretto C, Wotring JW, Wang J, Yin C, Jiang A, Li J, Zhou L, McKinnon J, Mi QS. Circulating Monocytes Co-expressing Surface ACE2 and TMPRSS2 upon TLR4/7/8 Activation Are Susceptible to SARS-CoV-2 Infection. The Journal of Immunology 2022. [DOI: 10.4049/jimmunol.208.supp.163.25] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Abstract
Angiotensin-converting enzyme 2 (ACE2) receptor is required for SARS-CoV-2 entry into human cells. However, emerging evidence shows SARS-CoV-2 infected lung monocytes/macrophages from COVID-19 patients barely express ACE2 mRNA, raising a question how SARS-CoV-2 penetrates macrophages. It’s also under debating whether the peripheral blood cells (HPBCs) can be infected by SARS-CoV-2 that may facilitate viral spread from circulation to other organs besides lung. Herein we demonstrate that resting primary HPBCs harbor abundant cytoplasmic ACE2, regardless of COVID-19 status, and that surface translocation is necessary for viral infection. Upon ex vivo TLR4/7/8 stimulation of HPBCs, ACE2 translocated to the cell surface independent of ACE2 transcription, and this translocation was blocked by an endosomal trafficking inhibitor, suggesting the putative source as ACE2-containing exosomes. However, only stimulated monocytes concurrently expressing ACE2 and cell surface transmembrane serine protease type 2 (TMPRSS2) were efficiently infected by SARS-CoV-2, which was significantly mitigated by remdesivir. Furthermore, ACE2 surface translocation in peripheral myeloid cells from patients with severe COVID-19 correlated with their proinflammatory cytokine production. Collectively, TLR4/7/8-induced ACE2 translocation with TMPRSS2 expression is indispensable for SARS-CoV-2 infection of circulating monocytes. Our work not only provides a new mechanism for the pathogenesis of SARS-CoV-2 and a potential path for its systemic infection, but also unveils a prospective therapeutic strategy by targeting ACE2 trafficking for preventing monocyte/macrophage infection.
This study is partially supported by National Institutes of Health grants R61AR076803, R01AR063611, R01AI119041, and R01AR069681 (Q-S. M.), R01AR072046 (L.Z.), R01DK120623 (J.Z.S.), Henry Ford Immunology Program grants (T71016, Q-S. M.; T71017, L. Z.), and funding for the U-M Center for Drug Repurposing - NCATS CTSA UL1TR002240 (J.Z.S.).
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Affiliation(s)
- Yi Yao
- 1Dermatology, Henry Ford Hlth. System
| | | | | | | | | | | | | | - Jie Wang
- 1Dermatology, Henry Ford Hlth. System
| | | | | | - Jia Li
- 3Public Health, Henry Ford Hlth. System
| | - Li Zhou
- 1Dermatology, Henry Ford Hlth. System
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28
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Kersten RD, Mydy LS, Fallon TR, de Waal F, Shafiq K, Wotring JW, Sexton JZ, Weng JK. Gene-Guided Discovery and Ribosomal Biosynthesis of Moroidin Peptides. J Am Chem Soc 2022; 144:7686-7692. [PMID: 35438481 DOI: 10.1021/jacs.2c00014] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
Moroidin is a bicyclic plant octapeptide with tryptophan side-chain cross-links, originally isolated as a pain-causing agent from the Australian stinging tree Dendrocnide moroides. Moroidin and its analog celogentin C, derived from Celosia argentea, are inhibitors of tubulin polymerization and, thus, lead structures for cancer therapy. However, low isolation yields from source plants and challenging organic synthesis hinder moroidin-based drug development. Here, we present biosynthesis as an alternative route to moroidin-type bicyclic peptides and report that they are ribosomally synthesized and posttranslationally modified peptides (RiPPs) derived from BURP-domain peptide cyclases in plants. By mining 793 plant transcriptomes for moroidin core peptide motifs within BURP-domain precursor peptides, we identified a moroidin cyclase in Japanese kerria, which catalyzes the installation of the tryptophan-indole-centered macrocyclic bonds of the moroidin bicyclic motif in the presence of cupric ions. Based on the kerria moroidin cyclase, we demonstrate the feasibility of producing diverse moroidins including celogentin C in transgenic tobacco plants and report specific cytotoxicity of celogentin C against a lung adenocarcinoma cancer cell line. Our study sets the stage for future biosynthetic development of moroidin-based therapeutics and highlights that mining plant transcriptomes can reveal bioactive cyclic peptides and their underlying cyclases from new source plants.
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Affiliation(s)
- Roland D Kersten
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Lisa S Mydy
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Timothy R Fallon
- Whitehead Institute for Biomedical Research, 455 Main Street, Cambridge, Massachusetts 02142, United States.,Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02142, United States
| | - Floris de Waal
- Bioinformatics Group, Wageningen University, Wageningen 6700AP, The Netherlands
| | - Khadija Shafiq
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Jesse W Wotring
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Jonathan Z Sexton
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States.,Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Jing-Ke Weng
- Whitehead Institute for Biomedical Research, 455 Main Street, Cambridge, Massachusetts 02142, United States.,Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02142, United States
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29
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Wotring JW, Fursmidt R, Ward L, Sexton JZ. Evaluating the in vitro efficacy of bovine lactoferrin products against SARS-CoV-2 variants of concern. J Dairy Sci 2022; 105:2791-2802. [PMID: 35221061 PMCID: PMC8872794 DOI: 10.3168/jds.2021-21247] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [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: 09/04/2021] [Accepted: 12/07/2021] [Indexed: 12/15/2022]
Abstract
Bovine lactoferrin (bLF), a naturally occurring glycoprotein found in milk, has bioactive characteristics against many microbes, viruses, and other pathogens. Bovine lactoferrin strongly inhibits SARS-CoV-2 infection in vitro through direct entry inhibition and immunomodulatory mechanisms. This study reports on the anti-SARS-CoV-2 efficacy of commercially available bLF and common dairy ingredients in the human lung cell line H1437 using a custom high-content imaging and analysis pipeline. We also show for the first time that bLF has potent efficacy across different viral strains including the South African B.1.351, UK B.1.1.7, Brazilian P.1, and Indian Delta variants. Interestingly, we show that bLF is most potent against the B.1.1.7 variant [half-maximal inhibitory concentration (IC50) = 3.7 µg/mL], suggesting that this strain relies on entry mechanisms that are strongly inhibited by bLF. We also show that one of the major proteolysis products of bLF, lactoferricin B 17-41, has a modest anti-SARS-CoV-2 activity that could add to the clinical significance of this protein for SARS-CoV-2 treatment as lactoferricin is released by pepsin during digestion. Finally, we show that custom chewable lactoferrin tablets formulated in dextrose or sorbitol have equivalent potency to unformulated samples and provide an option for future human clinical trials. Lactoferrin's broad inhibition of SARS-CoV-2 variants in conjunction with the low cost and ease of production make this an exciting clinical candidate for treatment or prevention of SARS-CoV-2 in the future.
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Affiliation(s)
- Jesse W. Wotring
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor 48109
| | - Reid Fursmidt
- Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor 48109
| | - Loren Ward
- Glanbia Nutritionals, Twin Falls, ID 83301
| | - Jonathan Z. Sexton
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor 48109,Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor 48109,UM Center for Drug Repurposing, University of Michigan, Ann Arbor 48109,Michigan Institute for Clinical and Health Research (MICHR), University of Michigan, Ann Arbor 48109,Corresponding author
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30
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Chan WKB, Olson KM, Wotring JW, Sexton JZ, Carlson HA, Traynor JR. In silico analysis of SARS-CoV-2 proteins as targets for clinically available drugs. Sci Rep 2022; 12:5320. [PMID: 35351926 PMCID: PMC8963407 DOI: 10.1038/s41598-022-08320-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [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: 08/17/2021] [Accepted: 03/02/2022] [Indexed: 12/20/2022] Open
Abstract
The ongoing pandemic caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) requires treatments with rapid clinical translatability. Here we develop a multi-target and multi-ligand virtual screening method to identify FDA-approved drugs with potential activity against SARS-CoV-2 at traditional and understudied viral targets. 1,268 FDA-approved small molecule drugs were docked to 47 putative binding sites across 23 SARS-CoV-2 proteins. We compared drugs between binding sites and filtered out compounds that had no reported activity in an in vitro screen against SARS-CoV-2 infection of human liver (Huh-7) cells. This identified 17 "high-confidence", and 97 "medium-confidence" drug-site pairs. The "high-confidence" group was subjected to molecular dynamics simulations to yield six compounds with stable binding poses at their optimal target proteins. Three drugs-amprenavir, levomefolic acid, and calcipotriol-were predicted to bind to 3 different sites on the spike protein, domperidone to the Mac1 domain of the non-structural protein (Nsp) 3, avanafil to Nsp15, and nintedanib to the nucleocapsid protein involved in packaging the viral RNA. Our "two-way" virtual docking screen also provides a framework to prioritize drugs for testing in future emergencies requiring rapidly available clinical drugs and/or treating diseases where a moderate number of targets are known.
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Affiliation(s)
- Wallace K B Chan
- Department of Pharmacology, University of Michigan, 2301 MSRBIII, 1150 W Medical Center Dr, Ann Arbor, MI, 48190-5606, USA
- Edward F Domino Research Center, University of Michigan, Ann Arbor, MI, 48190, USA
| | - Keith M Olson
- Department of Pharmacology, University of Michigan, 2301 MSRBIII, 1150 W Medical Center Dr, Ann Arbor, MI, 48190-5606, USA
- Edward F Domino Research Center, University of Michigan, Ann Arbor, MI, 48190, USA
| | - Jesse W Wotring
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, 48190, USA
| | - Jonathan Z Sexton
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, 48190, USA
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, 48190, USA
| | - Heather A Carlson
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, 48190, USA
| | - John R Traynor
- Department of Pharmacology, University of Michigan, 2301 MSRBIII, 1150 W Medical Center Dr, Ann Arbor, MI, 48190-5606, USA.
- Edward F Domino Research Center, University of Michigan, Ann Arbor, MI, 48190, USA.
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, 48190, USA.
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31
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Sherman EJ, Mirabelli C, Tang VT, Khan TG, Leix K, Kennedy AA, Graham SE, Willer CJ, Tai AW, Sexton JZ, Wobus CE, Emmer BT. Identification of cell type specific ACE2 modifiers by CRISPR screening. PLoS Pathog 2022; 18:e1010377. [PMID: 35231079 PMCID: PMC8929698 DOI: 10.1371/journal.ppat.1010377] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Revised: 03/17/2022] [Accepted: 02/15/2022] [Indexed: 12/26/2022] Open
Abstract
SARS-CoV-2 infection is initiated by binding of the viral spike protein to its receptor, ACE2, on the surface of host cells. ACE2 expression is heterogeneous both in vivo and in immortalized cell lines, but the molecular pathways that govern ACE2 expression remain unclear. We now report high-throughput CRISPR screens for functional modifiers of ACE2 surface abundance. In liver-derived HuH7 cells, we identified 35 genes whose disruption was associated with a change in the surface abundance of ACE2. Enriched among these ACE2 regulators were established transcription factors, epigenetic regulators, and functional networks. We further characterized individual HuH7 cell lines with disruption of SMAD4, EP300, PIAS1, or BAMBI and found these genes to regulate ACE2 at the mRNA level and to influence cellular susceptibility to SARS-CoV-2 infection. Orthogonal screening of lung-derived Calu-3 cells revealed a distinct set of ACE2 modifiers comprised of ACE2, KDM6A, MOGS, GPAA1, and UGP2. Collectively, our findings clarify the host factors involved in SARS-CoV-2 entry, highlight the cell type specificity of ACE2 regulatory networks, and suggest potential targets for therapeutic development. The amount of ACE2 on the surface of human cells is an important determinant of SARS-CoV-2 infection, but the molecular pathways that regulate ACE2 remain poorly understood. Identification of these pathways may clarify host factors involved in COVID-19 outcomes and offer targets for therapeutic development. ACE2-targeted therapies may furthermore be less susceptible than viral spike-targeted therapies to evasion by SARS-CoV-2 variants. To systematically identify regulators of human ACE2, we therefore performed high-throughput CRISPR screening for modifiers of ACE2 surface abundance in HuH7 liver-derived and Calu-3 lung-derived cell lines. Unexpectedly, aside from ACE2 itself, we identified distinct sets of ACE2 modifiers in either cell line. For a subset of ACE2 regulators, we validated their functional effect on ACE2, confirmed their relevance to SARS-CoV-2 infection, and clarified their level of regulation. Our findings demonstrate the important influence of cell type on investigations of SARS-CoV-2 infection and nominate candidate pathways for ACE2-targeted therapeutic development.
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Affiliation(s)
- Emily J. Sherman
- Department of Internal Medicine, Division of Hospital Medicine, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Carmen Mirabelli
- Department of Microbiology and Immunology, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Vi T. Tang
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, Michigan, United States of America
- Life Sciences Institute, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Taslima G. Khan
- Life Sciences Institute, University of Michigan, Ann Arbor, Michigan, United States of America
- Chemical Biology Program, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Kyle Leix
- Department of Internal Medicine, Division of Hospital Medicine, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Andrew A. Kennedy
- Department of Internal Medicine, Division of Gastroenterology and Hepatology, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Sarah E. Graham
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Cristen J. Willer
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of Michigan, Ann Arbor, Michigan, United States of America
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, United States of America
- Department of Human Genetics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Andrew W. Tai
- Department of Microbiology and Immunology, University of Michigan, Ann Arbor, Michigan, United States of America
- Department of Internal Medicine, Division of Gastroenterology and Hepatology, University of Michigan, Ann Arbor, Michigan, United States of America
- VA Ann Arbor Healthcare System, Ann Arbor, Michigan, United States of America
| | - Jonathan Z. Sexton
- Department of Internal Medicine, Division of Gastroenterology and Hepatology, University of Michigan, Ann Arbor, Michigan, United States of America
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Christiane E. Wobus
- Department of Microbiology and Immunology, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Brian T. Emmer
- Department of Internal Medicine, Division of Hospital Medicine, University of Michigan, Ann Arbor, Michigan, United States of America
- * E-mail:
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32
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Chigumba DN, Mydy LS, de Waal F, Li W, Shafiq K, Wotring JW, Mohamed OG, Mladenovic T, Tripathi A, Sexton JZ, Kautsar S, Medema MH, Kersten RD. Discovery and biosynthesis of cyclic plant peptides via autocatalytic cyclases. Nat Chem Biol 2022; 18:18-28. [PMID: 34811516 DOI: 10.1038/s41589-021-00892-6] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2021] [Accepted: 09/02/2021] [Indexed: 12/28/2022]
Abstract
Many bioactive plant cyclic peptides form side-chain-derived macrocycles. Lyciumins, cyclic plant peptides with tryptophan macrocyclizations, are ribosomal peptides (RiPPs) originating from repetitive core peptide motifs in precursor peptides with plant-specific BURP (BNM2, USP, RD22 and PG1beta) domains, but the biosynthetic mechanism for their formation has remained unknown. Here, we characterize precursor-peptide BURP domains as copper-dependent autocatalytic peptide cyclases and use a combination of tandem mass spectrometry-based metabolomics and plant genomics to systematically discover five BURP-domain-derived plant RiPP classes, with mono- and bicyclic structures formed via tryptophans and tyrosines, from botanical collections. As BURP-domain cyclases are scaffold-generating enzymes in plant specialized metabolism that are physically connected to their substrates in the same polypeptide, we introduce a bioinformatic method to mine plant genomes for precursor-peptide-encoding genes by detection of repetitive substrate domains and known core peptide features. Our study sets the stage for chemical, biosynthetic and biological exploration of plant RiPP natural products from BURP-domain cyclases.
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Affiliation(s)
- Desnor N Chigumba
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, USA
| | - Lisa S Mydy
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, USA
| | - Floris de Waal
- Bioinformatics Group, Wageningen University, Wageningen, Netherlands
| | - Wenjie Li
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, USA
| | - Khadija Shafiq
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, USA
| | - Jesse W Wotring
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, USA
| | - Osama G Mohamed
- Natural Products Discovery Core, Life Sciences Institute, University of Michigan, Ann Arbor, MI, USA.,Pharmacognosy Department, Faculty of Pharmacy, Cairo University, Cairo, Egypt
| | - Tim Mladenovic
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, USA
| | - Ashootosh Tripathi
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, USA.,Natural Products Discovery Core, Life Sciences Institute, University of Michigan, Ann Arbor, MI, USA
| | - Jonathan Z Sexton
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, USA.,Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Satria Kautsar
- Bioinformatics Group, Wageningen University, Wageningen, Netherlands
| | - Marnix H Medema
- Bioinformatics Group, Wageningen University, Wageningen, Netherlands.
| | - Roland D Kersten
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, USA.
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33
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Rivera-Cuevas Y, Mayoral J, Di Cristina M, Lawrence ALE, Olafsson EB, Patel RK, Thornhill D, Waldman BS, Ono A, Sexton JZ, Lourido S, Weiss LM, Carruthers VB. Toxoplasma gondii exploits the host ESCRT machinery for parasite uptake of host cytosolic proteins. PLoS Pathog 2021; 17:e1010138. [PMID: 34898650 PMCID: PMC8700025 DOI: 10.1371/journal.ppat.1010138] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Revised: 12/23/2021] [Accepted: 11/23/2021] [Indexed: 11/18/2022] Open
Abstract
Toxoplasma gondii is a master manipulator capable of effectively siphoning the resources from the host cell for its intracellular subsistence. However, the molecular underpinnings of how the parasite gains resources from its host remain largely unknown. Residing within a non-fusogenic parasitophorous vacuole (PV), the parasite must acquire resources across the limiting membrane of its replicative niche, which is decorated with parasite proteins including those secreted from dense granules. We discovered a role for the host Endosomal Sorting Complex Required for Transport (ESCRT) machinery in host cytosolic protein uptake by T. gondii by disrupting host ESCRT function. We identified the transmembrane dense granule protein TgGRA14, which contains motifs homologous to the late domain motifs of HIV-1 Gag, as a candidate for the recruitment of the host ESCRT machinery to the PV membrane. Using an HIV-1 virus-like particle (VLP) release assay, we found that the motif-containing portion of TgGRA14 is sufficient to substitute for HIV-1 Gag late domain to mediate ESCRT-dependent VLP budding. We also show that TgGRA14 is proximal to and interacts with host ESCRT components and other dense granule proteins during infection. Furthermore, analysis of TgGRA14-deficient parasites revealed a marked reduction in ingestion of a host cytosolic protein compared to WT parasites. Thus, we propose a model in which T. gondii recruits the host ESCRT machinery to the PV where it can interact with TgGRA14 for the internalization of host cytosolic proteins across the PV membrane (PVM). These findings provide new insight into how T. gondii accesses contents of the host cytosol by exploiting a key pathway for vesicular budding and membrane scission.
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Affiliation(s)
- Yolanda Rivera-Cuevas
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
| | - Joshua Mayoral
- Department of Pathology, Albert Einstein College of Medicine, Bronx, New York, New York, United States of America
| | - Manlio Di Cristina
- Department of Chemistry, Biology and Biotechnology, University of Perugia, Perugia, Italy
| | - Anna-Lisa E. Lawrence
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
| | - Einar B. Olafsson
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
| | - Romir K. Patel
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
| | - Dishari Thornhill
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
| | - Benjamin S. Waldman
- Whitehead Institute for Biomedical Research, Cambridge, Massachusetts, United States of America
- Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
| | - Akira Ono
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
| | - Jonathan Z. Sexton
- Department of Medicinal Chemistry, College of Pharmacy, Ann Arbor, Michigan, United States of America
| | - Sebastian Lourido
- Whitehead Institute for Biomedical Research, Cambridge, Massachusetts, United States of America
- Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
| | - Louis M. Weiss
- Department of Pathology, Albert Einstein College of Medicine, Bronx, New York, New York, United States of America
- Department of Medicine, Albert Einstein College of Medicine, Bronx, New York, New York, United States of America
| | - Vern B. Carruthers
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
- * E-mail:
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34
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Braeuer RR, Walker NM, Misumi K, Mazzoni-Putman S, Aoki Y, Liao R, Vittal R, Kleer GG, Wheeler DS, Sexton JZ, Farver CF, Welch JD, Lama VN. Transcription factor FOXF1 identifies compartmentally distinct mesenchymal cells with a role in lung allograft fibrogenesis. J Clin Invest 2021; 131:147343. [PMID: 34546975 DOI: 10.1172/jci147343] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Accepted: 09/16/2021] [Indexed: 11/17/2022] Open
Abstract
In this study, we demonstrate that forkhead box F1 (FOXF1), a mesenchymal transcriptional factor essential for lung development, was retained in a topographically distinct mesenchymal stromal cell population along the bronchovascular space in an adult lung and identify this distinct subset of collagen-expressing cells as key players in lung allograft remodeling and fibrosis. Using Foxf1-tdTomato BAC (Foxf1-tdTomato) and Foxf1-tdTomato Col1a1-GFP mice, we show that Lin-Foxf1+ cells encompassed the stem cell antigen 1+CD34+ (Sca1+CD34+) subset of collagen 1-expressing mesenchymal cells (MCs) with a capacity to generate CFU and lung epithelial organoids. Histologically, FOXF1-expressing MCs formed a 3D network along the conducting airways; FOXF1 was noted to be conspicuously absent in MCs in the alveolar compartment. Bulk and single-cell RNA-Seq confirmed distinct transcriptional signatures of Foxf1+ and Foxf1- MCs, with Foxf1-expressing cells delineated by their high expression of the transcription factor glioma-associated oncogene 1 (Gli1) and low expression of integrin α8 (Itga), versus other collagen-expressing MCs. FOXF1+Gli1+ MCs showed proximity to Sonic hedgehog-expressing (Shh-expressing) bronchial epithelium, and mesenchymal expression of Foxf1 and Gli1 was found to be dependent on paracrine Shh signaling in epithelial organoids. Using a murine lung transplant model, we show dysregulation of epithelial-mesenchymal SHH/GLI1/FOXF1 crosstalk and expansion of this specific peribronchial MC population in chronically rejecting fibrotic lung allografts.
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Affiliation(s)
| | | | | | | | | | - Ruohan Liao
- Department of Computational Medicine and Bioinformatics
| | | | | | | | | | | | - Joshua D Welch
- Department of Computational Medicine and Bioinformatics.,Department of Computer Science and Engineering, University of Michigan, Ann Arbor, Michigan, USA
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35
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Kim DH, Sun D, Storck WK, Welker Leng K, Jenkins C, Coleman DJ, Sampson D, Guan X, Kumaraswamy A, Rodansky ES, Urrutia JA, Schwartzman JA, Zhang C, Beltran H, Labrecque MP, Morrissey C, Lucas JM, Coleman IM, Nelson PS, Corey E, Handelman SK, Sexton JZ, Aggarwal R, Abida W, Feng FY, Small EJ, Spratt DE, Bankhead A, Rao A, Gesner EM, Attwell S, Lakhotia S, Campeau E, Yates JA, Xia Z, Alumkal JJ. BET Bromodomain Inhibition Blocks an AR-Repressed, E2F1-Activated Treatment-Emergent Neuroendocrine Prostate Cancer Lineage Plasticity Program. Clin Cancer Res 2021; 27:4923-4936. [PMID: 34145028 PMCID: PMC8416959 DOI: 10.1158/1078-0432.ccr-20-4968] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2020] [Revised: 04/15/2021] [Accepted: 06/15/2021] [Indexed: 01/26/2023]
Abstract
PURPOSE Lineage plasticity in prostate cancer-most commonly exemplified by loss of androgen receptor (AR) signaling and a switch from a luminal to alternate differentiation program-is now recognized as a treatment resistance mechanism. Lineage plasticity is a spectrum, but neuroendocrine prostate cancer (NEPC) is the most virulent example. Currently, there are limited treatments for NEPC. Moreover, the incidence of treatment-emergent NEPC (t-NEPC) is increasing in the era of novel AR inhibitors. In contradistinction to de novo NEPC, t-NEPC tumors often express the AR, but AR's functional role in t-NEPC is unknown. Furthermore, targetable factors that promote t-NEPC lineage plasticity are also unclear. EXPERIMENTAL DESIGN Using an integrative systems biology approach, we investigated enzalutamide-resistant t-NEPC cell lines and their parental, enzalutamide-sensitive adenocarcinoma cell lines. The AR is still expressed in these t-NEPC cells, enabling us to determine the role of the AR and other key factors in regulating t-NEPC lineage plasticity. RESULTS AR inhibition accentuates lineage plasticity in t-NEPC cells-an effect not observed in parental, enzalutamide-sensitive adenocarcinoma cells. Induction of an AR-repressed, lineage plasticity program is dependent on activation of the transcription factor E2F1 in concert with the BET bromodomain chromatin reader BRD4. BET inhibition (BETi) blocks this E2F1/BRD4-regulated program and decreases growth of t-NEPC tumor models and a subset of t-NEPC patient tumors with high activity of this program in a BETi clinical trial. CONCLUSIONS E2F1 and BRD4 are critical for activating an AR-repressed, t-NEPC lineage plasticity program. BETi is a promising approach to block this program.
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Affiliation(s)
- Dae-Hwan Kim
- Knight Cancer Institute, Oregon Health & Science University (OHSU), Portland, Oregon
| | - Duanchen Sun
- Knight Cancer Institute, Oregon Health & Science University (OHSU), Portland, Oregon
| | - William K. Storck
- Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Katherine Welker Leng
- Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Chelsea Jenkins
- Knight Cancer Institute, Oregon Health & Science University (OHSU), Portland, Oregon
| | - Daniel J. Coleman
- Knight Cancer Institute, Oregon Health & Science University (OHSU), Portland, Oregon
| | - David Sampson
- Knight Cancer Institute, Oregon Health & Science University (OHSU), Portland, Oregon
| | - Xiangnan Guan
- Knight Cancer Institute, Oregon Health & Science University (OHSU), Portland, Oregon
| | - Anbarasu Kumaraswamy
- Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Eva S. Rodansky
- Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Joshua A. Urrutia
- Knight Cancer Institute, Oregon Health & Science University (OHSU), Portland, Oregon
| | - Jacob A. Schwartzman
- Knight Cancer Institute, Oregon Health & Science University (OHSU), Portland, Oregon
| | - Chao Zhang
- Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Himisha Beltran
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
| | - Mark P. Labrecque
- Department of Urology, University of Washington, Seattle, Washington
| | - Colm Morrissey
- Department of Urology, University of Washington, Seattle, Washington
| | - Jared M. Lucas
- Divisions of Human Biology and Clinical Research, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Ilsa M. Coleman
- Divisions of Human Biology and Clinical Research, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Peter S. Nelson
- Divisions of Human Biology and Clinical Research, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Eva Corey
- Department of Urology, University of Washington, Seattle, Washington
| | - Samuel K. Handelman
- Center for Drug Repurposing, Department of Internal Medicine, Department of Medicinal Chemistry, University of Michigan, Ann Arbor, Michigan
| | - Jonathan Z. Sexton
- Center for Drug Repurposing, Department of Internal Medicine, Department of Medicinal Chemistry, University of Michigan, Ann Arbor, Michigan
| | - Rahul Aggarwal
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, California
| | - Wassim Abida
- Genitourinary Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Felix Y. Feng
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, California
| | - Eric J. Small
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, California
| | - Daniel E. Spratt
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.,Department of Radiation Oncology, University Hospitals, Case Western Reserve University, Cleveland, Ohio
| | - Armand Bankhead
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.,Department of Computational Medicine & Bioinformatics, University of Michigan, Ann Arbor, Michigan.,Department of Biostatistics, University of Michigan, Ann Arbor, Michigan
| | - Arvind Rao
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.,Department of Computational Medicine & Bioinformatics, University of Michigan, Ann Arbor, Michigan.,Department of Biomedical Engineering, University of Michigan, Ann Arbor, Michigan
| | | | | | | | - Eric Campeau
- Zenith Epigenetics Ltd, Calgary, Alberta, Canada
| | - Joel A. Yates
- Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Zheng Xia
- Knight Cancer Institute, Oregon Health & Science University (OHSU), Portland, Oregon.,Corresponding Authors: Joshi J. Alumkal, Phone: 734-936-9868; Fax: 734-647-9480; E-mail: and Zheng Xia, Phone: 503-494-9726; E-mail:
| | - Joshi J. Alumkal
- Knight Cancer Institute, Oregon Health & Science University (OHSU), Portland, Oregon.,Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.,Corresponding Authors: Joshi J. Alumkal, Phone: 734-936-9868; Fax: 734-647-9480; E-mail: and Zheng Xia, Phone: 503-494-9726; E-mail:
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36
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Sherman EJ, Mirabelli C, Tang VT, Khan TG, Kennedy AA, Graham SE, Willer CJ, Tai AW, Sexton JZ, Wobus CE, Emmer BT. Identification of ACE2 modifiers by CRISPR screening. bioRxiv 2021:2021.06.10.447768. [PMID: 34127970 PMCID: PMC8202422 DOI: 10.1101/2021.06.10.447768] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
SARS-CoV-2 infection is initiated by binding of the viral spike protein to its receptor, ACE2, on the surface of host cells. ACE2 expression is heterogeneous both in vivo and in immortalized cell lines, but the molecular pathways that govern ACE2 expression remain unclear. We now report high-throughput CRISPR screens for functional modifiers of ACE2 surface abundance. We identified 35 genes whose disruption was associated with a change in the surface abundance of ACE2 in HuH7 cells. Enriched among these ACE2 regulators were established transcription factors, epigenetic regulators, and functional networks. We further characterized individual cell lines with disruption of SMAD4, EP300, PIAS1 , or BAMBI and found these genes to regulate ACE2 at the mRNA level and to influence cellular susceptibility to SARS-CoV-2 infection. Collectively, our findings clarify the host factors involved in SARS-CoV-2 entry and suggest potential targets for therapeutic development.
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37
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Kalinin AA, Hou X, Ade AS, Fon GV, Meixner W, Higgins GA, Sexton JZ, Wan X, Dinov ID, O'Meara MJ, Athey BD. Valproic acid-induced changes of 4D nuclear morphology in astrocyte cells. Mol Biol Cell 2021; 32:1624-1633. [PMID: 33909457 PMCID: PMC8684733 DOI: 10.1091/mbc.e20-08-0502] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Histone deacetylase inhibitors, such as valproic acid (VPA), have important clinical therapeutic and cellular reprogramming applications. They induce chromatin reorganization that is associated with altered cellular morphology. However, there is a lack of comprehensive characterization of VPA-induced changes of nuclear size and shape. Here, we quantify 3D nuclear morphology of primary human astrocyte cells treated with VPA over time (hence, 4D). We compared volumetric and surface-based representations and identified seven features that jointly discriminate between normal and treated cells with 85% accuracy on day 7. From day 3, treated nuclei were more elongated and flattened and then continued to morphologically diverge from controls over time, becoming larger and more irregular. On day 7, most of the size and shape descriptors demonstrated significant differences between treated and untreated cells, including a 24% increase in volume and 6% reduction in extent (shape regularity) for treated nuclei. Overall, we show that 4D morphometry can capture how chromatin reorganization modulates the size and shape of the nucleus over time. These nuclear structural alterations may serve as a biomarker for histone (de-)acetylation events and provide insights into mechanisms of astrocytes-to-neurons reprogramming.
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Affiliation(s)
- Alexandr A Kalinin
- Shenzhen Research Institute of Big Data, Chinese University of Hong Kong-Shenzhen, Shenzhen 518172, Guangdong, China.,Department of Computational Medicine and Bioinformatics.,Statistics Online Computational Resource (SOCR), Health Behavior and Biological Sciences
| | - Xinhai Hou
- Shenzhen Research Institute of Big Data, Chinese University of Hong Kong-Shenzhen, Shenzhen 518172, Guangdong, China.,School of Science and Engineering, Chinese University of Hong Kong-Shenzhen, Shenzhen 518172, Guangdong, China.,Department of Computational Medicine and Bioinformatics
| | - Alex S Ade
- Department of Computational Medicine and Bioinformatics
| | | | | | | | - Jonathan Z Sexton
- Department of Internal Medicine, Gastroenterology, Michigan Medicine.,Department of Medicinal Chemistry, College of Pharmacy.,Center for Drug Repurposing
| | - Xiang Wan
- Shenzhen Research Institute of Big Data, Chinese University of Hong Kong-Shenzhen, Shenzhen 518172, Guangdong, China
| | - Ivo D Dinov
- Department of Computational Medicine and Bioinformatics.,Statistics Online Computational Resource (SOCR), Health Behavior and Biological Sciences.,Michigan Institute for Data Science (MIDAS), and
| | | | - Brian D Athey
- Department of Computational Medicine and Bioinformatics.,Michigan Institute for Data Science (MIDAS), and.,Department of Psychiatry, University of Michigan, Ann Arbor, MI 48109
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38
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Yan B, Freiwald T, Chauss D, Wang L, West E, Mirabelli C, Zhang CJ, Nichols EM, Malik N, Gregory R, Bantscheff M, Ghidelli-Disse S, Kolev M, Frum T, Spence JR, Sexton JZ, Alysandratos KD, Kotton DN, Pittaluga S, Bibby J, Niyonzima N, Olson MR, Kordasti S, Portilla D, Wobus CE, Laurence A, Lionakis MS, Kemper C, Afzali B, Kazemian M. SARS-CoV-2 drives JAK1/2-dependent local complement hyperactivation. Sci Immunol 2021; 6:6/58/eabg0833. [PMID: 33827897 PMCID: PMC8139422 DOI: 10.1126/sciimmunol.abg0833] [Citation(s) in RCA: 116] [Impact Index Per Article: 38.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Accepted: 03/31/2021] [Indexed: 12/26/2022]
Abstract
Patients with coronavirus disease 2019 (COVID-19) present a wide range of acute clinical manifestations affecting the lungs, liver, kidneys and gut. Angiotensin converting enzyme (ACE) 2, the best-characterized entry receptor for the disease-causing virus SARS-CoV-2, is highly expressed in the aforementioned tissues. However, the pathways that underlie the disease are still poorly understood. Here, we unexpectedly found that the complement system was one of the intracellular pathways most highly induced by SARS-CoV-2 infection in lung epithelial cells. Infection of respiratory epithelial cells with SARS-CoV-2 generated activated complement component C3a and could be blocked by a cell-permeable inhibitor of complement factor B (CFBi), indicating the presence of an inducible cell-intrinsic C3 convertase in respiratory epithelial cells. Within cells of the bronchoalveolar lavage of patients, distinct signatures of complement activation in myeloid, lymphoid and epithelial cells tracked with disease severity. Genes induced by SARS-CoV-2 and the drugs that could normalize these genes both implicated the interferon-JAK1/2-STAT1 signaling system and NF-B as the main drivers of their expression. Ruxolitinib, a JAK1/2 inhibitor, normalized interferon signature genes and all complement gene transcripts induced by SARS-CoV-2 in lung epithelial cell lines, but did not affect NF-B-regulated genes. Ruxolitinib, alone or in combination with the antiviral remdesivir, inhibited C3a protein produced by infected cells. Together, we postulate that combination therapy with JAK inhibitors and drugs that normalize NF-B-signaling could potentially have clinical application for severe COVID-19.
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Affiliation(s)
- Bingyu Yan
- Department of Biochemistry, Purdue University, West Lafayette, IN, USA
| | - Tilo Freiwald
- Immunoregulation Section, Kidney Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK), NIH, Bethesda, MD, USA.,Complement and Inflammation Research Section (CIRS), National Heart, Lung, and Blood Institute (NHLBI), National Institutes of Health (NIH), Bethesda, MD, USA.,Department of Nephrology, University Hospital Frankfurt, Goethe-University, Frankfurt, Germany
| | - Daniel Chauss
- Immunoregulation Section, Kidney Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK), NIH, Bethesda, MD, USA
| | - Luopin Wang
- Department of Computer Science, Purdue University, West Lafayette, IN, USA
| | - Erin West
- Complement and Inflammation Research Section (CIRS), National Heart, Lung, and Blood Institute (NHLBI), National Institutes of Health (NIH), Bethesda, MD, USA
| | - Carmen Mirabelli
- Department of Microbiology and Immunology, University of Michigan, Ann Arbor, MI, USA
| | - Charles J Zhang
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, USA
| | | | | | | | | | | | | | - Tristan Frum
- Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, USA
| | - Jason R Spence
- Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, USA.,Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, MI, USA
| | - Jonathan Z Sexton
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, USA.,Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, USA
| | - Konstantinos D Alysandratos
- Center for Regenerative Medicine of Boston University and Boston Medical Center, Boston, MA, 1702118, USA.,The Pulmonary Center and Department of Medicine, Boston University School of Medicine, Boston, MA, 02118, USA
| | - Darrell N Kotton
- Center for Regenerative Medicine of Boston University and Boston Medical Center, Boston, MA, 1702118, USA.,The Pulmonary Center and Department of Medicine, Boston University School of Medicine, Boston, MA, 02118, USA
| | - Stefania Pittaluga
- Laboratory of Pathology, Center for Cancer Research, National Cancer Institute (NCI), NIH, Bethesda, MD, USA
| | - Jack Bibby
- Complement and Inflammation Research Section (CIRS), National Heart, Lung, and Blood Institute (NHLBI), National Institutes of Health (NIH), Bethesda, MD, USA
| | - Nathalie Niyonzima
- Center of Molecular Inflammation Research (CEMIR), Department of Cancer Research and Molecular Medicine, Norwegian University of Science and Technology (NTNU), 7491 Trondheim, Norway
| | - Matthew R Olson
- Department of Biological Sciences, Purdue University, West Lafayette, IN, USA
| | - Shahram Kordasti
- CRUK-KHP Centre, Comprehensive Cancer Centre, King's College London, London, UK.,Haematology Department, Guy's Hospital, London, UK
| | - Didier Portilla
- Immunoregulation Section, Kidney Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK), NIH, Bethesda, MD, USA.,Division of Nephrology and the Center for Immunity, Inflammation and Regenerative Medicine, University of Virginia, VA, USA
| | - Christiane E Wobus
- Department of Microbiology and Immunology, University of Michigan, Ann Arbor, MI, USA
| | - Arian Laurence
- Nuffield Department of Medicine, University of Oxford, UK
| | - Michail S Lionakis
- Fungal Pathogenesis Section, Laboratory of Clinical Immunology and Microbiology, National Institute of Allergy and Infectious Diseases (NIAID), NIH, Bethesda, MD, USA
| | - Claudia Kemper
- Complement and Inflammation Research Section (CIRS), National Heart, Lung, and Blood Institute (NHLBI), National Institutes of Health (NIH), Bethesda, MD, USA. .,Institute for Systemic Inflammation Research, University of Lübeck, Lübeck, Germany
| | - Behdad Afzali
- Immunoregulation Section, Kidney Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK), NIH, Bethesda, MD, USA.
| | - Majid Kazemian
- Department of Biochemistry, Purdue University, West Lafayette, IN, USA. .,Department of Computer Science, Purdue University, West Lafayette, IN, USA
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39
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Dahlin JL, Auld DS, Rothenaigner I, Haney S, Sexton JZ, Nissink JWM, Walsh J, Lee JA, Strelow JM, Willard FS, Ferrins L, Baell JB, Walters MA, Hua BK, Hadian K, Wagner BK. Nuisance compounds in cellular assays. Cell Chem Biol 2021; 28:356-370. [PMID: 33592188 PMCID: PMC7979533 DOI: 10.1016/j.chembiol.2021.01.021] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [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: 11/07/2020] [Revised: 01/02/2021] [Accepted: 01/27/2021] [Indexed: 12/17/2022]
Abstract
Compounds that exhibit assay interference or undesirable mechanisms of bioactivity ("nuisance compounds") are routinely encountered in cellular assays, including phenotypic and high-content screening assays. Much is known regarding compound-dependent assay interferences in cell-free assays. However, despite the essential role of cellular assays in chemical biology and drug discovery, there is considerably less known about nuisance compounds in more complex cell-based assays. In our view, a major obstacle to realizing the full potential of chemical biology will not just be difficult-to-drug targets or even the sheer number of targets, but rather nuisance compounds, due to their ability to waste significant resources and erode scientific trust. In this review, we summarize our collective academic, government, and industry experiences regarding cellular nuisance compounds. We describe assay design strategies to mitigate the impact of nuisance compounds and suggest best practices to efficiently address these compounds in complex biological settings.
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Affiliation(s)
- Jayme L Dahlin
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, MD 20850, USA.
| | - Douglas S Auld
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Ina Rothenaigner
- Assay Development and Screening Platform, Helmholtz Zentrum Muenchen, 85764 Neuherberg, Germany
| | - Steve Haney
- Indiana Biosciences Research Institute, Indianapolis, IN 46202, USA
| | - Jonathan Z Sexton
- Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI 48109, USA
| | | | - Jarrod Walsh
- Hit Discovery, Discovery Sciences, R&D, AstraZeneca, Alderley Park SK10 4TG, UK
| | | | | | | | - Lori Ferrins
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA 02115, USA
| | - Jonathan B Baell
- Medicinal Chemistry, Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, VIC 3052, Australia; School of Pharmaceutical Sciences, Nanjing Tech University, Nanjing 211816, People's Republic of China
| | - Michael A Walters
- Institute for Therapeutics Discovery and Development, University of Minnesota, Minneapolis, MN 55414, USA
| | - Bruce K Hua
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA 02140, USA; Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA 02140, USA
| | - Kamyar Hadian
- Assay Development and Screening Platform, Helmholtz Zentrum Muenchen, 85764 Neuherberg, Germany
| | - Bridget K Wagner
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA 02140, USA
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40
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Gao F, Reynolds MB, Passalacqua KD, Sexton JZ, Abuaita BH, O'Riordan MXD. The Mitochondrial Fission Regulator DRP1 Controls Post-Transcriptional Regulation of TNF-α. Front Cell Infect Microbiol 2021; 10:593805. [PMID: 33520735 PMCID: PMC7840702 DOI: 10.3389/fcimb.2020.593805] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [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: 08/11/2020] [Accepted: 11/30/2020] [Indexed: 12/12/2022] Open
Abstract
The mitochondrial network plays a critical role in the regulation of innate immune signaling and subsequent production of proinflammatory cytokines such as IFN-β and IL-1β. Dynamin-related protein 1 (DRP1) promotes mitochondrial fission and quality control to maintain cellular homeostasis during infection. However, mechanisms by which DRP1 and mitochondrial dynamics control innate immune signaling and the proinflammatory response are incompletely understood. Here we show that macrophage DRP1 is a positive regulator of TNF-α production during sterile inflammation or bacterial infection. Silencing macrophage DRP1 decreased mitochondrial fragmentation and TNF-α production upon stimulation with lipopolysaccharide (LPS) or methicillin-resistant Staphylococcus aureus (MRSA) infection. The defect in TNF-α induction could not be attributed to changes in gene expression. Instead, DRP1 was required for post-transcriptional control of TNF-α. In contrast, silencing DRP1 enhanced IL-6 and IL-1β production, indicating a distinct mechanism for DRP1-dependent TNF-α regulation. Our results highlight DRP1 as a key player in the macrophage pro-inflammatory response and point to its involvement in post-transcriptional control of TNF-α production.
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Affiliation(s)
- Fushan Gao
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, United States.,Department of Orthopedics, The Second Xiangya Hospital, Central South University, Changsha, China
| | - Mack B Reynolds
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, United States
| | - Karla D Passalacqua
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, United States
| | - Jonathan Z Sexton
- Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, MI, United States.,U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, United States.,Michigan Institute for Clinical and Health Research, University of Michigan, Ann Arbor, MI, United States.,Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, United States
| | - Basel H Abuaita
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, United States
| | - Mary X D O'Riordan
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, United States
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41
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Mirabelli C, Wotring JW, Zhang CJ, McCarty SM, Fursmidt R, Frum T, Kadambi NS, Amin AT, O'Meara TR, Pretto CD, Spence JR, Huang J, Alysandratos KD, Kotton DN, Handelman SK, Wobus CE, Weatherwax KJ, Mashour GA, O'Meara MJ, Sexton JZ. Morphological Cell Profiling of SARS-CoV-2 Infection Identifies Drug Repurposing Candidates for COVID-19. bioRxiv 2020. [PMID: 32577649 PMCID: PMC7302203 DOI: 10.1101/2020.05.27.117184] [Citation(s) in RCA: 51] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
The global spread of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), and the associated disease COVID-19, requires therapeutic interventions that can be rapidly identified and translated to clinical care. Traditional drug discovery methods have a >90% failure rate and can take 10–15 years from target identification to clinical use. In contrast, drug repurposing can significantly accelerate translation. We developed a quantitative high-throughput screen to identify efficacious agents against SARS-CoV-2. From a library of 1,425 FDA-approved compounds and clinical candidates, we identified 17 dose-responsive compounds with in vitro antiviral efficacy in human liver Huh7 cells and confirmed antiviral efficacy in human colon carcinoma Caco-2, human prostate adenocarcinoma LNCaP, and in a physiologic relevant model of alveolar epithelial type 2 cells (iAEC2s). Additionally, we found that inhibitors of the Ras/Raf/MEK/ERK signaling pathway exacerbate SARS-CoV-2 infection in vitro. Notably, we discovered that lactoferrin, a glycoprotein classically found in secretory fluids, including mammalian milk, inhibits SARS-CoV-2 infection in the nanomolar range in all cell models with multiple modes of action, including blockage of virus attachment to cellular heparan sulfate and enhancement of interferon responses. Given its safety profile, lactoferrin is a readily translatable therapeutic option for the management of COVID-19.
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Affiliation(s)
- Carmen Mirabelli
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Jesse W Wotring
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Charles J Zhang
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Sean M McCarty
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Reid Fursmidt
- Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA.,U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Tristan Frum
- Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Namrata S Kadambi
- Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA
| | - Anya T Amin
- Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA
| | - Teresa R O'Meara
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Carla D Pretto
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Jason R Spence
- Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA.,Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Jessie Huang
- Center for Regenerative Medicine of Boston University and Boston Medical Center, Boston, MA, 02118, USA.,The Pulmonary Center and Department of Medicine, Boston University School of Medicine, Boston, MA, 02118, USA
| | - Konstantinos D Alysandratos
- Center for Regenerative Medicine of Boston University and Boston Medical Center, Boston, MA, 02118, USA.,The Pulmonary Center and Department of Medicine, Boston University School of Medicine, Boston, MA, 02118, USA
| | - Darrell N Kotton
- Center for Regenerative Medicine of Boston University and Boston Medical Center, Boston, MA, 02118, USA.,The Pulmonary Center and Department of Medicine, Boston University School of Medicine, Boston, MA, 02118, USA
| | - Samuel K Handelman
- Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA.,U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Christiane E Wobus
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Kevin J Weatherwax
- U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, 48109, USA.,Michigan Institute for Clinical and Health Research (MICHR), University of Michigan, Ann Arbor, MI, 48109, USA.,College of Pharmacy, University of Michigan, Ann Arbor, MI 48109, USA
| | - George A Mashour
- U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, 48109, USA.,Michigan Institute for Clinical and Health Research (MICHR), University of Michigan, Ann Arbor, MI, 48109, USA.,Department of Anesthesiology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA
| | - Matthew J O'Meara
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Jonathan Z Sexton
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, 48109, USA.,Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA.,U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, 48109, USA.,Michigan Institute for Clinical and Health Research (MICHR), University of Michigan, Ann Arbor, MI, 48109, USA
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Ozog DM, Sexton JZ, Narla S, Pretto-Kernahan CD, Mirabelli C, Lim HW, Hamzavi IH, Tibbetts RJ, Mi QS. The effect of ultraviolet C radiation against different N95 respirators inoculated with SARS-CoV-2. Int J Infect Dis 2020; 100:224-229. [PMID: 32891736 PMCID: PMC7470719 DOI: 10.1016/j.ijid.2020.08.077] [Citation(s) in RCA: 43] [Impact Index Per Article: 10.8] [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: 07/19/2020] [Revised: 08/24/2020] [Accepted: 08/28/2020] [Indexed: 01/07/2023] Open
Abstract
OBJECTIVES There are currently no studies that have examined whether one dosage can be uniformly applied to different respirator types to effectively decontaminate SARS-CoV-2 on N95 filtering facepiece respirators (FFRs). Health care workers have been using this disinfection method during the pandemic. Our objective was to determine the effect of UVC on SARS-CoV-2 inoculated N95 respirators and whether this was respirator material/model type dependent. METHODS Four different locations (facepiece and strap) on five different N95 FFR models (3M 1860, 8210, 8511, 9211; Moldex 1511) were inoculated with a 10 μL drop of SARS-CoV-2 viral stock (8 × 107 TCID50/mL). The outside-facing and wearer-facing surfaces of the respirators were each irradiated with a dose of 1.5 J/cm2 UVC (254 nm). Viable SARS-CoV-2 was quantified by a median tissue culture infectious dose assay (TCID50). RESULTS UVC delivered using a dose of 1.5 J/cm2, to each side, was an effective method of decontamination for the facepieces of 3M 1860 and Moldex 1511, and for the straps of 3M 8210 and the Moldex 1511. CONCLUSION This dose is an appropriate decontamination method to facilitate the reuse of respirators for healthcare personnel when applied to specific models/materials. Also, some straps may require additional disinfection to maximize the safety of frontline workers. Implementation of widespread UVC decontamination methods requires careful consideration of model, material type, design, and fit-testing following irradiation.
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Affiliation(s)
- David M. Ozog
- Photomedicine and Photobiology Unit, Department of Dermatology, Henry Ford Health System, Detroit, MI 48202, USA,Corresponding author at: Photomedicine and Photobiology Unit, Department of Dermatology, Henry Ford Medical Center New Center One, 3031 W. Grand Blvd Suite 800, Detroit, MI 48202, USA
| | - Jonathan Z. Sexton
- Department of Internal Medicine, Gastroenterology, University of Michigan Medical School, Ann Arbor, MI 48109, USA,Department of Medicinal Chemistry, College of Pharmacy, Ann Arbor, MI 48109, USA,University of Michigan Center for Drug Repurposing, USA
| | - Shanthi Narla
- Photomedicine and Photobiology Unit, Department of Dermatology, Henry Ford Health System, Detroit, MI 48202, USA
| | - Carla D. Pretto-Kernahan
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Carmen Mirabelli
- Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Henry W. Lim
- Photomedicine and Photobiology Unit, Department of Dermatology, Henry Ford Health System, Detroit, MI 48202, USA
| | - Iltefat H. Hamzavi
- Photomedicine and Photobiology Unit, Department of Dermatology, Henry Ford Health System, Detroit, MI 48202, USA
| | - Robert J. Tibbetts
- Department of Microbiology, Department of Pathology and Laboratory Medicine, Henry Ford Health System, Detroit, MI 48202, USA
| | - Qing-Sheng Mi
- Center for Cutaneous Biology and Immunology, Department of Dermatology, Henry Ford Health System, Detroit, MI 48202, USA,Immunology Program/Henry Ford Cancer Institute, Henry Ford Health System, Detroit, MI 48202, USA,Department of Internal Medicine, Henry Ford Health System, Detroit, MI 48202, USA
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43
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Vohnoutka RB, Gulvady AC, Goreczny G, Alpha K, Handelman SK, Sexton JZ, Turner CE. The focal adhesion scaffold protein Hic-5 regulates vimentin organization in fibroblasts. Mol Biol Cell 2019; 30:3037-3056. [PMID: 31644368 PMCID: PMC6880880 DOI: 10.1091/mbc.e19-08-0442] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Focal adhesion (FA)-stimulated reorganization of the F-actin cytoskeleton regulates cellular size, shape, and mechanical properties. However, FA cross-talk with the intermediate filament cytoskeleton is poorly understood. Genetic ablation of the FA-associated scaffold protein Hic-5 in mouse cancer-associated fibroblasts (CAFs) promoted a dramatic collapse of the vimentin network, which was rescued following EGFP-Hic-5 expression. Vimentin collapse correlated with a loss of detergent-soluble vimentin filament precursors and decreased vimentin S72/S82 phosphorylation. Additionally, fluorescence recovery after photobleaching analysis indicated impaired vimentin dynamics. Microtubule (MT)-associated EB1 tracking and Western blotting of MT posttranslational modifications indicated no change in MT dynamics that could explain the vimentin collapse. However, pharmacological inhibition of the RhoGTPase Cdc42 in Hic-5 knockout CAFs rescued the vimentin collapse, while pan-formin inhibition with SMIFH2 promoted vimentin collapse in Hic-5 heterozygous CAFs. Our results reveal novel regulation of vimentin organization/dynamics by the FA scaffold protein Hic-5 via modulation of RhoGTPases and downstream formin activity.
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Affiliation(s)
- Rishel B Vohnoutka
- Department of Cell and Developmental Biology, State University of New York Upstate Medical University, Syracuse, NY 13210
| | - Anushree C Gulvady
- Department of Cell and Developmental Biology, State University of New York Upstate Medical University, Syracuse, NY 13210
| | - Gregory Goreczny
- Department of Cell and Developmental Biology, State University of New York Upstate Medical University, Syracuse, NY 13210
| | - Kyle Alpha
- Department of Cell and Developmental Biology, State University of New York Upstate Medical University, Syracuse, NY 13210
| | - Samuel K Handelman
- Division of Gastroenterology, Department of Internal Medicine, Michigan Medicine at the University of Michigan, Ann Arbor, MI 48109
| | - Jonathan Z Sexton
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI 48109
| | - Christopher E Turner
- Department of Cell and Developmental Biology, State University of New York Upstate Medical University, Syracuse, NY 13210
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Bhagat HA, Compton SA, Musso DL, Laudeman CP, Jackson KMP, Yi NY, Nierobisz LS, Forsberg L, Brenman JE, Sexton JZ. N-substituted phenylbenzamides of the niclosamide chemotype attenuate obesity related changes in high fat diet fed mice. PLoS One 2018; 13:e0204605. [PMID: 30359371 PMCID: PMC6201879 DOI: 10.1371/journal.pone.0204605] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2018] [Accepted: 09/11/2018] [Indexed: 12/19/2022] Open
Abstract
Obesity and insulin resistance are primary risk factors for Non-Alcoholic Fatty Liver Disease (NAFLD). NAFLD is generally exhibited by non-progressive simple steatosis. However, a significant subset of patient’s progress to nonalcoholic steatohepatitis (NASH) that is defined by the presence of steatosis, inflammation and hepatocyte injury with fibrosis. Unfortunately, there are no approved therapies for NAFLD or NASH and therefore therapeutic approaches are urgently needed. Niclosamide is an U.S. Food and Drug Administration (FDA)-approved anthelmintic drug that mediates its effect by uncoupling oxidative phosphorylation. Niclosamide and its salt forms, Niclosamide Ethanolamine (NEN), and Niclosamide Piperazine (NPP) have shown efficacy in murine models of diet induced obesity characterized by attenuation of the prominent fatty liver disease phenotype and improved glucose metabolism. While the exact mechanism(s) underlying these changes remains unclear, the ability to uncouple oxidative phosphorylation leading to increased energy expenditure and lipid metabolism or attenuation of PKA mediated glucagon signaling in the liver have been proposed. Unfortunately, niclosamide has very poor water solubility, leading to low oral bioavailability. This, in addition to mitochondrial uncoupling activity and potential genotoxicity have reduced enthusiasm for its clinical use. More recently, salt forms of niclosamide, NEN and NPP, have demonstrated improved oral bioavailability while retaining activity. This suggests that development of safer more effective niclosamide derivatives for the treatment of NAFLD and Type 2 Diabetes may be possible. Herein we explored the ability of a series of N-substituted phenylbenzamide derivatives of the niclosamide salicylanilide chemotype to attenuate hepatic steatosis using a novel phenotypic in vitro model of fatty liver and the high fat diet-fed mouse model of diet induced obesity. These studies identified novel compounds with improved pre-clinical properties that attenuate hepatic steatosis in vitro and in vivo. These compounds with improved drug properties may be useful in alleviating symptoms and protection against disease progression in patients with metabolic syndrome and NAFLD.
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Affiliation(s)
- Hiral A. Bhagat
- Curl Bio LLC, Durham, North Carolina, United States of America
| | | | - David L. Musso
- Curl Bio LLC, Durham, North Carolina, United States of America
| | | | | | - Na Young Yi
- Biomanufacturing Research Institute and Technology Enterprise, North Carolina Central University, Durham, North Carolina, United States of America
| | - Lidia S. Nierobisz
- Biomanufacturing Research Institute and Technology Enterprise, North Carolina Central University, Durham, North Carolina, United States of America
| | - Lawrence Forsberg
- Department of Cell Biology and Physiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Jay E. Brenman
- Department of Cell Biology and Physiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Jonathan Z. Sexton
- Curl Bio LLC, Durham, North Carolina, United States of America
- Department of Internal Medicine, Division of Gastroenterology and Hepatology, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
- Department of Medicinal Chemistry, University of Michigan College of Pharmacy, Ann Arbor, Michigan, United States of America
- * E-mail:
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45
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Renner SW, Walker LM, Forsberg LJ, Sexton JZ, Brenman JE. Carbonic anhydrase III (Car3) is not required for fatty acid synthesis and does not protect against high-fat diet induced obesity in mice. PLoS One 2017; 12:e0176502. [PMID: 28437447 PMCID: PMC5402959 DOI: 10.1371/journal.pone.0176502] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2017] [Accepted: 04/11/2017] [Indexed: 12/31/2022] Open
Abstract
Carbonic anhydrases are a family of enzymes that catalyze the reversible condensation of water and carbon dioxide to carbonic acid, which spontaneously dissociates to bicarbonate. Carbonic anhydrase III (Car3) is nutritionally regulated at both the mRNA and protein level. It is highly enriched in tissues that synthesize and/or store fat: liver, white adipose tissue, brown adipose tissue, and skeletal muscle. Previous characterization of Car3 knockout mice focused on mice fed standard diets, not high-fat diets that significantly alter the tissues that highly express Car3. We observed lower protein levels of Car3 in high-fat diet fed mice treated with niclosamide, a drug published to improve fatty liver symptoms in mice. However, it is unknown if Car3 is simply a biomarker reflecting lipid accumulation or whether it has a functional role in regulating lipid metabolism. We focused our in vitro studies toward metabolic pathways that require bicarbonate. To further determine the role of Car3 in metabolism, we measured de novo fatty acid synthesis with in vitro radiolabeled experiments and examined metabolic biomarkers in Car3 knockout and wild type mice fed high-fat diet. Specifically, we analyzed body weight, body composition, metabolic rate, insulin resistance, serum and tissue triglycerides. Our results indicate that Car3 is not required for de novo lipogenesis, and Car3 knockout mice fed high-fat diet do not have significant differences in responses to various diets to wild type mice.
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Affiliation(s)
- Sarah W. Renner
- Genetics and Molecular Biology Curriculum, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- * E-mail:
| | - Lauren M. Walker
- UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Lawrence J. Forsberg
- UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Jonathan Z. Sexton
- Biomanufacturing Research Institute and Technology Enterprise, North Carolina Central University, Durham, North Carolina, United States of America
| | - Jay E. Brenman
- Genetics and Molecular Biology Curriculum, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- Department of Cell Biology and Physiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
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46
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Yi NY, He Q, Caligan TB, Smith GR, Forsberg LJ, Brenman JE, Sexton JZ. Development of a Cell-Based Fluorescence Polarization Biosensor Using Preproinsulin to Identify Compounds That Alter Insulin Granule Dynamics. Assay Drug Dev Technol 2015; 13:558-69. [PMID: 26505612 PMCID: PMC4955689 DOI: 10.1089/adt.2015.665] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
Diabetes currently affects 9.3% of the U.S. population totaling $245 billion annually in U.S. direct and indirect healthcare costs. Current therapies for diabetes are limited in their ability to control blood glucose and/or enhance insulin sensitivity. Therefore, innovative and efficacious therapies for diabetes are urgently needed. Herein we describe a fluorescent insulin reporter system (preproinsulin-mCherry, PPI-mCherry) that tracks live-cell insulin dynamics and secretion in pancreatic β-cells with utility for high-content assessment of real-time insulin dynamics. Additionally, we report a new modality for sensing insulin granule packaging in conventional high-throughput screening (HTS), using a hybrid cell-based fluorescence polarization (FP)/internal FRET biosensor using the PPI-mCherry reporter system. We observed that bafilomycin, a vacuolar H(+) ATPase inhibitor and inhibitor of insulin granule formation, significantly increased mCherry FP in INS-1 cells with PPI-mCherry. Partial least squares regression analysis demonstrated that an increase of FP by bafilomycin is significantly correlated with a decrease in granularity of PPI-mCherry signal in the cells. The increased FP by bafilomycin is due to inhibition of self-Förster resonant energy transfer (homo-FRET) caused by the increased mCherry intermolecular distance. FP substantially decreases when insulin is tightly packaged in the granules, and the homo-FRET decreases when insulin granule packaging is inhibited, resulting in increased FP. We performed pilot HTS of 1782 FDA-approved small molecules and natural products from Prestwick and Enzo chemical libraries resulting in an overall Z'-factor of 0.52 ± 0.03, indicating the suitability of this biosensor for HTS. This novel biosensor enables live-cell assessment of protein-protein interaction/protein aggregation in live cells and is compatible with conventional FP plate readers.
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Affiliation(s)
- Na Young Yi
- Biomanufacturing Research Institute and Technology Enterprise, Department of Pharmaceutical Sciences, North Carolina Central University, Durham, North Carolina
| | - Qingping He
- Biomanufacturing Research Institute and Technology Enterprise, Department of Pharmaceutical Sciences, North Carolina Central University, Durham, North Carolina
| | - Thomas B. Caligan
- Biomanufacturing Research Institute and Technology Enterprise, Department of Pharmaceutical Sciences, North Carolina Central University, Durham, North Carolina
| | - Ginger R. Smith
- Biomanufacturing Research Institute and Technology Enterprise, Department of Pharmaceutical Sciences, North Carolina Central University, Durham, North Carolina
| | - Lawrence J. Forsberg
- The Neuroscience Center and Department of Cell Biology & Physiology, UNC Chapel Hill School of Medicine, Chapel Hill, North Carolina
| | - Jay E. Brenman
- The Neuroscience Center and Department of Cell Biology & Physiology, UNC Chapel Hill School of Medicine, Chapel Hill, North Carolina
| | - Jonathan Z. Sexton
- Biomanufacturing Research Institute and Technology Enterprise, Department of Pharmaceutical Sciences, North Carolina Central University, Durham, North Carolina
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47
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Law CJ, Ashcroft HA, Zheng W, Sexton JZ. Assay development and multivariate scoring for high-content discovery of chemoprotectants of endoplasmic-reticulum-stress-mediated amylin-induced cytotoxicity in pancreatic beta cells. Assay Drug Dev Technol 2015; 12:375-84. [PMID: 25181410 DOI: 10.1089/adt.2014.591] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The underlying pathogenesis of type-II diabetes mellitus is in the dysfunction and selective loss of pancreatic islet β-cells, which ultimately leads to underproduction of endogenous insulin. Amylin, a 37-amino-acid human hormone that is cosecreted with insulin, helps regulate gastric emptying and maintain blood glucose homeostasis through improved postprandial satiety. It is hypothesized that amylin protofibrils cause selective loss of pancreatic β-cells in a manner similar to amyloid β aggregation in Alzheimer's disease. β-Cell death occurs in vitro when isolated human or rodent β-cells are exposed to micromolar concentrations of amylin, but the exact mechanism of selective β-cell loss in vivo remains unknown. Therefore, pursuing small-molecule drug discovery for chemoprotectants of amylin-induced β-cell toxicity is a viable phenotypic target that can lead to potential pharmacotherapies for the preservation of β-cell mass, delaying insulin dependence and allowing additional opportunities for lifestyle intervention. Additionally, chronic endoplasmic reticulum (ER) stress induced by chronic hyperglycemia and hyperlipidemia is a potentiating factor of amylin-induced β-cell loss. Herein, we describe a high-content/high-throughput screening (HTS) assay for the discovery of small molecules that are chemoprotective of amylin-induced, ER-stress-potentiated β-cell loss. We also put forth a general method for construction of a robust well-level multivariate scoring system using partial least squares regression analysis to improve high-content assay performance and to streamline the association of complex high-content data into HTS activity databases where univariate responses are typical.
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Affiliation(s)
- Courtney J Law
- Department of Pharmaceutical Sciences, Biomanufacturing Research Institute and Technology Enterprise, North Carolina Central University , Durham, North Carolina
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48
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Sinnett SE, Sexton JZ, Brenman JE. A High Throughput Assay for Discovery of Small Molecules that Bind AMP-activated Protein Kinase (AMPK). Curr Chem Genom Transl Med 2013; 7:30-8. [PMID: 24396733 PMCID: PMC3854666 DOI: 10.2174/2213988501307010030] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/25/2013] [Revised: 04/25/2013] [Accepted: 04/25/2013] [Indexed: 11/22/2022]
Abstract
AMPK is a conserved heterotrimeric serine-threonine kinase that regulates anabolic and catabolic pathways in eukaryotes. Its central role in cellular and whole body metabolism makes AMPK a commonly proposed therapeutic target for illnesses characterized by abnormal energy regulation, including cancer and diabetes. Many AMPK modulators, however, produce AMPK-independent effects. To identify drugs that modulate AMPK activity independent of the canonical ATP-binding pocket found throughout the kinome, we designed a robust fluorescence-based high throughput screening assay biased toward the identification of molecules that bind the regulatory region of AMPK through displacement of MANT-ADP, a fluorescent ADP analog. Automated pin tools were used to rapidly transfer small molecules to a low volume assay mixture on 384-well plates. Prior to assay validation, we completed a full assay optimization to maximize the signal-to-background and reduce variability for robust detection of small molecules displacing MANT-ADP. After validation, we screened 13,120 molecules and identified 3 positive hits that dose-dependently inhibited the protein-bound signal of MANT-ADP in the presence of both full-length AMPK and the truncated “regulatory fragment” of AMPK, which is missing the kinase active site. The average Z’-factor for the screen was 0.55 and the compound confirmation rate was 60%. Thus, this fluorescence-based assay may be paired with in vitro kinase assays and cell-based assays to help identify molecules that selectively regulate AMPK with fewer off-target effects on other kinases.
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Affiliation(s)
- Sarah E Sinnett
- Neurobiology Curriculum, University of North Carolina Chapel Hill (UNC)
| | - Jonathan Z Sexton
- Biomanufacturing Research Institute and Technology Enterprise, North Carolina Central University
| | - Jay E Brenman
- UNC Neuroscience Center; ; Department of Cell Biology and Physiology, UNC
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49
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Nierobisz LS, Cheatham B, Buehrer BM, Sexton JZ. High-content screening of human primary muscle satellite cells for new therapies for muscular atrophy/dystrophy. Curr Chem Genom Transl Med 2013; 7:21-9. [PMID: 24396732 PMCID: PMC3854661 DOI: 10.2174/2213988501307010021] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/13/2013] [Revised: 05/29/2013] [Accepted: 05/30/2013] [Indexed: 11/23/2022]
Abstract
Myoblast proliferation and differentiation are essential for normal skeletal muscle growth and repair. Muscle recovery is dependent on the quiescent population of muscle stem cells - satellite cells. During muscle injury, satellite cells become mitotically active and begin the repair process by fusing with each other and/or with myofibers. Aging, prolonged inactivity, obesity, cachexia and other muscle wasting diseases are associated with a decreased number of quiescent and proliferating satellite cells, which impedes the repair process. A high-content/high-throughput platform was developed and utilized for robust phenotypic evaluation of human primary satellite cells in vitro for the discovery of chemical probes that may improve muscle recovery. A 1600 compound pilot screen was developed using two highly annotated small molecule libraries. This screen yielded 15 dose responsive compounds that increased proliferation rate in satellite cells derived from a single obese human donor. Two of these compounds remained dose responsive when counter-screened in 3-donor obese superlot. The Alk-5 inhibitor LY364947, was used as a positive control for assessing satellite cell proliferation/delayed differentiation. A multivariate approach was utilized for exploratory data analysis to discover proliferation vs. differentiation-dependent changes in cellular phenotype. Initial screening efforts successfully identified a number of phenotypic outcomes that are associated with desired effect of stimulation of proliferation and delayed differentiation.
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Affiliation(s)
- Lidia S Nierobisz
- Biomanufacturing Research Institute and Technology Enterprise, Department of Pharmaceutical Sciences, North Carolina Central University Durham, NC 27707, USA
| | | | | | - Jonathan Z Sexton
- Biomanufacturing Research Institute and Technology Enterprise, Department of Pharmaceutical Sciences, North Carolina Central University Durham, NC 27707, USA
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50
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Williams KP, Allensworth JL, Ingram SM, Smith GR, Aldrich AJ, Sexton JZ, Devi GR. Quantitative high-throughput efficacy profiling of approved oncology drugs in inflammatory breast cancer models of acquired drug resistance and re-sensitization. Cancer Lett 2013; 337:77-89. [PMID: 23689139 DOI: 10.1016/j.canlet.2013.05.017] [Citation(s) in RCA: 20] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2012] [Revised: 04/30/2013] [Accepted: 05/13/2013] [Indexed: 10/26/2022]
Abstract
Although there is no standard treatment protocol for inflammatory breast cancer (IBC), multi-modality treatment has improved survival. In this study we profiled the NCI approved oncology drug set in a qHTS format to identify those that are efficacious in basal type and ErbB2 overexpressing IBC models. Further, we characterized the sensitivity of an acquired therapeutic resistance model to the oncology drugs. We observed that lapatinib-induced acquired resistance in SUM149 cells led to cross-resistance to other targeted- and chemotherapeutic drugs. Removal of the primary drug to which the model was developed led to re-sensitization to multiple drugs to a degree comparable to the parental cell line; this coincided with the cells regaining the ability to accumulate ROS and reduced expression of anti-apoptotic factors and the antioxidant SOD2. We suggest that our findings provide a unique IBC model system for gaining an understanding of acquired therapeutic resistance and the effect of redox adaptation on anti-cancer drug efficacy.
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Affiliation(s)
- Kevin P Williams
- Biomanufacturing Research Institute and Technology Enterprise (BRITE), North Carolina Central University, Durham, NC 27707, USA.
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