1
|
Hu H, Liu G, Li Y. The isolation strategy and chemical analysis of oil cells from Asari Radix et Rhizoma. PLANT METHODS 2024; 20:72. [PMID: 38760854 PMCID: PMC11100110 DOI: 10.1186/s13007-024-01184-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/14/2024] [Accepted: 04/15/2024] [Indexed: 05/19/2024]
Abstract
BACKGROUND Single-cell analysis, a rapidly evolving field, encounters significant challenges in detecting individual cells within complex plant tissues, particularly oil cells (OCs). The intricate process of single-cell isolation, coupled with the inherent chemical volatility of oil cells, necessitates a comprehensive methodology. RESULTS This study presents a method for obtaining intact OC from Asari Radix et Rhizoma (ARR), a traditional herbal medicine. The developed approach facilitates both qualitative and quantitative analysis of diverse OCs. To determine the most reliable approach, four practical methods-laser capture microdissection, micromanipulation capturing, micromanipulation piping, and cell picking-were systematically compared and evaluated, unequivocally establishing cell picking as the most effective method for OC isolation and chemical analysis. Microscopic observations showed that OCs predominantly distribute in the cortex of adventitious and fibrous roots, as well as the pith and cortex of the rhizome, with distinct morphologies-oblong in roots and circular in rhizomes. Sixty-three volatile constituents were identified in OCs, with eighteen compounds exhibiting significant differences. Safrole, methyleugenol, and asaricin emerged as the most abundant constituents in OCs. Notably, cis-4-thujanol and tetramethylpyrazine were exclusive to rhizome OCs, while isoeugenol methyl ether was specific to fibrous root OCs based on the detections. ARR roots and rhizomes displayed marked disparities in OC distribution, morphology, and constituents. CONCLUSION The study highlights the efficacy of cell picking coupled with HS-SPME-GC-MS as a flexible, reliable, and sensitive method for OC isolation and chemical analysis, providing a robust methodology for future endeavors in single-cell analyses.
Collapse
Affiliation(s)
- Haibo Hu
- National Engineering Research Center for Modernization of Traditional Chinese Medicine-Hakka Medical Resources Branch, School of Pharmacy, Gannan Medical University, Ganzhou, 341000, China
- School of Pharmaceutical Sciences, Peking University, Beijing, 100191, China
| | - Guangxue Liu
- School of Pharmaceutical Sciences, Peking University, Beijing, 100191, China
| | - Yaoli Li
- School of Pharmaceutical Sciences, Peking University, Beijing, 100191, China.
| |
Collapse
|
2
|
Tamtaji M, Kim MG, Wang J, Galligan PR, Zhu H, Hung FF, Xu Z, Zhu Y, Luo Z, Goddard WA, Chen G. A High-Entropy Single-Atom Catalyst Toward Oxygen Reduction Reaction in Acidic and Alkaline Conditions. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024:e2309883. [PMID: 38687196 DOI: 10.1002/advs.202309883] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/16/2023] [Revised: 02/21/2024] [Indexed: 05/02/2024]
Abstract
The design of high-entropy single-atom catalysts (HESAC) with 5.2 times higher entropy compared to single-atom catalysts (SAC) is proposed, by using four different metals (FeCoNiRu-HESAC) for oxygen reduction reaction (ORR). Fe active sites with intermetallic distances of 6.1 Å exhibit a low ORR overpotential of 0.44 V, which originates from weakening the adsorption of OH intermediates. Based on density functional theory (DFT) findings, the FeCoNiRu-HESAC with a nitrogen-doped sample were synthesized. The atomic structures are confirmed with X-ray photoelectron spectroscopy (XPS), X-ray absorption (XAS), and scanning transmission electron microscopy (STEM). The predicted high catalytic activity is experimentally verified, finding that FeCoNiRu-HESAC has overpotentials of 0.41 and 0.37 V with Tafel slopes of 101 and 210 mVdec-1 at the current density of 1 mA cm-2 and the kinetic current densities of 8.2 and 5.3 mA cm-2, respectively, in acidic and alkaline electrolytes. These results are comparable with Pt/C. The FeCoNiRu-HESAC is used for Zinc-air battery applications with an open circuit potential of 1.39 V and power density of 0.16 W cm-2. Therefore, a strategy guided by DFT is provided for the rational design of HESAC which can be replaced with high-cost Pt catalysts toward ORR and beyond.
Collapse
Affiliation(s)
- Mohsen Tamtaji
- Hong Kong Quantum AI Lab Limited, Pak Shek Kok, Hong Kong SAR, 999077, China
| | - Min Gyu Kim
- Beamline Research Division, Pohang Accelerator Laboratory (PAL), Pohang University of Science and Technology, Pohang, 37673, Republic of Korea
| | - Jun Wang
- Department of Chemical and Biological Engineering, Guangdong-Hong Kong-Macao Joint Laboratory for Intelligent Micro-Nano Optoelectronic Technology, William Mong Institute of Nano Science and Technology, and Hong Kong Branch of Chinese National Engineering Research Center for Tissue Restoration and Reconstruction, The Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong, Kowloon, 999077, P.R. China
| | - Patrick Ryan Galligan
- Department of Chemical and Biological Engineering, Guangdong-Hong Kong-Macao Joint Laboratory for Intelligent Micro-Nano Optoelectronic Technology, William Mong Institute of Nano Science and Technology, and Hong Kong Branch of Chinese National Engineering Research Center for Tissue Restoration and Reconstruction, The Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong, Kowloon, 999077, P.R. China
| | - Haoyu Zhu
- Hong Kong Quantum AI Lab Limited, Pak Shek Kok, Hong Kong SAR, 999077, China
| | - Faan-Fung Hung
- Hong Kong Quantum AI Lab Limited, Pak Shek Kok, Hong Kong SAR, 999077, China
| | - Zhihang Xu
- Department of Applied Physics, Research Institute for Smart Energy, The Hong Kong Polytechnic University, Hong Kong, 999077, China
| | - Ye Zhu
- Department of Applied Physics, Research Institute for Smart Energy, The Hong Kong Polytechnic University, Hong Kong, 999077, China
| | - Zhengtang Luo
- Department of Chemical and Biological Engineering, Guangdong-Hong Kong-Macao Joint Laboratory for Intelligent Micro-Nano Optoelectronic Technology, William Mong Institute of Nano Science and Technology, and Hong Kong Branch of Chinese National Engineering Research Center for Tissue Restoration and Reconstruction, The Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong, Kowloon, 999077, P.R. China
| | - William A Goddard
- Materials and Process Simulation Center (MSC), MC 139-74, California Institute of Technology, Pasadena, CA, 91125, USA
| | - GuanHua Chen
- Hong Kong Quantum AI Lab Limited, Pak Shek Kok, Hong Kong SAR, 999077, China
- Department of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong SAR, 999077, China
| |
Collapse
|
3
|
Thomson TM. On the importance for drug discovery of a transnational Latin American database of natural compound structures. Front Pharmacol 2023; 14:1207559. [PMID: 37426821 PMCID: PMC10324963 DOI: 10.3389/fphar.2023.1207559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Accepted: 06/15/2023] [Indexed: 07/11/2023] Open
Affiliation(s)
- Timothy M. Thomson
- Institute for Molecular Biology (IBMB-CSIC), Barcelona, Spain
- CIBER de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
- Universidad Peruana Cayetano Heredia, Lima, Peru
| |
Collapse
|
4
|
El-Hawary SS, Hassan MHA, Hudhud AO, Abdelmohsen UR, Mohammed R. Elicitation for activation of the actinomycete genome's cryptic secondary metabolite gene clusters. RSC Adv 2023; 13:5778-5795. [PMID: 36816076 PMCID: PMC9932869 DOI: 10.1039/d2ra08222e] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2022] [Accepted: 01/28/2023] [Indexed: 02/18/2023] Open
Abstract
This review summarizes the recent advances in the elicitation approaches used to activate the actinomycete genome's cryptic secondary metabolite gene clusters and shows the diversity of natural products obtained by various elicitation methods up to June 2022, such as co-cultivation of actinomycetes with actinomycetes, other non-actinomycete bacteria, fungi, cell-derived components, and/or algae. Chemical elicitation and molecular elicitation as transcription factor decoys, engineering regulatory genes, the promoter replacement strategy, global regulatory genes, and reporter-guided mutant selection were also reported. For researchers interested in this field, this review serves as a valuable resource for the latest studies and references.
Collapse
Affiliation(s)
- Seham S. El-Hawary
- Department of Pharmacognosy, Faculty of Pharmacy, Cairo UniversityCairoEgypt
| | - Marwa H. A. Hassan
- Department of Pharmacognosy, Faculty of Pharmacy, Beni-Suef UniversityBeni-Suef 62511Egypt
| | - Ahmed O. Hudhud
- Department of Pharmacognosy, Faculty of Pharmacy, Merit UniversitySohag 82511Egypt
| | - Usama Ramadan Abdelmohsen
- Department of Pharmacognosy, Faculty of Pharmacy, Minia University Minia 61519 Egypt .,Department of Pharmacognosy, Faculty of Pharmacy, Deraya University New Minia 61111 Egypt
| | - Rabab Mohammed
- Department of Pharmacognosy, Faculty of Pharmacy, Beni-Suef University Beni-Suef 62511 Egypt
| |
Collapse
|
5
|
Palermo A. Metabolomics- and systems-biology-guided discovery of metabolite lead compounds and druggable targets. Drug Discov Today 2023; 28:103460. [PMID: 36427778 DOI: 10.1016/j.drudis.2022.103460] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 11/16/2022] [Accepted: 11/21/2022] [Indexed: 11/27/2022]
Abstract
Metabolomics enables the comprehensive and unbiased analysis of metabolites and lipids in biological systems. In conjunction with high-throughput activity screening, big data and synthetic biology, metabolomics can guide the discovery of lead compounds with pharmacological activity from natural sources and the gut microbiome. In combination with other omics, metabolomics can further unlock the elucidation of compound toxicity, the mode of action and novel druggable targets of disease. Here, we discuss the workflows, limitations and future opportunities to leverage metabolomics and big data in conjunction with systems and synthetic biology for streamlining the discovery and development of molecules of pharmaceutical interest.
Collapse
Affiliation(s)
- Amelia Palermo
- Department of Molecular and Medical Pharmacology, David Geffen School of Medicine, UCLA, Los Angeles, CA 90095, USA.
| |
Collapse
|
6
|
Guo X, Peng H, Liu P, Tang L, Fang J, Aoieong C, Tou T, Tsai T, Liu X. Metabolic profiling identifies the significance of caffeine metabolism in CKD. Front Bioeng Biotechnol 2023; 11:1006246. [PMID: 36873366 PMCID: PMC9981652 DOI: 10.3389/fbioe.2023.1006246] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 02/06/2023] [Indexed: 02/19/2023] Open
Abstract
Background: With the development of chronic kidney disease (CKD), there are various changes in metabolites. However, the effect of these metabolites on the etiology, progression and prognosis of CKD remains unclear. Objective: We aimed to identify significant metabolic pathways in CKD progression by screening metabolites through metabolic profiling, thus identifying potential targets for CKD treatment. Methods: Clinical data were collected from 145 CKD participants. GFR (mGFR) was measured by the iohexol method and participants were divided into four groups according to their mGFR. Untargeted metabolomics analysis was performed via UPLC-MS/MSUPLC-MSMS/MS assays. Metabolomic data were analyzed by MetaboAnalyst 5.0, one-way ANOVA, principal component analysis (PCA), and partial least squares discriminant analysis (PLS-DA) to identify differential metabolites for further analysis. The open database sources of MBRole2.0, including KEGG and HMDB, were used to identify significant metabolic pathways in CKD progression. Results: Four metabolic pathways were classified as important in CKD progression, among which the most significant was caffeine metabolism. A total of 12 differential metabolites were enriched in caffeine metabolism, four of which decreased with the deterioration of the CKD stage, and two of which increased with the deterioration of the CKD stage. Of the four decreased metabolites, the most important was caffeine. Conclusion: Caffeine metabolism appears to be the most important pathway in the progression of CKD as identified by metabolic profiling. Caffeine is the most important metabolite that decreases with the deterioration of the CKD stage.
Collapse
Affiliation(s)
- Xinghua Guo
- Department of Rheumatology, The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, Guangdong, China
| | - Hongquan Peng
- Department of Nephrology, Kiang Wu Hospital, Macau, Macao SAR, China
| | - Peijia Liu
- Department of Nephrology, GuangZhou Eighth People's Hospital, GuangZhou Medical University, Guangzhou, Guangdong, China
| | - Leile Tang
- Department of Cardiovasology, The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, Guangdong, China
| | - Jia Fang
- Department of Rheumatology, The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, Guangdong, China
| | - Chiwa Aoieong
- Department of Nephrology, Kiang Wu Hospital, Macau, Macao SAR, China
| | - Tou Tou
- Department of Nephrology, Kiang Wu Hospital, Macau, Macao SAR, China
| | - Tsungyang Tsai
- Department of Nephrology, Kiang Wu Hospital, Macau, Macao SAR, China
| | - Xun Liu
- Department of Nephrology, The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, Guangdong, China
| |
Collapse
|
7
|
Ding J, Feng YQ. Mass spectrometry-based metabolomics for clinical study: Recent progresses and applications. Trends Analyt Chem 2022. [DOI: 10.1016/j.trac.2022.116896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
|
8
|
Balsamo JA, Penton KE, Zhao Z, Hayes MJ, Lima SM, Irish JM, Bachmann BO. An immunogenic cell injury module for the single-cell multiplexed activity metabolomics platform to identify promising anti-cancer natural products. J Biol Chem 2022; 298:102300. [PMID: 35931117 PMCID: PMC9424577 DOI: 10.1016/j.jbc.2022.102300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2022] [Revised: 07/14/2022] [Accepted: 07/18/2022] [Indexed: 11/05/2022] Open
Abstract
Natural products constitute and significantly impact many current anti-cancer medical interventions. A subset of natural products induces injury processes in malignant cells that recruit and activate host immune cells to produce an adaptive anti-cancer immune response, a process known as immunogenic cell death. However, a challenge in the field is to delineate forms of cell death and injury that best promote durable antitumor immunity. Addressing this with a single-cell chemical biology natural product discovery platform, like multiplex activity metabolomics, would be especially valuable in human leukemia, where cancer cells are heterogeneous and may react differently to the same compounds. Herein, a new ten-color, fluorescent cell barcoding-compatible module measuring six immunogenic cell injury signaling readouts are as follows: DNA damage response (γH2AX), apoptosis (cCAS3), necroptosis (p-MLKL), mitosis (p-Histone H3), autophagy (LC3), and the unfolded protein response (p-EIF2α). A proof-of-concept screen was performed to validate functional changes in single cells induced by secondary metabolites with known mechanisms within bacterial extracts. This assay was then applied in multiplexed activity metabolomics to reveal an unexpected mammalian cell injury profile induced by the natural product narbomycin. Finally, the functional consequences of injury pathways on immunogenicity were compared with three canonical assays for immunogenic hallmarks, ATP, HMGB1, and calreticulin, to correlate secondary metabolite-induced cell injury profiles with canonical markers of immunogenic cell death. In total, this work demonstrated a new phenotypic screen for discovery of natural products that modulate injury response pathways that can contribute to cancer immunogenicity.
Collapse
Affiliation(s)
- Joseph A Balsamo
- Department of Pharmacology, Vanderbilt University, Nashville, Tennessee, US
| | - Kathryn E Penton
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee, USA
| | - Zhihan Zhao
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee, USA
| | - Madeline J Hayes
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, Tennessee, USA; Department of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Sierra M Lima
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, Tennessee, USA; Department of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Jonathan M Irish
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, Tennessee, USA; Department of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, TN, USA; Vanderbilt Institute of Chemical Biology, Nashville, TN, USA; Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Brian O Bachmann
- Department of Pharmacology, Vanderbilt University, Nashville, Tennessee, US; Department of Chemistry, Vanderbilt University, Nashville, Tennessee, USA; Vanderbilt Institute of Chemical Biology, Nashville, TN, USA.
| |
Collapse
|
9
|
Kaviany S, Bartkowiak T, Dulek DE, Khan YW, Hayes MJ, Schaefer SG, Ye X, Dahunsi DO, Connelly JA, Irish JM, Rathmell JC. Systems Immunology Analyses of STAT1 Gain-of-Function Immune Phenotypes Reveal Heterogeneous Response to IL-6 and Broad Immunometabolic Roles for STAT1. Immunohorizons 2022; 6:447-464. [PMID: 35840326 PMCID: PMC9623573 DOI: 10.4049/immunohorizons.2200041] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 06/21/2022] [Indexed: 11/19/2022] Open
Abstract
Patients with STAT1 gain-of-function (GOF) pathogenic variants have enhanced or prolonged STAT1 phosphorylation following cytokine stimulation and exhibit increased yet heterogeneous susceptibility to infections, autoimmunity, and cancer. Although disease phenotypes are diverse and other genetic factors contribute, how STAT1 GOF affects cytokine sensitivity and cell biology remains poorly defined. In this study, we analyzed the immune and immunometabolic profiles of two patients with known pathogenic heterozygous STAT1 GOF mutation variants. A systems immunology approach of peripheral blood cells from these patients revealed major changes in multiple immune cell compartments relative to healthy adult and pediatric donors. Although many phenotypes of STAT1 GOF donors were shared, including increased Th1 cells but decreased class-switched B cells and plasmacytoid dendritic cell populations, others were heterogeneous. Mechanistically, hypersensitivity for cytokine-induced STAT1 phosphorylation in memory T cell populations was particularly evident in response to IL-6 in one STAT1 GOF patient. Immune cell metabolism directly influences cell function, and the STAT1 GOF patients shared an immunometabolic phenotype of heightened glucose transporter 1 (GLUT1) and carnitine palmitoyl transferase 1A (CPT1a) expression across multiple immune cell lineages. Interestingly, the metabolic phenotypes of the pediatric STAT1 GOF donors more closely resembled or exceeded those of healthy adult than healthy age-similar pediatric donors, which had low expression of these metabolic markers. These results define new features of STAT1 GOF patients, including a differential hypersensitivity for IL-6 and a shared increase in markers of metabolism in many immune cell types that suggests a role for STAT1 in metabolic regulation of immunity.
Collapse
Affiliation(s)
- Saara Kaviany
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN.,Vanderbilt Human Immunology Discovery Initiative of the Vanderbilt Center for Immunobiology, Vanderbilt University Medical Center, Nashville, TN
| | - Todd Bartkowiak
- Vanderbilt Human Immunology Discovery Initiative of the Vanderbilt Center for Immunobiology, Vanderbilt University Medical Center, Nashville, TN.,Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN; and
| | - Daniel E Dulek
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN
| | - Yasmin W Khan
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN
| | - Madeline J Hayes
- Vanderbilt Human Immunology Discovery Initiative of the Vanderbilt Center for Immunobiology, Vanderbilt University Medical Center, Nashville, TN.,Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN; and
| | - Samuel G Schaefer
- Vanderbilt Human Immunology Discovery Initiative of the Vanderbilt Center for Immunobiology, Vanderbilt University Medical Center, Nashville, TN.,Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, TN
| | - Xiang Ye
- Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, TN
| | - Debolanle O Dahunsi
- Vanderbilt Human Immunology Discovery Initiative of the Vanderbilt Center for Immunobiology, Vanderbilt University Medical Center, Nashville, TN.,Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, TN
| | - James A Connelly
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN.,Vanderbilt Human Immunology Discovery Initiative of the Vanderbilt Center for Immunobiology, Vanderbilt University Medical Center, Nashville, TN
| | - Jonathan M Irish
- Vanderbilt Human Immunology Discovery Initiative of the Vanderbilt Center for Immunobiology, Vanderbilt University Medical Center, Nashville, TN; .,Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN; and
| | - Jeffrey C Rathmell
- Vanderbilt Human Immunology Discovery Initiative of the Vanderbilt Center for Immunobiology, Vanderbilt University Medical Center, Nashville, TN; .,Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, TN
| |
Collapse
|
10
|
Duan Z, Chen Y, Ye M, Xiao L, Chen Y, Cao Y, Peng Y, Zhang J, Zhang Y, Yang T, Liu W, Feng S, Hu J. Differentiation and prognostic stratification of acute myeloid leukemia by serum-based spectroscopy coupling with metabolic fingerprints. FASEB J 2022; 36:e22416. [PMID: 35713583 DOI: 10.1096/fj.202200487r] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2022] [Revised: 05/26/2022] [Accepted: 06/06/2022] [Indexed: 11/11/2022]
Abstract
Acute myeloid leukemia (AML) is a heterogeneous disease characterized by complex molecular and cytogenetic abnormalities. New approaches to predict the prognosis of AML have increasingly attracted attention. There were 98 non-M3 AML cases and 48 healthy controls were enrolled in the current work. Clinically routine assays for cytogenetic and molecular genetic analyses were performed on the bone marrow samples of patients with AML. Meanwhile, metabolic profiling of these AML subjects was also performed on the serum samples by combining Ag nanoparticle-based surface-enhanced Raman spectroscopy (SERS) with proton nuclear magnetic resonance (NMR) spectroscopy. Although most of the routine biochemical test showed no significant differences between the M0-M2 and M5 groups, the metabolic profiles were significantly different either between AML subtypes or between prognostic risk subgroups. Specific SERS bands were screened to serve as potential markers for AML subtypes. The results demonstrated that the classification models for M0-M2 and M5 shared two bands (i.e., 1328 and 741 cm-1 ), all came from nucleic acid signals. Furthermore, Metabolic profiles provided various differential metabolites responsible for different AML subtypes, and we found altered pathways mainly included energy metabolism like glycolysis, pyruvate metabolism, and metabolisms of nucleic acid bases as well as specific amino acid metabolisms. It is concluded that integration of SERS and NMR provides the rational and could be reliable to reveal AML differentiation, and meanwhile lay the basis for experimental and clinical practice to monitor disease progression and prognostic evaluation.
Collapse
Affiliation(s)
- Zhengwei Duan
- Department of Laboratory Medicine, Fujian Medical University, Fuzhou, China
| | - Yang Chen
- Department of Laboratory Medicine, Fujian Medical University, Fuzhou, China
| | - Minlu Ye
- Department of Laboratory Medicine, Fujian Medical University, Fuzhou, China
| | - Lijing Xiao
- Department of Laboratory Medicine, Fujian Medical University, Fuzhou, China
| | - Yanxin Chen
- Fujian Provincial Key Laboratory on Hematology, Fujian Institute of Hematology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Yingping Cao
- Department of Clinical Laboratory, Fujian Medical University Union Hospital, Fuzhou, China
| | - Yi Peng
- Department of Ophthalmology & Optometry, Fujian Medical University, Fuzhou, China
| | - Jingling Zhang
- Department of Clinical Laboratory, Fujian Medical University Union Hospital, Fuzhou, China
| | - Yu Zhang
- Fujian Provincial Key Laboratory on Hematology, Fujian Institute of Hematology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Ting Yang
- Fujian Provincial Key Laboratory on Hematology, Fujian Institute of Hematology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Wuping Liu
- Fujian Provincial Key Laboratory of Plasma and Magnetic Resonance, Department of Electronic Science, Xiamen University, Xiamen, China
| | - Shangyuan Feng
- Fujian Provincial Key Laboratory for Photonics Technology, Key Laboratory of Optoelectronic Science and Technology for Medicine, Ministry of Education, Fujian Normal University, Fuzhou, China
| | - Jianda Hu
- Department of Laboratory Medicine, Fujian Medical University, Fuzhou, China.,Fujian Provincial Key Laboratory on Hematology, Fujian Institute of Hematology, Fujian Medical University Union Hospital, Fuzhou, China
| |
Collapse
|
11
|
Sunthankar KI, Jenkins MT, Cote CH, Patel SB, Welner RS, Ferrell PB. Isocitrate dehydrogenase mutations are associated with altered IL-1β responses in acute myeloid leukemia. Leukemia 2022; 36:923-934. [PMID: 34857894 PMCID: PMC9066619 DOI: 10.1038/s41375-021-01487-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Revised: 11/08/2021] [Accepted: 11/22/2021] [Indexed: 12/20/2022]
Abstract
Mutations in isocitrate dehydrogenase 2 (IDH2) have been noted to impact cellular differentiation in addition to DNA and histone methylation. However, little is known about the impact of IDH2 mutations on intracellular signaling. Using an isogenic cell line model, we investigated both differentiation and signaling responses in IDH2 mutant cells and show augmented responses to inflammatory immune ligands. Using phospho-specific flow and mass cytometry, we demonstrate IDH2 mutant cells were significantly more sensitive to IL-1β at multiple downstream readouts. Further, bulk RNA sequencing confirmed increases in cytokine-related signaling pathways and NF-κB target genes. Single-cell RNA sequencing of unstimulated and stimulated cells confirmed altered IL-1β transcriptional responses in the IDH2 mutant cells. Targeted inhibition of the IKK complex reduced IL-1β responses and induced cell death in primary IDH-mutated leukemia samples. Together, these results confirm altered IL-1β signaling in IDH2 mutant cells and identify this pathway as a potential therapeutic target.
Collapse
Affiliation(s)
- Kathryn I. Sunthankar
- Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Matthew T. Jenkins
- Department of Pharmacology, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Candace H. Cote
- University of Kansas School of Medicine, Kansas City, Kansas, USA
| | - Sweta B. Patel
- Division of Hematology/Oncology, O’Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Robert S. Welner
- Division of Hematology/Oncology, O’Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - P. Brent Ferrell
- Division of Hematology/Oncology, Vanderbilt Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, Tennessee, USA.,Corresponding Author (PBF),
| |
Collapse
|
12
|
Synthetic Biology Advanced Natural Product Discovery. Metabolites 2021; 11:metabo11110785. [PMID: 34822443 PMCID: PMC8617713 DOI: 10.3390/metabo11110785] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 11/10/2021] [Accepted: 11/12/2021] [Indexed: 01/16/2023] Open
Abstract
A wide variety of bacteria, fungi and plants can produce bioactive secondary metabolites, which are often referred to as natural products. With the rapid development of DNA sequencing technology and bioinformatics, a large number of putative biosynthetic gene clusters have been reported. However, only a limited number of natural products have been discovered, as most biosynthetic gene clusters are not expressed or are expressed at extremely low levels under conventional laboratory conditions. With the rapid development of synthetic biology, advanced genome mining and engineering strategies have been reported and they provide new opportunities for discovery of natural products. This review discusses advances in recent years that can accelerate the design, build, test, and learn (DBTL) cycle of natural product discovery, and prospects trends and key challenges for future research directions.
Collapse
|
13
|
Reisman BJ, Barone SM, Bachmann BO, Irish JM. DebarcodeR increases fluorescent cell barcoding capacity and accuracy. Cytometry A 2021; 99:946-953. [PMID: 33960644 PMCID: PMC8410645 DOI: 10.1002/cyto.a.24363] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 03/09/2021] [Accepted: 04/20/2021] [Indexed: 12/25/2022]
Abstract
Fluorescent cell barcoding (FCB) enables efficient collection of tens to hundreds of flow cytometry samples by covalently marking cells with varying concentration of spectrally distinct dyes. A key consideration in FCB is to balance the density of dye barcodes, the complexity of cells in the sample, and the desired accuracy of the debarcoding. Unfortunately, barcoding bench and computational methods have not benefited from the high dimensional revolution in cytometry due to a lack of automated computational tools that effectively balance these common cytometry needs. DebarcodeR addresses these unmet needs by providing a framework for computational debarcoding augmented by improvements to experimental methods. Adaptive regression modeling accounted for differential dye uptake between different cell types and Gaussian mixture modeling provided a robust method to probabilistically assign cells to samples. Assignment tolerance parameters are available to allow users to balance high cell recovery with accurate assignments. Improvements to experimental methods include: (1) inclusion of an "external standard" control where a pool of all cells was stained a single level of each barcoding dyes and (2) an "internal standard" where each cell is stained with a single level of a separate dye. DebarcodeR significantly improved speed, accuracy, and reproducibility of FCB while avoiding selective loss of unusual cell subsets when debarcoding microtiter plates of cell lines and heterogenous mixtures of primary cells. DebarcodeR is available on Github as an R package that works with flowCore and Cytoverse packages at github.com/cytolab/DebarcodeR.
Collapse
Affiliation(s)
| | - Sierra M. Barone
- Department of Cell & Developmental Biology, Vanderbilt University, Nashville, TN, USA
- Department of Pathology, Microbiology & Immunology, Vanderbilt University, Nashville, TN, USA
- Vanderbilt Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | | | - Jonathan M. Irish
- Department of Cell & Developmental Biology, Vanderbilt University, Nashville, TN, USA
- Department of Pathology, Microbiology & Immunology, Vanderbilt University, Nashville, TN, USA
- Vanderbilt Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN, USA
| |
Collapse
|
14
|
Roe CE, Hayes MJ, Barone SM, Irish JM. Training Novices in Generation and Analysis of High-Dimensional Human Cell Phospho-Flow Cytometry Data. ACTA ACUST UNITED AC 2021; 93:e71. [PMID: 32250555 DOI: 10.1002/cpcy.71] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
This article presents a single experiment designed to introduce a trainee to multiple advanced bench and analysis techniques, including high-dimensional cytometry, profiling cell signaling networks, functional assays with primary human tissue, and single-cell analysis with machine learning tools. The trainee is expected to have only minimal laboratory experience and is not required to have any prior training in flow cytometry, immunology, or data science. This article aims to introduce the advanced research areas with a design that is robust enough that novice trainees will succeed, flexible enough to allow some project customization, and fundamental enough that the skills and knowledge gained will provide a template for future experiments. For advanced users, the updated phospho-flow protocol and the established controls, best practices, and expected outcomes presented here also provide a framework for adapting these tools in new areas with unexplored biology. © 2020 by John Wiley & Sons, Inc. Basic Protocol: Phospho-protein stimulation and mass cytometry data collection Support Protocol: Analysis of signaling mass cytometry data.
Collapse
Affiliation(s)
- Caroline E Roe
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, Tennessee.,Department of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Madeline J Hayes
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, Tennessee.,Department of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Sierra M Barone
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, Tennessee.,Department of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Jonathan M Irish
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, Tennessee.,Department of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee
| |
Collapse
|
15
|
Atanasov AG, Zotchev SB, Dirsch VM, Supuran CT. Natural products in drug discovery: advances and opportunities. Nat Rev Drug Discov 2021; 20:200-216. [PMID: 33510482 PMCID: PMC7841765 DOI: 10.1038/s41573-020-00114-z] [Citation(s) in RCA: 1607] [Impact Index Per Article: 535.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/12/2020] [Indexed: 02/07/2023]
Abstract
Natural products and their structural analogues have historically made a major contribution to pharmacotherapy, especially for cancer and infectious diseases. Nevertheless, natural products also present challenges for drug discovery, such as technical barriers to screening, isolation, characterization and optimization, which contributed to a decline in their pursuit by the pharmaceutical industry from the 1990s onwards. In recent years, several technological and scientific developments - including improved analytical tools, genome mining and engineering strategies, and microbial culturing advances - are addressing such challenges and opening up new opportunities. Consequently, interest in natural products as drug leads is being revitalized, particularly for tackling antimicrobial resistance. Here, we summarize recent technological developments that are enabling natural product-based drug discovery, highlight selected applications and discuss key opportunities.
Collapse
Affiliation(s)
- Atanas G Atanasov
- Institute of Genetics and Animal Biotechnology of the Polish Academy of Sciences, Jastrzebiec, Poland.
- Department of Pharmacognosy, University of Vienna, Vienna, Austria.
- Institute of Neurobiology, Bulgarian Academy of Sciences, Sofia, Bulgaria.
- Ludwig Boltzmann Institute for Digital Health and Patient Safety, Medical University of Vienna, Vienna, Austria.
| | - Sergey B Zotchev
- Department of Pharmacognosy, University of Vienna, Vienna, Austria
| | - Verena M Dirsch
- Department of Pharmacognosy, University of Vienna, Vienna, Austria
| | - Claudiu T Supuran
- Università degli Studi di Firenze, NEUROFARBA Dept, Sezione di Scienze Farmaceutiche, Florence, Italy.
| |
Collapse
|
16
|
The delta isoform of phosphatidylinositol-3-kinase predominates in chronic myelomonocytic leukemia and can be targeted effectively with umbralisib and ruxolitinib. Exp Hematol 2021; 97:57-65.e5. [PMID: 33617893 DOI: 10.1016/j.exphem.2021.02.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2020] [Revised: 02/11/2021] [Accepted: 02/12/2021] [Indexed: 11/20/2022]
Abstract
Chronic myelomonocytic leukemia (CMML) is a myelodysplastic syndrome/myeloproliferative neoplasm overlap syndrome characterized by monocytic proliferation in the presence of dysplastic bone marrow changes, inflammatory symptoms, and propensity for transformation to acute myeloid leukemia (AML), with a poor prognosis and limited treatment options. Unlike the α and β isoforms, the phosphatidylinositol-3-kinase (PI3K)-δ signaling protein is predominantly expressed by hematopoietic cells and therefore has garnered interest as a potential target for the treatment of lymphomas and leukemias. We revealed a pattern of increased PIK3CD:PIK3CA ratio in monocytic M5 AML patients and cell lines, and this ratio correlated with responsiveness to pharmacological PI3K-δ inhibition in vitro. Because CMML is a disease defined by monocytic clonal proliferation, we tested the PI3K-δ inhibitor umbralisib as a single agent and in combination with the JAK1/2 inhibitor ruxolitinib, in CMML. Our ex vivo experiments with primary CMML patient samples revealed synergistic inhibition of viability and clonogenicity with this combination. Phospho-specific flow cytometry revealed that dual inhibition had the unique ability to decrease STAT5, ERK, AKT, and S6 phosphorylation simultaneously, which offers a mechanistic hypothesis for the enhanced efficacy of the combination treatment. These preclinical data indicate promising activity by co-inhibition of PI3K-δ and JAK1/2 and support the use of ruxolitinib + umbralisib combination therapy in CMML under active clinical investigation.
Collapse
|
17
|
Boyce JH, Reisman BJ, Bachmann BO, Porco JA. Synthesis and Multiplexed Activity Profiling of Synthetic Acylphloroglucinol Scaffolds. Angew Chem Int Ed Engl 2021; 60:1263-1272. [PMID: 32965753 PMCID: PMC7855714 DOI: 10.1002/anie.202010338] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Indexed: 12/20/2022]
Abstract
Reported here are novel formic-acid-mediated rearrangements of dearomatized acylphloroglucinols to access a structurally diverse group of synthetic acylphloroglucinol scaffolds (SASs). Density-functional theory (DFT) optimized orbital and stereochemical analyses shed light on the mechanism of these rearrangements. Products were evaluated by multiplexed activity profiling (MAP), an unbiased platform which assays multiple biological readouts simultaneously at single-cell resolution for markers of cell signaling, and can aid in distinguishing genuine activity from assay interference. MAP identified a number of SASs that suppressed pS6 (Ser235/236), a marker for activation of the mTOR and ERK signaling pathways. These results illustrate how biomimetic synthesis and multiplexed activity profiling can reveal the pharmacological potential of novel chemotypes by diversity-oriented synthesis.
Collapse
Affiliation(s)
- Jonathan H Boyce
- Department of Chemistry and Center for Molecular Discovery (BU-CMD), Boston University, 590 Commonwealth Avenue, Boston, MA, 02215, USA
- Current Address: Department of Pharmaceutical Chemistry, University of California, San Francisco, 555 Mission Bay Blvd S., San Francisco, CA, 94158, USA
| | - Benjamin J Reisman
- Vanderbilt University, Chemistry Department, 7330 Stevenson Center, Nashville, TN, 37235, USA
| | - Brian O Bachmann
- Vanderbilt University, Chemistry Department, 7330 Stevenson Center, Nashville, TN, 37235, USA
| | - John A Porco
- Department of Chemistry and Center for Molecular Discovery (BU-CMD), Boston University, 590 Commonwealth Avenue, Boston, MA, 02215, USA
| |
Collapse
|
18
|
Verhagen H, Alonso-Andicoberry C, Assunção R, Cavaliere F, Eneroth H, Hoekstra J, Koulouris S, Kouroumalis A, Lorenzetti S, Mantovani A, Menozzi D, Nauta M, Poulsen M, Rubert J, Siani A, Sirot V, Spaggiari G, Thomsen ST, Trevisan M, Cozzini P. Risk-benefit in food safety and nutrition - Outcome of the 2019 Parma Summer School. Food Res Int 2021; 141:110073. [PMID: 33641961 DOI: 10.1016/j.foodres.2020.110073] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Revised: 12/21/2020] [Accepted: 12/22/2020] [Indexed: 12/13/2022]
Abstract
Risk-benefit assessment is the comparison of the risk of a situation to its related benefits, i.e. a comparison of scenarios estimating the overall health impact. The risk-benefit analysis paradigm mirrors the classical risk analysis one: risk-benefit assessment goes hand-in-hand with risk-benefit management and risk-benefit communication. The various health effects associated with food consumption, together with the increasing demand for advice on healthy and safe diets, have led to the development of different research disciplines in food safety and nutrition. In this sense, there is a clear need for a holistic approach, including and comparing all of the relevant health risks and benefits. The risk-benefit assessment of foods is a valuable approach to estimate the overall impact of food on health. It aims to assess together the negative and positive health effects associated with food intake by integrating chemical and microbiological risk assessment with risk and benefit assessment in food safety and nutrition. The 2019 Parma Summer School on risk-benefit in food safety and nutrition had the objective was to provide an opportunity to learn from experts in the field of risk-benefit approach in food safety and nutrition, including theory, case studies, and communication of risk-benefit assessments plus identify challenges for the future. It was evident that whereas tools and approaches have been developed, more and more case studies have been performed which can form an inherent validation of the risk-benefit approach. Executed risk-benefit assessment case studies apply the steps and characteristics developed: a problem formulation (with at least 2 scenarios), a tiered approach until a decision can be made, one common currency to describe both beneficial and adverse effects (DALYs in most instances). It was concluded that risk-benefit assessment in food safety and nutrition is gaining more and more momentum, while also many challenges remain for the future. Risk-benefit is on the verge of really enrolling into the risk assessment and risk analysis paradigm. The interaction between risk-benefit assessors and risk-benefit managers is pivotal in this, as is the interaction with risk-benefit communicators.
Collapse
Affiliation(s)
- Hans Verhagen
- University of Ulster, Northern Ireland, United Kingdom; European Food Safety Authority, Parma, Italy; Technical University of Denmark, Lyngby, Denmark.
| | | | - Ricardo Assunção
- National Institute of Health Dr. Ricardo Jorge, Lisbon, Portugal; CESAM, Centre for Environmental and Marine Studies, University of Aveiro, Aveiro, Portugal
| | | | | | - Jeljer Hoekstra
- National Institute for Public Health and the Environment (RIVM), the Netherlands
| | | | | | - Stefano Lorenzetti
- Istituto Superiore di Sanità - ISS, Dpt. of Food Safety, Nutrition and Veterinary Public Health, Rome, Italy
| | - Alberto Mantovani
- Istituto Superiore di Sanità - ISS, Dpt. of Food Safety, Nutrition and Veterinary Public Health, Rome, Italy
| | | | | | | | - Josep Rubert
- CIBIO, Department of Cellular, Computational and Integrative Biology, University of Trento, Via Sommarive 9, Povo 38123, Italy; Interdisciplinary Research Structure of Biotechnology and Biomedicine, Department of Biochemistry and Molecular Biology, Universitat de Valencia, 46100 Burjassot, València, Spain
| | | | | | | | | | - Marco Trevisan
- DiSTAS, Università Cattolica del Sacro Cuore, Piacenza Campus, Italy
| | - Pietro Cozzini
- University of Parma, Department of Food and Drug, Italy.
| |
Collapse
|
19
|
Boyce JH, Reisman BJ, Bachmann BO, Porco JA. Synthesis and Multiplexed Activity Profiling of Synthetic Acylphloroglucinol Scaffolds. Angew Chem Int Ed Engl 2020. [DOI: 10.1002/ange.202010338] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Affiliation(s)
- Jonathan H. Boyce
- Department of Chemistry and Center for Molecular Discovery (BU-CMD) Boston University 590 Commonwealth Avenue Boston MA 02215 USA
- Current Address: Department of Pharmaceutical Chemistry University of California, San Francisco 555 Mission Bay Blvd S. San Francisco CA 94158 USA
| | - Benjamin J. Reisman
- Vanderbilt University Chemistry Department 7330 Stevenson Center Nashville TN 37235 USA
| | - Brian O. Bachmann
- Vanderbilt University Chemistry Department 7330 Stevenson Center Nashville TN 37235 USA
| | - John A. Porco
- Department of Chemistry and Center for Molecular Discovery (BU-CMD) Boston University 590 Commonwealth Avenue Boston MA 02215 USA
| |
Collapse
|
20
|
Zhang F, Zhao M, Braun DR, Ericksen SS, Piotrowski JS, Nelson J, Peng J, Ananiev GE, Chanana S, Barns K, Fossen J, Sanchez H, Chevrette MG, Guzei IA, Zhao C, Guo L, Tang W, Currie CR, Rajski SR, Audhya A, Andes DR, Bugni TS. A marine microbiome antifungal targets urgent-threat drug-resistant fungi. Science 2020; 370:974-978. [PMID: 33214279 PMCID: PMC7756952 DOI: 10.1126/science.abd6919] [Citation(s) in RCA: 89] [Impact Index Per Article: 22.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 10/05/2020] [Indexed: 12/29/2022]
Abstract
New antifungal drugs are urgently needed to address the emergence and transcontinental spread of fungal infectious diseases, such as pandrug-resistant Candida auris. Leveraging the microbiomes of marine animals and cutting-edge metabolomics and genomic tools, we identified encouraging lead antifungal molecules with in vivo efficacy. The most promising lead, turbinmicin, displays potent in vitro and mouse-model efficacy toward multiple-drug-resistant fungal pathogens, exhibits a wide safety index, and functions through a fungal-specific mode of action, targeting Sec14 of the vesicular trafficking pathway. The efficacy, safety, and mode of action distinct from other antifungal drugs make turbinmicin a highly promising antifungal drug lead to help address devastating global fungal pathogens such as C. auris.
Collapse
Affiliation(s)
- Fan Zhang
- Pharmaceutical Sciences Division, University of Wisconsin-Madison, Madison, WI, USA
| | - Miao Zhao
- Department of Medicine, University of Wisconsin-Madison, Madison, WI, USA
| | - Doug R Braun
- Pharmaceutical Sciences Division, University of Wisconsin-Madison, Madison, WI, USA
| | - Spencer S Ericksen
- Small Molecule Screening Facility, University of Wisconsin Carbone Cancer Center, Madison, WI, USA
| | | | | | - Jian Peng
- Department of Computer Science, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Gene E Ananiev
- Small Molecule Screening Facility, University of Wisconsin Carbone Cancer Center, Madison, WI, USA
| | - Shaurya Chanana
- Pharmaceutical Sciences Division, University of Wisconsin-Madison, Madison, WI, USA
| | - Kenneth Barns
- Pharmaceutical Sciences Division, University of Wisconsin-Madison, Madison, WI, USA
| | - Jen Fossen
- Department of Medicine, University of Wisconsin-Madison, Madison, WI, USA
| | - Hiram Sanchez
- Department of Medicine, University of Wisconsin-Madison, Madison, WI, USA
| | - Marc G Chevrette
- Department of Genetics, University of Wisconsin-Madison, Madison, WI, USA
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA
- Wisconsin Institute for Discovery and Department of Plant Pathology, University of Wisconsin-Madison, Madison, WI, USA
| | - Ilia A Guzei
- Department of Chemistry, University of Wisconsin-Madison, Madison, WI, USA
| | - Changgui Zhao
- Pharmaceutical Sciences Division, University of Wisconsin-Madison, Madison, WI, USA
| | - Le Guo
- Pharmaceutical Sciences Division, University of Wisconsin-Madison, Madison, WI, USA
| | - Weiping Tang
- Pharmaceutical Sciences Division, University of Wisconsin-Madison, Madison, WI, USA
| | - Cameron R Currie
- Department of Genetics, University of Wisconsin-Madison, Madison, WI, USA
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA
| | - Scott R Rajski
- Pharmaceutical Sciences Division, University of Wisconsin-Madison, Madison, WI, USA
| | - Anjon Audhya
- Department of Biomolecular Chemistry, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA
| | - David R Andes
- Department of Medicine, University of Wisconsin-Madison, Madison, WI, USA.
| | - Tim S Bugni
- Pharmaceutical Sciences Division, University of Wisconsin-Madison, Madison, WI, USA.
| |
Collapse
|
21
|
Rubert J, Schweiger PJ, Mattivi F, Tuohy K, Jensen KB, Lunardi A. Intestinal Organoids: A Tool for Modelling Diet-Microbiome-Host Interactions. Trends Endocrinol Metab 2020; 31:848-858. [PMID: 33086077 DOI: 10.1016/j.tem.2020.02.004] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/23/2019] [Revised: 02/04/2020] [Accepted: 02/06/2020] [Indexed: 12/12/2022]
Abstract
Dietary patterns, microbiome dysbiosis, and gut microbial metabolites (GMMs) have a pivotal role in the homeostasis of intestinal epithelial cells and in disease progression, such as that of colorectal cancer (CRC). Although GMMs and microorganisms have crucial roles in many biological activities, models for deciphering diet-microbiome-host relationships are largely limited to animal models. Thus, intestinal organoids (IOs) have provided unprecedented opportunities for the generation of in vitro platforms with the sufficient level of complexity to model physiological and pathological diet-microbiome-host conditions. Overall, IO responses to GMM metabolites and microorganisms can provide new insights into the mechanisms by which those agents may prevent or trigger diseases, significantly extending our knowledge of diet-microbiome-host interactions.
Collapse
Affiliation(s)
- Josep Rubert
- CIBIO - Department of Cellular, Computational, and Integrative Biology, University of Trento, Via Sommarive 9, Trento, Italy.
| | - Pawel J Schweiger
- BRIC - Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen N, DK-2200, Denmark; Novo Nordisk Foundation Center for Stem Cell Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Fulvio Mattivi
- CIBIO - Department of Cellular, Computational, and Integrative Biology, University of Trento, Via Sommarive 9, Trento, Italy
| | - Kieran Tuohy
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund Mach (FEM), Via E. Mach 1, San Michele all'Adige, Italy
| | - Kim B Jensen
- BRIC - Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen N, DK-2200, Denmark; Novo Nordisk Foundation Center for Stem Cell Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Andrea Lunardi
- CIBIO - Department of Cellular, Computational, and Integrative Biology, University of Trento, Via Sommarive 9, Trento, Italy
| |
Collapse
|
22
|
Exogenous Glucose Promotes Growth and Pectinase Activity of Bacillus licheniformis DY2 Through Frustrating the TCA Cycle. BIOTECHNOL BIOPROC E 2019. [DOI: 10.1007/s12257-019-0245-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
|
23
|
Zhao H, Chen L, Yang T, Feng YL, Vaziri ND, Liu BL, Liu QQ, Guo Y, Zhao YY. Aryl hydrocarbon receptor activation mediates kidney disease and renal cell carcinoma. J Transl Med 2019; 17:302. [PMID: 31488157 PMCID: PMC6727512 DOI: 10.1186/s12967-019-2054-5] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2019] [Accepted: 08/29/2019] [Indexed: 12/12/2022] Open
Abstract
The aryl hydrocarbon receptor (AhR) is a well-known ligand-activated cytoplasmic transcription factor that contributes to cellular responses against environmental toxins and carcinogens. AhR is activated by a range of structurally diverse compounds from the environment, microbiome, natural products, and host metabolism, suggesting that AhR possesses a rather promiscuous ligand binding site. Increasing studies have indicated that AhR can be activated by a variety of endogenous ligands and induce the expression of a battery of genes. AhR regulates a variety of physiopathological events, including cell proliferation, differentiation, apoptosis, adhesion and migration. These new roles have expanded our understanding of the AhR signalling pathways and endogenous metabolites interacting with AhR under homeostatic and pathological conditions. Recent studies have demonstrated that AhR is linked to cardiovascular disease (CVD), chronic kidney disease (CKD) and renal cell carcinoma (RCC). In this review, we summarize gut microbiota-derived ligands inducing AhR activity in patients with CKD, CVD, diabetic nephropathy and RCC that may provide a new diagnostic and prognostic approach for complex renal damage. We further highlight polyphenols from natural products as AhR agonists or antagonists that regulate AhR activity. A better understanding of structurally diverse polyphenols and AhR biological activities would allow us to illuminate their molecular mechanism and discover potential therapeutic strategies targeting AhR activation.
Collapse
Affiliation(s)
- Hui Zhao
- Faculty of Life Science & Medicine, Northwest University, No. 229 Taibai North Road, Xi'an, 710069, Shaanxi, China
| | - Lin Chen
- Faculty of Life Science & Medicine, Northwest University, No. 229 Taibai North Road, Xi'an, 710069, Shaanxi, China
| | - Tian Yang
- Faculty of Life Science & Medicine, Northwest University, No. 229 Taibai North Road, Xi'an, 710069, Shaanxi, China
| | - Ya-Long Feng
- Faculty of Life Science & Medicine, Northwest University, No. 229 Taibai North Road, Xi'an, 710069, Shaanxi, China
| | - Nosratola D Vaziri
- Division of Nephrology and Hypertension, School of Medicine, University of California Irvine, Irvine, CA, 92897, USA
| | - Bao-Li Liu
- Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, Beijing, 100010, China
| | - Qing-Quan Liu
- Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, Beijing, 100010, China
| | - Yan Guo
- Department of Internal Medicine, University of New Mexico, Albuquerque, 87131, USA
| | - Ying-Yong Zhao
- Faculty of Life Science & Medicine, Northwest University, No. 229 Taibai North Road, Xi'an, 710069, Shaanxi, China.
| |
Collapse
|
24
|
Chronic kidney disease: Biomarker diagnosis to therapeutic targets. Clin Chim Acta 2019; 499:54-63. [PMID: 31476302 DOI: 10.1016/j.cca.2019.08.030] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2019] [Revised: 08/29/2019] [Accepted: 08/29/2019] [Indexed: 12/12/2022]
Abstract
Chronic kidney disease (CKD), characterized as renal dysfunction, is recognized as a major public health problem with high morbidity and mortality worldwide. Unfortunately, there are no obvious clinical symptoms in early stage disease until severe damage has occurred. Further complicating early diagnosis and treatment is the lack of sensitive and specific biomarkers. As such, novel biomarkers are urgently needed. Metabolomics has shown an increasing potential for identifying underlying disease mechanisms, facilitating clinical diagnosis and developing pharmaceutical treatments for CKD. Recent advances in metabolomics revealed that CKD was closely associated with the dysregulation of numerous metabolites, such as amino acids, lipids, nucleotides and glycoses, that might be exploited as potential biomarkers. In this review, we summarize recent metabolomic applications based on animal model studies and in patients with CKD and highlight several biomarkers that may play important roles in diagnosis, intervention and development of new therapeutic strategies.
Collapse
|
25
|
Moon K, Xu F, Zhang C, Seyedsayamdost MR. Bioactivity-HiTES Unveils Cryptic Antibiotics Encoded in Actinomycete Bacteria. ACS Chem Biol 2019; 14:767-774. [PMID: 30830740 DOI: 10.1021/acschembio.9b00049] [Citation(s) in RCA: 44] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Bacteria harbor an immense reservoir of potentially new and therapeutic small molecules in the form of "silent" biosynthetic gene clusters (BGCs). These BGCs can be identified bioinformatically but are sparingly expressed under normal laboratory growth conditions, or not at all, and therefore do not produce significant levels of the corresponding small molecule product. Several methods have been developed for activating silent BGCs. A major limitation for nearly all methods is that they require genetic procedures and/or do not report on the bioactivity of the cryptic metabolite. We herein report "Bioactivty-HiTES", an approach that links the bioactivity of cryptic metabolites to their induction while at the same time obviating the need for genetic manipulations. Using this method, we detected induction of cryptic antibiotics in three actinomycete strains that were tested. Follow-up studies in one case allowed us to structurally elucidate two cryptic metabolites, elicited by the β-blocker atenolol in Streptomyces hiroshimensis, with selective growth-inhibitory activity against Gram-negative bacteria, notably Escherichia coli and Acinetobacter baumannii. Atenolol turned out to be a global elicitor of secondary metabolism, and characterization of additional cryptic metabolites led to the discovery of a novel naphthoquinone epoxide. Bioactivity-HiTES is a general, widely applicable procedure that will be useful in identifying cryptic bioactive metabolites in the future.
Collapse
Affiliation(s)
- Kyuho Moon
- Department of Chemistry, Princeton University, Princeton, New Jersey 08544, United States
| | - Fei Xu
- Department of Chemistry, Princeton University, Princeton, New Jersey 08544, United States
| | - Chen Zhang
- Department of Chemistry, Princeton University, Princeton, New Jersey 08544, United States
| | - Mohammad R. Seyedsayamdost
- Department of Chemistry, Princeton University, Princeton, New Jersey 08544, United States
- Department of Molecular Biology, Princeton University, Princeton, New Jersey 08544, United States
| |
Collapse
|
26
|
β-carboline biomediators induce reveromycin production in Streptomyces sp. SN-593. Sci Rep 2019; 9:5802. [PMID: 30967594 PMCID: PMC6456619 DOI: 10.1038/s41598-019-42268-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2018] [Accepted: 03/22/2019] [Indexed: 12/22/2022] Open
Abstract
The biosynthetic potential of soil-dwelling actinomycetes to produce diverse bioactive molecules that are useful as drug seeds has been achieved in the laboratory by modifying culture conditions. Availability of a small molecule that can induce secondary metabolism in these microbes can greatly facilitate the exploration of bioactive natural products. In this manuscript, through the screening of natural products and chemical modification, we demonstrated that the presence of the β-carboline compound, BR-1, enhanced reveromycin A production in Streptomyces sp. SN-593. BR-1 induced reveromycins production at the wide range of concentrations without affecting cell growth. Our study indicates that BR-1 might serve as an alternative to activate specialized metabolite biosynthesis without genetic engineering.
Collapse
|
27
|
Activation of silent biosynthetic pathways and discovery of novel secondary metabolites in actinomycetes by co-culture with mycolic acid-containing bacteria. J Ind Microbiol Biotechnol 2018; 46:363-374. [PMID: 30488365 DOI: 10.1007/s10295-018-2100-y] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2018] [Accepted: 10/26/2018] [Indexed: 01/25/2023]
Abstract
Bacterial secondary metabolites (SM) are rich sources of drug leads, and in particular, numerous metabolites have been isolated from actinomycetes. It was revealed by recent genome sequence projects that actinomycetes harbor much more secondary metabolite-biosynthetic gene clusters (SM-BGCs) than previously expected. Nevertheless, large parts of SM-BGCs in actinomycetes are dormant and cryptic under the standard culture conditions. Therefore, a widely applicable methodology for cryptic SM-BGC activation is required to obtain novel SM. Recently, it was discovered that co-culturing with mycolic-acid-containing bacteria (MACB) widely activated cryptic SM-BGCs in actinomycetes. This "combined-culture" methodology (co-culture methodology using MACB as the partner of actinomycetes) is easily applicable for a broad range of actinomycetes, and indeed, 33 novel SM have been successfully obtained from 12 actinomycetes so far. In this review, the development, application, and mechanistic analysis of the combined-culture method were summarized.
Collapse
|
28
|
Covington BC, Spraggins JM, Ynigez-Gutierrez AE, Hylton ZB, Bachmann BO. Response of Secondary Metabolism of Hypogean Actinobacterial Genera to Chemical and Biological Stimuli. Appl Environ Microbiol 2018; 84:e01125-18. [PMID: 30030223 PMCID: PMC6146984 DOI: 10.1128/aem.01125-18] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2018] [Accepted: 07/05/2018] [Indexed: 12/24/2022] Open
Abstract
Microorganisms within microbial communities respond to environmental challenges by producing biologically active secondary metabolites, yet the majority of these small molecules remain unidentified. We have previously demonstrated that secondary metabolite biosynthesis in actinomycetes can be activated by model environmental chemical and biological stimuli, and metabolites can be identified by comparative metabolomics analyses under different stimulus conditions. Here, we surveyed the secondary metabolite productivity of a group of 20 phylogenetically diverse actinobacteria isolated from hypogean (cave) environments by applying a battery of stimuli consisting of exposure to antibiotics, metals, and mixed microbial culture. Comparative metabolomics was used to reveal secondary metabolite responses from stimuli. These analyses revealed substantial changes in global metabolomic dynamics, with over 30% of metabolomic features increasing more than 10-fold under at least one stimulus condition. Selected features were isolated and identified via nuclear magnetic resonance (NMR), revealing several known secondary metabolite families, including the tetarimycins, aloesaponarins, hypogeamicins, actinomycins, and propeptins. One prioritized metabolite was identified to be a previously unreported aminopolyol polyketide, funisamine, produced by a cave isolate of Streptosporangium when exposed to mixed culture. The production of funisamine was most significantly increased in mixed culture with Bacillus species. The biosynthetic gene cluster responsible for the production of funisamine was identified via genomic sequencing of the producing strain, Streptosporangium sp. strain KDCAGE35, which facilitated a deduction of its biosynthesis. Together, these data demonstrate that comparative metabolomics can reveal the stimulus-induced production of natural products from diverse microbial phylogenies.IMPORTANCE Microbial secondary metabolites are an important source of biologically active and therapeutically relevant small molecules. However, much of this active molecular diversity is challenging to access due to low production levels or difficulty in discerning secondary metabolites within complex microbial extracts prior to isolation. Here, we demonstrate that ecological stimuli increase secondary metabolite production in phylogenetically diverse actinobacteria isolated from understudied hypogean environments. Additionally, we show that comparative metabolomics linking stimuli to metabolite response data can effectively reveal secondary metabolites within complex biological extracts. This approach highlighted secondary metabolites in almost all observed natural product classes, including low-abundance analogs of biologically relevant metabolites, as well as a new linear aminopolyol polyketide, funisamine. This study demonstrates the generality of activating stimuli to potentiate secondary metabolite production across diverse actinobacterial genera.
Collapse
Affiliation(s)
- Brett C Covington
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee, USA
| | - Jeffrey M Spraggins
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee, USA
- Department of Biochemistry, Vanderbilt University, Nashville, Tennessee, USA
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee, USA
| | | | - Zachary B Hylton
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee, USA
| | - Brian O Bachmann
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee, USA
- Department of Biochemistry, Vanderbilt University, Nashville, Tennessee, USA
| |
Collapse
|
29
|
Wohlgemuth R. Horizons of Systems Biocatalysis and Renaissance of Metabolite Synthesis. Biotechnol J 2018; 13:e1700620. [DOI: 10.1002/biot.201700620] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2018] [Revised: 04/26/2018] [Indexed: 12/12/2022]
Affiliation(s)
- Roland Wohlgemuth
- European Federation of Biotechnology; Section on Applied Biocatalysis (ESAB); Theodor-Heuss-Allee 25,Frankfurt am Main 60486 Germany
- Sigma-Aldrich; Member of Merck Group; Industriestrasse 25,Buchs 9470 Switzerland
| |
Collapse
|