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Zhang X, Li Z, Zhao C, Chen T, Wang X, Sun X, Zhao X, Lu X, Xu G. Leveraging Unidentified Metabolic Features for Key Pathway Discovery: Chemical Classification-driven Network Analysis in Untargeted Metabolomics. Anal Chem 2024; 96:3409-3418. [PMID: 38354311 DOI: 10.1021/acs.analchem.3c04591] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2024]
Abstract
Untargeted metabolomics using liquid chromatography-electrospray ionization-high-resolution tandem mass spectrometry (UPLC-ESI-MS/MS) provides comprehensive insights into the dynamic changes of metabolites in biological systems. However, numerous unidentified metabolic features limit its utilization. In this study, a novel approach, the Chemical Classification-driven Molecular Network (CCMN), was proposed to unveil key metabolic pathways by leveraging hidden information within unidentified metabolic features. The method was demonstrated by using the herbivore-induced metabolic response in corn silk as a case study. Untargeted metabolomics analysis using UPLC-MS/MS was performed on wild corn silk and two genetically modified lines (pre- and postinsect treatment). Global annotation initially identified 256 (ESI-) and 327 (ESI+) metabolites. MS/MS-based classifications predicted 1939 (ESI-) and 1985 (ESI+) metabolic features into the chemical classes. CCMNs were then constructed using metabolic features shared classes, which facilitated the structure- or class annotation for completely unknown metabolic features. Next, 844/713 significantly decreased and 1593/1378 increased metabolites in ESI-/ESI+ modes were defined in response to insect herbivory, respectively. Method validation on a spiked maize sample demonstrated an overall class prediction accuracy rate of 95.7%. Potential key pathways were prescreened by a hypergeometric test using both structure- and class-annotated differential metabolites. Subsequently, CCMN was used to deeply amend and uncover the pathway metabolites deeply. Finally, 8 key pathways were defined, including phenylpropanoid (C6-C3), flavonoid, octadecanoid, diterpenoid, lignan, steroid, amino acid/small peptide, and monoterpenoid. This study highlights the effectiveness of leveraging unidentified metabolic features. CCMN-based key pathway analysis reduced the bias in conventional pathway enrichment analysis. It provides valuable insights into complex biological processes.
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Affiliation(s)
- Xiuqiong Zhang
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, P. R. China
- University of Chinese Academy of Sciences, Beijing 100049, P. R. China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, P. R. China
| | - Zaifang Li
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, P. R. China
- University of Chinese Academy of Sciences, Beijing 100049, P. R. China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, P. R. China
| | - Chunxia Zhao
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, P. R. China
- University of Chinese Academy of Sciences, Beijing 100049, P. R. China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, P. R. China
| | - Tiantian Chen
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, P. R. China
- University of Chinese Academy of Sciences, Beijing 100049, P. R. China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, P. R. China
| | - Xinxin Wang
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, P. R. China
- University of Chinese Academy of Sciences, Beijing 100049, P. R. China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, P. R. China
| | - Xiaoshan Sun
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, P. R. China
- University of Chinese Academy of Sciences, Beijing 100049, P. R. China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, P. R. China
| | - Xinjie Zhao
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, P. R. China
- University of Chinese Academy of Sciences, Beijing 100049, P. R. China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, P. R. China
| | - Xin Lu
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, P. R. China
- University of Chinese Academy of Sciences, Beijing 100049, P. R. China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, P. R. China
| | - Guowang Xu
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, P. R. China
- University of Chinese Academy of Sciences, Beijing 100049, P. R. China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, P. R. China
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2
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Targeting mitochondrial impairment for the treatment of cardiovascular diseases: From hypertension to ischemia-reperfusion injury, searching for new pharmacological targets. Biochem Pharmacol 2023; 208:115405. [PMID: 36603686 DOI: 10.1016/j.bcp.2022.115405] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Revised: 12/26/2022] [Accepted: 12/28/2022] [Indexed: 01/03/2023]
Abstract
Mitochondria and mitochondrial proteins represent a group of promising pharmacological target candidates in the search of new molecular targets and drugs to counteract the onset of hypertension and more in general cardiovascular diseases (CVDs). Indeed, several mitochondrial pathways result impaired in CVDs, showing ATP depletion and ROS production as common traits of cardiac tissue degeneration. Thus, targeting mitochondrial dysfunction in cardiomyocytes can represent a successful strategy to prevent heart failure. In this context, the identification of new pharmacological targets among mitochondrial proteins paves the way for the design of new selective drugs. Thanks to the advances in omics approaches, to a greater availability of mitochondrial crystallized protein structures and to the development of new computational approaches for protein 3D-modelling and drug design, it is now possible to investigate in detail impaired mitochondrial pathways in CVDs. Furthermore, it is possible to design new powerful drugs able to hit the selected pharmacological targets in a highly selective way to rescue mitochondrial dysfunction and prevent cardiac tissue degeneration. The role of mitochondrial dysfunction in the onset of CVDs appears increasingly evident, as reflected by the impairment of proteins involved in lipid peroxidation, mitochondrial dynamics, respiratory chain complexes, and membrane polarization maintenance in CVD patients. Conversely, little is known about proteins responsible for the cross-talk between mitochondria and cytoplasm in cardiomyocytes. Mitochondrial transporters of the SLC25A family, in particular, are responsible for the translocation of nucleotides (e.g., ATP), amino acids (e.g., aspartate, glutamate, ornithine), organic acids (e.g. malate and 2-oxoglutarate), and other cofactors (e.g., inorganic phosphate, NAD+, FAD, carnitine, CoA derivatives) between the mitochondrial and cytosolic compartments. Thus, mitochondrial transporters play a key role in the mitochondria-cytosol cross-talk by leading metabolic pathways such as the malate/aspartate shuttle, the carnitine shuttle, the ATP export from mitochondria, and the regulation of permeability transition pore opening. Since all these pathways are crucial for maintaining healthy cardiomyocytes, mitochondrial carriers emerge as an interesting class of new possible pharmacological targets for CVD treatments.
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Krishnan V, Vigorito M, Kota NK, Chang SL. Meta-Analysis on Nicotine's Modulation of HIV-Associated Dementia. J Neuroimmune Pharmacol 2022; 17:487-502. [PMID: 34757527 PMCID: PMC11334575 DOI: 10.1007/s11481-021-10027-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2021] [Accepted: 09/27/2021] [Indexed: 01/13/2023]
Abstract
HIV-Associated Dementia (HAD) is a significant comorbidity that many HIV-patients face. Our study utilized QIAGEN Ingenuity Pathway Analysis (IPA) to identify and analyze molecular profiles and pathways underlying nicotine's impact on HAD pathology. The Qiagen Knowledge Base (QKB) defines HAD as "Dementia associated with acquired immunodeficiency syndrome (disorder)." Although much remains unknown about HAD pathology, the curated research findings from the QKB shows 5 upregulated molecules that are associated with HAD + : CCL2 (Chemokine (C-C motif) ligand 2), L-glutamic acid, GLS (Glutaminase), POLG (DNA polymerase subunit gamma), and POLB (DNA polymerase subunit beta). The current study focused on these 5 HAD pathology molecules as the phenotype of interest. The Pathway Explorer tool of IPA was used to connect nicotine-associated molecules with the 5 HAD associated molecules (HAD pathology molecules) by connecting 29 overlapping molecules (including transcription regulators, cytokines, kinases, and other enzymes/proteins). The Molecule-Activity-Predictor (MAP) tool predicted nicotine-induced activation of the HAD pathology molecules indicating the exacerbation of HAD. However, alternative pathways with more holistic representations of molecular relationships revealed the potential of nicotine as a neuroprotective treatment. It was found that concurrent with nicotine treatment the individual inactivation of several of the intermediary molecules in the holistic pathways caused the downregulation of the HAD pathology molecules. These findings reveal that nicotine may have therapeutic properties for HAD when given alongside specific inhibitory drugs for one or more of the identified intermediary molecules.
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Affiliation(s)
- Velu Krishnan
- Institute of NeuroImmune Pharmacology, Seton Hall University, South Orange, NJ, USA
- Department of Biological Sciences, Seton Hall University, South Orange, NJ, USA
| | - Michael Vigorito
- Institute of NeuroImmune Pharmacology, Seton Hall University, South Orange, NJ, USA
- Department of Psychology, Seton Hall University, 400 South Orange Ave, South Orange, NJ, 07079, USA
| | - Nikhil K Kota
- Institute of NeuroImmune Pharmacology, Seton Hall University, South Orange, NJ, USA
- Department of Biological Sciences, Seton Hall University, South Orange, NJ, USA
| | - Sulie L Chang
- Institute of NeuroImmune Pharmacology, Seton Hall University, South Orange, NJ, USA.
- Department of Biological Sciences, Seton Hall University, South Orange, NJ, USA.
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Zheng Y, Ran Y, Zhang H, Wang B, Zhou L. The Microbiome in Autoimmune Liver Diseases: Metagenomic and Metabolomic Changes. Front Physiol 2021; 12:715852. [PMID: 34690796 PMCID: PMC8531204 DOI: 10.3389/fphys.2021.715852] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Accepted: 08/24/2021] [Indexed: 12/12/2022] Open
Abstract
Recent studies have identified the critical role of microbiota in the pathophysiology of autoimmune liver diseases (AILDs), including autoimmune hepatitis (AIH), primary biliary cholangitis (PBC), and primary sclerosing cholangitis (PSC). Metagenomic studies reveal significant decrease of gut bacterial diversity in AILDs. Although profiles of metagenomic vary widely, Veillonella is commonly enriched in AIH, PBC, and PSC. Apart from gut microbiome, the oral and bile microbiome seem to be associated with these diseases as well. The functional analysis of metagenomics suggests that metabolic pathways changed in the gut microbiome of the patients. Microbial metabolites, including short-chain fatty acids (SCFAs) and microbial bile acid metabolites, have been shown to modulate innate immunity, adaptive immunity, and inflammation. Taken together, the evidence of host–microbiome interactions and in-depth mechanistic studies needs further accumulation, which will offer more possibilities to clarify the mechanisms of AILDs and provide potential molecular targets for the prevention and treatment in the future.
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Affiliation(s)
- Yanping Zheng
- Department of Gastroenterology and Hepatology, Tianjin Medical University General Hospital, Tianjin, China
| | - Ying Ran
- Department of Gastroenterology and Hepatology, Tianjin Medical University General Hospital, Tianjin, China
| | - Hongxia Zhang
- Department of Gastroenterology and Hepatology, Tianjin Medical University General Hospital, Tianjin, China
| | - Bangmao Wang
- Department of Gastroenterology and Hepatology, Tianjin Medical University General Hospital, Tianjin, China
| | - Lu Zhou
- Department of Gastroenterology and Hepatology, Tianjin Medical University General Hospital, Tianjin, China.,Department of Gastroenterology and Hepatology, Hotan People's Hospital, Xinjiang, China
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5
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Suazo KF, Park KY, Distefano MD. A Not-So-Ancient Grease History: Click Chemistry and Protein Lipid Modifications. Chem Rev 2021; 121:7178-7248. [PMID: 33821625 PMCID: PMC8820976 DOI: 10.1021/acs.chemrev.0c01108] [Citation(s) in RCA: 51] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Protein lipid modification involves the attachment of hydrophobic groups to proteins via ester, thioester, amide, or thioether linkages. In this review, the specific click chemical reactions that have been employed to study protein lipid modification and their use for specific labeling applications are first described. This is followed by an introduction to the different types of protein lipid modifications that occur in biology. Next, the roles of click chemistry in elucidating specific biological features including the identification of lipid-modified proteins, studies of their regulation, and their role in diseases are presented. A description of the use of protein-lipid modifying enzymes for specific labeling applications including protein immobilization, fluorescent labeling, nanostructure assembly, and the construction of protein-drug conjugates is presented next. Concluding remarks and future directions are presented in the final section.
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Affiliation(s)
- Kiall F. Suazo
- Department of Chemistry, University of Minnesota, Minneapolis, MN 55455 USA
| | - Keun-Young Park
- Department of Chemistry, University of Minnesota, Minneapolis, MN 55455 USA
| | - Mark D. Distefano
- Department of Chemistry, University of Minnesota, Minneapolis, MN 55455 USA
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6
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Liu Y, Lv S, Peng L, Xie C, Gao L, Sun H, Lin L, Ding K, Li Z. Development and application of novel electrophilic warheads in target identification and drug discovery. Biochem Pharmacol 2021; 190:114636. [PMID: 34062128 DOI: 10.1016/j.bcp.2021.114636] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Revised: 05/24/2021] [Accepted: 05/27/2021] [Indexed: 10/21/2022]
Abstract
Nucleophilic amino acids play important roles in maintenance of protein structure and function, covalent modification of such amino acid residues by therapeutic agents is an efficient way to treat human diseases. Most of current clinical drugs are structurally limited to α,β-unsaturated amide as an electrophilic warhead. To alleviate this issue, many novel electrophiles have been developed in recent years that can covalently bind to different amino acid residues and provides a unique way to interrogate proteins, including "undruggable" targets. With an activity-based protein profiling (ABPP) approach, the activity and functionality of a protein and its binding sites can be assessed. This facilitates an understanding of protein function, and contributes to the discovery of new druggable targets and lead compounds. Meanwhile, many novel inhibitors bearing new reactive warhead were developed and displayed remarkable pharmaceutical properties. In this perspective, we have reviewed the recent remarkable progress of novel electrophiles and their applications in target identification and drug discovery.
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Affiliation(s)
- Yue Liu
- School of Pharmacy, Jinan University, 601 Huangpu Avenue West, Guangzhou 510632, China
| | - Shumin Lv
- School of Pharmacy, Jinan University, 601 Huangpu Avenue West, Guangzhou 510632, China
| | - Lijie Peng
- School of Pharmacy, Jinan University, 601 Huangpu Avenue West, Guangzhou 510632, China
| | - Chengliang Xie
- School of Pharmaceutical Science (Shenzhen), Sun Yat-sen University, Guangzhou 510000, China
| | - Liqian Gao
- School of Pharmaceutical Science (Shenzhen), Sun Yat-sen University, Guangzhou 510000, China
| | - Hongyan Sun
- Department of Chemistry, City University of Hong Kong, Hong Kong 999077, China
| | - Ligen Lin
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Avenida da Universidade, Taipa, Macau 999078, China
| | - Ke Ding
- School of Pharmacy, Jinan University, 601 Huangpu Avenue West, Guangzhou 510632, China.
| | - Zhengqiu Li
- School of Pharmacy, Jinan University, 601 Huangpu Avenue West, Guangzhou 510632, China; MOE Key Laboratory of Tumor Molecular Biology, Jinan University, Guangzhou, China.
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Bandi CK, Skalenko KS, Agrawal A, Sivaneri N, Thiry M, Chundawat SPS. Engineered Regulon to Enable Autonomous Azide Ion Biosensing, Recombinant Protein Production, and in Vivo Glycoengineering. ACS Synth Biol 2021; 10:682-689. [PMID: 33749248 DOI: 10.1021/acssynbio.0c00449] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Detection of azide-tagged biomolecules (e.g., azido sugars) inside living cells using "click" chemistry has been revolutionary to the field of chemical biology. However, we currently still lack suitable synthetic biology tools to autonomously and rapidly detect azide ions. Here, we have developed an engineered synthetic promoter system called cyn regulon, and complementary Escherichia coli engineered strains, to selectively detect azide ions and autonomously induce downstream expression of reporter genes. The engineered cyn azide operon allowed highly tunable reporter green fluorescent protein (GFP) expression over three orders of inducer azide ion concentrations (0.01-5 mM) and rapidly induced GFP expression by over 600-fold compared to the uninduced control. Next, we showcase the superior performance of this engineered cyn-operon over the classical lac-operon for recombinant protein production. Finally, we highlight how this synthetic biology toolkit can enable glycoengineering-based applications by facilitating in vivo activity screening of mutant carbohydrate-active enzymes (CAZymes), called glycosynthases, using azido sugars as donor substrates.
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Affiliation(s)
- Chandra Kanth Bandi
- Department of Chemical & Biochemical Engineering, Rutgers, The State University of New Jersey, 98 Brett Road, Piscataway, New Jersey 08854, United States
| | - Kyle S. Skalenko
- Department of Genetics and Waksman Institute, Rutgers, The State University of New Jersey, 190 Frelinghuysen Road, Piscataway, New Jersey 08854, United States
| | - Ayushi Agrawal
- Department of Chemical & Biochemical Engineering, Rutgers, The State University of New Jersey, 98 Brett Road, Piscataway, New Jersey 08854, United States
| | - Neelan Sivaneri
- Department of Chemical & Biochemical Engineering, Rutgers, The State University of New Jersey, 98 Brett Road, Piscataway, New Jersey 08854, United States
| | - Margaux Thiry
- Department of Chemical & Biochemical Engineering, Rutgers, The State University of New Jersey, 98 Brett Road, Piscataway, New Jersey 08854, United States
| | - Shishir P. S. Chundawat
- Department of Chemical & Biochemical Engineering, Rutgers, The State University of New Jersey, 98 Brett Road, Piscataway, New Jersey 08854, United States
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Xiang Q, Lott AA, Assmann SM, Chen S. Advances and perspectives in the metabolomics of stomatal movement and the disease triangle. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2021; 302:110697. [PMID: 33288010 DOI: 10.1016/j.plantsci.2020.110697] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Revised: 09/26/2020] [Accepted: 09/28/2020] [Indexed: 05/20/2023]
Abstract
Crops are continuously exposed to microbial pathogens that cause tremendous yield losses worldwide. Stomatal pores formed by pairs of specialized guard cells in the leaf epidermis represent a major route of pathogen entry. Guard cells have an essential role as a first line of defense against pathogens. Metabolomics is an indispensable systems biology tool that has facilitated discovery and functional studies of metabolites that regulate stomatal movement in response to pathogens and other environmental factors. Guard cells, pathogens and environmental factors constitute the "stomatal disease triangle". The aim of this review is to highlight recent advances toward understanding the stomatal disease triangle in the context of newly discovered signaling molecules, hormone crosstalk, and consequent molecular changes that integrate pathogens and environmental sensing into stomatal immune responses. Future perspectives on emerging single-cell studies, multiomics and molecular imaging in the context of stomatal defense are discussed. Advances in this important area of plant biology will inform rational crop engineering and breeding for enhanced stomatal defense without disruption of other pathways that impact crop yield.
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Affiliation(s)
- Qingyuan Xiang
- Department of Biology, University of Florida Genetics Institute, Gainesville, FL, USA
| | - Aneirin A Lott
- Department of Biology, University of Florida Genetics Institute, Gainesville, FL, USA; Plant Molecular and Cellular Biology Program, University of Florida, FL, USA
| | - Sarah M Assmann
- Department of Biology, Pennsylvania State University, State College, PA, USA
| | - Sixue Chen
- Department of Biology, University of Florida Genetics Institute, Gainesville, FL, USA; Plant Molecular and Cellular Biology Program, University of Florida, FL, USA; Proteomics and Mass Spectrometry Facility, University of Florida, FL, USA.
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9
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Leung MCK, Silva MH, Palumbo AJ, Lohstroh PN, Koshlukova SE, DuTeaux SB. Adverse outcome pathway of developmental neurotoxicity resulting from prenatal exposures to cannabis contaminated with organophosphate pesticide residues. Reprod Toxicol 2019; 85:12-18. [PMID: 30668982 DOI: 10.1016/j.reprotox.2019.01.004] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2017] [Revised: 11/07/2018] [Accepted: 01/14/2019] [Indexed: 01/11/2023]
Abstract
There is growing concern that increased use of medical and recreational cannabis may result in increased exposure to contaminants on the cannabis, such as pesticides. Several states are moving towards implementing robust regulation of the sales, cultivation, and manufacture of cannabis products. However, there are challenges with creating health-protective regulations in an industry that, to date, has been largely unregulated. The focus of this publication is a theoretical examination of what may happen when women are exposed pre-conceptually or during pregnancy to cannabis contaminated with pesticides. We propose an adverse outcome pathway of concomitant prenatal exposure to cannabinoids and the organophosphate pesticide chlorpyrifos by curating what we consider to be the key events at the molecular, cellular, and tissue levels that result in developmental neurotoxicity. The implications of this adverse outcome pathway underscore the need to elucidate the potential developmental neurotoxicity that may result from prenatal exposure to pesticide-contaminated cannabis.
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Affiliation(s)
- Maxwell C K Leung
- Department of Pesticide Regulation, California Environmental Protection Agency, Sacramento, 1001 I Street, Sacramento, CA 95812, United States.
| | - Marilyn H Silva
- Department of Pesticide Regulation, California Environmental Protection Agency, Sacramento, 1001 I Street, Sacramento, CA 95812, United States
| | - Amanda J Palumbo
- Department of Pesticide Regulation, California Environmental Protection Agency, Sacramento, 1001 I Street, Sacramento, CA 95812, United States
| | - Peter N Lohstroh
- Department of Pesticide Regulation, California Environmental Protection Agency, Sacramento, 1001 I Street, Sacramento, CA 95812, United States
| | - Svetlana E Koshlukova
- Department of Pesticide Regulation, California Environmental Protection Agency, Sacramento, 1001 I Street, Sacramento, CA 95812, United States
| | - Shelley B DuTeaux
- Department of Pesticide Regulation, California Environmental Protection Agency, Sacramento, 1001 I Street, Sacramento, CA 95812, United States
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10
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Guo C, Chang Y, Wang X, Zhang C, Hao P, Ding K, Li Z. Minimalist linkers suitable for irreversible inhibitors in simultaneous proteome profiling, live-cell imaging and drug screening. Chem Commun (Camb) 2019; 55:834-837. [DOI: 10.1039/c8cc08685k] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
A series of minimalist linkers were developed and have been demonstrated to be suitable for irreversible inhibitors in simultaneous proteome profiling, live-cell imaging and drug screening, thus facilitating the discovery of first-in-class anticancer drugs.
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Affiliation(s)
- Cuiping Guo
- School of Pharmacy, Jinan University, Guangzhou City Key Laboratory of Precision Chemical Drug Development, International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development, Ministry of Education (MOE) of People's Republic of China
- Guangzhou
- China
| | - Yu Chang
- School of Pharmacy, Jinan University, Guangzhou City Key Laboratory of Precision Chemical Drug Development, International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development, Ministry of Education (MOE) of People's Republic of China
- Guangzhou
- China
| | - Xin Wang
- School of Pharmacy, Jinan University, Guangzhou City Key Laboratory of Precision Chemical Drug Development, International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development, Ministry of Education (MOE) of People's Republic of China
- Guangzhou
- China
| | - Chengqian Zhang
- School of Life Science and Technology, ShanghaiTech University
- Shanghai 201210
- China
| | - Piliang Hao
- School of Life Science and Technology, ShanghaiTech University
- Shanghai 201210
- China
| | - Ke Ding
- School of Pharmacy, Jinan University, Guangzhou City Key Laboratory of Precision Chemical Drug Development, International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development, Ministry of Education (MOE) of People's Republic of China
- Guangzhou
- China
| | - Zhengqiu Li
- School of Pharmacy, Jinan University, Guangzhou City Key Laboratory of Precision Chemical Drug Development, International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development, Ministry of Education (MOE) of People's Republic of China
- Guangzhou
- China
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11
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Bateman LA, Ku WM, Heslin MJ, Contreras CM, Skibola CF, Nomura DK. Argininosuccinate Synthase 1 is a Metabolic Regulator of Colorectal Cancer Pathogenicity. ACS Chem Biol 2017; 12:905-911. [PMID: 28229591 DOI: 10.1021/acschembio.6b01158] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Like many cancer types, colorectal cancers have dysregulated metabolism that promotes their pathogenic features. In this study, we used the activity-based protein profiling chemoproteomic platform to profile cysteine-reactive metabolic enzymes that are upregulated in primary human colorectal tumors. We identified argininosuccinate synthase 1 (ASS1) as an upregulated target in primary human colorectal tumors and show that pharmacological inhibition or genetic ablation of ASS1 impairs colorectal cancer pathogenicity. Using metabolomic profiling, we show that ASS1 inhibition leads to reductions in the levels of oncogenic metabolite fumarate, leading to impairments in glycolytic metabolism that supports colorectal cancer cell pathogenicity. We show here that ASS1 inhibitors may represent a novel therapeutic approach for attenuating colorectal cancer through compromising critical metabolic and metabolite signaling pathways and demonstrate the utility of coupling chemoproteomic and metabolomic strategies to map novel metabolic regulators of cancer.
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Affiliation(s)
- Leslie A. Bateman
- Departments of Chemistry,
Molecular and Cell Biology, and Nutritional Sciences and Toxicology, University of California, Berkeley, Berkeley, California 94720, United States
| | | | - Martin J. Heslin
- The University of Alabama at Birmingham, Birmingham, Alabama 35233, United States
| | - Carlo M. Contreras
- The University of Alabama at Birmingham, Birmingham, Alabama 35233, United States
| | - Christine F. Skibola
- The University of Alabama at Birmingham, Birmingham, Alabama 35233, United States
| | - Daniel K. Nomura
- Departments of Chemistry,
Molecular and Cell Biology, and Nutritional Sciences and Toxicology, University of California, Berkeley, Berkeley, California 94720, United States
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12
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Camarda R, Williams J, Goga A. In vivo Reprogramming of Cancer Metabolism by MYC. Front Cell Dev Biol 2017; 5:35. [PMID: 28443280 PMCID: PMC5386977 DOI: 10.3389/fcell.2017.00035] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2017] [Accepted: 03/23/2017] [Indexed: 12/22/2022] Open
Abstract
The past few decades have welcomed tremendous advancements toward understanding the functional significance of altered metabolism during tumorigenesis. However, many conclusions drawn from studies of cancer cells in a dish (i.e., in vitro) have been put into question as multiple lines of evidence have demonstrated that the metabolism of cells can differ significantly from that of primary tumors (in vivo). This realization, along with the need to identify tissue-specific vulnerabilities of driver oncogenes, has led to an increased focus on oncogene-dependent metabolic programming in vivo. The oncogene c-MYC (MYC) is overexpressed in a wide variety of human cancers, and while its ability to alter cellular metabolism is well-established, translating the metabolic requirements, and vulnerabilities of MYC-driven cancers to the clinic has been hindered by disparate findings from in vitro and in vivo models. This review will provide an overview of the in vivo strategies, mechanisms, and conclusions generated thus far by studying MYC's regulation of metabolism in various cancer models.
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Affiliation(s)
- Roman Camarda
- Department of Cell and Tissue Biology, University of California, San FranciscoSan Francisco, CA, USA
- Biomedical Sciences Graduate Program, University of California, San FranciscoSan Francisco, CA, USA
| | - Jeremy Williams
- Biomedical Sciences Graduate Program, University of California, San FranciscoSan Francisco, CA, USA
| | - Andrei Goga
- Department of Cell and Tissue Biology, University of California, San FranciscoSan Francisco, CA, USA
- Department of Medicine, University of California, San FranciscoSan Francisco, CA, USA
- Helen Diller Family Comprehensive Cancer Center, University of California, San FranciscoSan Francisco, CA, USA
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13
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Roberts AM, Ward CC, Nomura DK. Activity-based protein profiling for mapping and pharmacologically interrogating proteome-wide ligandable hotspots. Curr Opin Biotechnol 2016; 43:25-33. [PMID: 27568596 DOI: 10.1016/j.copbio.2016.08.003] [Citation(s) in RCA: 71] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2016] [Revised: 08/04/2016] [Accepted: 08/11/2016] [Indexed: 11/19/2022]
Abstract
Despite the completion of human genome sequencing efforts nearly 15 years ago that brought with it the promise of genome-based discoveries that would cure human diseases, most protein targets that control human diseases have remained largely untranslated, in-part because they represent difficult protein targets to drug. In addition, many of these protein targets lack screening assays or accessible binding pockets, making the development of small-molecule modulators very challenging. Here, we discuss modern methods for activity-based protein profiling-based chemoproteomic strategies to map 'ligandable' hotspots in proteomes using activity and reactivity-based chemical probes to allow for pharmacological interrogation of these previously difficult targets. We will showcase several recent examples of how these technologies have been used to develop highly selective small-molecule inhibitors against disease-related protein targets.
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Affiliation(s)
- Allison M Roberts
- Departments of Chemistry, Molecular and Cell Biology, and Nutritional Sciences and Toxicology, University of California, Berkeley, Berkeley, CA 94720, United States
| | - Carl C Ward
- Departments of Chemistry, Molecular and Cell Biology, and Nutritional Sciences and Toxicology, University of California, Berkeley, Berkeley, CA 94720, United States
| | - Daniel K Nomura
- Departments of Chemistry, Molecular and Cell Biology, and Nutritional Sciences and Toxicology, University of California, Berkeley, Berkeley, CA 94720, United States.
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14
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Navia-Paldanius D, Patel JZ, López Navarro M, Jakupović H, Goffart S, Pasonen-Seppänen S, Nevalainen TJ, Jääskeläinen T, Laitinen T, Laitinen JT, Savinainen JR. Chemoproteomic, biochemical and pharmacological approaches in the discovery of inhibitors targeting human α/β-hydrolase domain containing 11 (ABHD11). Eur J Pharm Sci 2016; 93:253-63. [PMID: 27544863 DOI: 10.1016/j.ejps.2016.08.031] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2016] [Revised: 07/28/2016] [Accepted: 08/16/2016] [Indexed: 10/21/2022]
Abstract
ABHD11 (α/β-hydrolase domain containing 11) is a non-annotated enzyme belonging to the family of metabolic serine hydrolases (mSHs). Its natural substrates and products are unknown. Using competitive activity-based protein profiling (ABPP) to identify novel inhibitors of human (h)ABHD11, three compounds from our chemical library exhibited low nanomolar potency towards hABHD11. Competitive ABPP of various proteomes revealed fatty acid amide hydrolase (FAAH) as the sole off-target among the mSHs. Our fluorescent activity assays designed for natural lipase substrates revealed no activity of hABHD11 towards mono- or diacylglycerols. A broader profiling using para-nitrophenyl (pNP)-linked substrates indicated no amidase/protease, phosphatase, sulfatase, phospholipase C or phosphodiesterase activity. Instead, hABHD11 readily utilized para-nitrophenyl butyrate (pNPC4), indicating lipase/esterase-type activity that could be exploited in inhibitor discovery. Additionally, a homology model was created based on the crystal structure of bacterial esterase YbfF. In contrast to YbfF, which reportedly hydrolyze long-chain acyl-CoA, hABHD11 did not utilize oleoyl-CoA or arachidonoyl-CoA. In conclusion, the present study reports the discovery of potent hABHD11 inhibitors with good selectivity among mSHs. We developed substrate-based activity assays for hABHD11 that could be further exploited in inhibitor discovery and created the first homology-based hABHD11 model, offering initial insights into the active site of this poorly characterized enzyme.
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Affiliation(s)
- Dina Navia-Paldanius
- School of Medicine, Institute of Biomedicine, University of Eastern Finland, P.O Box 1627, 70211 Kuopio, Finland.
| | - Jayendra Z Patel
- School of Pharmacy, University of Eastern Finland, P.O Box 1627, 70211 Kuopio, Finland
| | - Miriam López Navarro
- School of Medicine, Institute of Biomedicine, University of Eastern Finland, P.O Box 1627, 70211 Kuopio, Finland
| | - Hermina Jakupović
- School of Medicine, Institute of Biomedicine, University of Eastern Finland, P.O Box 1627, 70211 Kuopio, Finland
| | - Steffi Goffart
- Department of Biology, University of Eastern Finland, P.O Box 111, 80101 Joensuu, Finland
| | - Sanna Pasonen-Seppänen
- School of Medicine, Institute of Biomedicine, University of Eastern Finland, P.O Box 1627, 70211 Kuopio, Finland
| | - Tapio J Nevalainen
- School of Pharmacy, University of Eastern Finland, P.O Box 1627, 70211 Kuopio, Finland
| | - Tiina Jääskeläinen
- School of Medicine, Institute of Biomedicine, University of Eastern Finland, P.O Box 1627, 70211 Kuopio, Finland; Institute of Dentistry, University of Eastern Finland, P.O Box 1627, 70211 Kuopio, Finland
| | - Tuomo Laitinen
- School of Pharmacy, University of Eastern Finland, P.O Box 1627, 70211 Kuopio, Finland
| | - Jarmo T Laitinen
- School of Medicine, Institute of Biomedicine, University of Eastern Finland, P.O Box 1627, 70211 Kuopio, Finland
| | - Juha R Savinainen
- School of Medicine, Institute of Biomedicine, University of Eastern Finland, P.O Box 1627, 70211 Kuopio, Finland
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15
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Chen B, Ge SS, Zhao YC, Chen C, Yang S. Activity-based protein profiling: an efficient approach to study serine hydrolases and their inhibitors in mammals and microbes. RSC Adv 2016. [DOI: 10.1039/c6ra20006k] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023] Open
Abstract
This review focuses on the identification of serine hydrolases and their inhibitors in mammals and microbes with activity-based protein profiling (ABPP).
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Affiliation(s)
- Biao Chen
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering
- Key Laboratory of Green Pesticide and Agricultural Bioengineering
- Ministry of Education
- Center for R&D of Fine Chemicals of Guizhou University
- Guiyang
| | - Sha-Sha Ge
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering
- Key Laboratory of Green Pesticide and Agricultural Bioengineering
- Ministry of Education
- Center for R&D of Fine Chemicals of Guizhou University
- Guiyang
| | - Yuan-Chao Zhao
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering
- Key Laboratory of Green Pesticide and Agricultural Bioengineering
- Ministry of Education
- Center for R&D of Fine Chemicals of Guizhou University
- Guiyang
| | - Chong Chen
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering
- Key Laboratory of Green Pesticide and Agricultural Bioengineering
- Ministry of Education
- Center for R&D of Fine Chemicals of Guizhou University
- Guiyang
| | - Song Yang
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering
- Key Laboratory of Green Pesticide and Agricultural Bioengineering
- Ministry of Education
- Center for R&D of Fine Chemicals of Guizhou University
- Guiyang
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16
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Mapping proteome-wide interactions of reactive chemicals using chemoproteomic platforms. Curr Opin Chem Biol 2015; 30:68-76. [PMID: 26647369 DOI: 10.1016/j.cbpa.2015.11.007] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2015] [Accepted: 11/09/2015] [Indexed: 12/11/2022]
Abstract
A large number of pharmaceuticals, endogenous metabolites, and environmental chemicals act through covalent mechanisms with protein targets. Yet, their specific interactions with the proteome still remain poorly defined for most of these reactive chemicals. Deciphering direct protein targets of reactive small-molecules is critical in understanding their biological action, off-target effects, potential toxicological liabilities, and development of safer and more selective agents. Chemoproteomic technologies have arisen as a powerful strategy that enable the assessment of proteome-wide interactions of these irreversible agents directly in complex biological systems. We review here several chemoproteomic strategies that have facilitated our understanding of specific protein interactions of irreversibly-acting pharmaceuticals, endogenous metabolites, and environmental electrophiles to reveal novel pharmacological, biological, and toxicological mechanisms.
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17
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Kohnz RA, Mulvihill MM, Chang JW, Hsu KL, Sorrentino A, Cravatt BF, Bandyopadhyay S, Goga A, Nomura DK. Activity-Based Protein Profiling of Oncogene-Driven Changes in Metabolism Reveals Broad Dysregulation of PAFAH1B2 and 1B3 in Cancer. ACS Chem Biol 2015; 10:1624-30. [PMID: 25945974 DOI: 10.1021/acschembio.5b00053] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Targeting dysregulated metabolic pathways is a promising therapeutic strategy for eradicating cancer. Understanding how frequently altered oncogenes regulate metabolic enzyme targets would be useful in identifying both broad-spectrum and targeted metabolic therapies for cancer. Here, we used activity-based protein profiling to identify serine hydrolase activities that were consistently upregulated by various human oncogenes. Through this profiling effort, we found oncogenic regulatory mechanisms for several cancer-relevant serine hydrolases and discovered that platelet activating factor acetylhydrolase 1B2 and 1B3 (PAFAH1B2 and PAFAH1B3) activities were consistently upregulated by several oncogenes, alongside previously discovered cancer-relevant hydrolases fatty acid synthase and monoacylglycerol lipase. While we previously showed that PAFAH1B2 and 1B3 were important in breast cancer, our most recent profiling studies have revealed that these enzymes may be dysregulated broadly across many types of cancers. Here, we find that pharmacological blockade of both enzymes impairs cancer pathogenicity across multiple different types of cancer cells, including breast, ovarian, melanoma, and prostate cancer. We also show that pharmacological blockade of PAFAH1B2 and 1B3 causes unique changes in lipid metabolism, including heightened levels of tumor-suppressing lipids. Our results reveal oncogenic regulatory mechanisms of several cancer-relevant serine hydrolases using activity-based protein profiling, and we show that PAFAH1B2 and 1B3 are important in maintaining cancer pathogenicity across a wide spectrum of cancer types.
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Affiliation(s)
- Rebecca A. Kohnz
- Program in Metabolic Biology, Department
of Nutritional Sciences and Toxicology, University of California, Berkeley, 127 Morgan Hall, Berkeley, California 94720, United States
| | - Melinda M. Mulvihill
- Program in Metabolic Biology, Department
of Nutritional Sciences and Toxicology, University of California, Berkeley, 127 Morgan Hall, Berkeley, California 94720, United States
| | - Jae Won Chang
- Department of Chemical Physiology, The Scripps Research Institute, 10550 North Torrey Pines Rd. SR107, La Jolla, California 92037, United States
| | - Ku-Lung Hsu
- Department
of Chemistry, University of Virginia, McCormick Road,
P.O. Box 400319, Charlottesville, Virginia 22904-4319, United States
| | | | - Benjamin F. Cravatt
- Department of Chemical Physiology, The Scripps Research Institute, 10550 North Torrey Pines Rd. SR107, La Jolla, California 92037, United States
| | | | - Andrei Goga
- University of California, San Francisco Helen Diller Family Comprehensive Cancer Center, Box 0128, San Francisco, California 94143, United States
| | - Daniel K. Nomura
- Program in Metabolic Biology, Department
of Nutritional Sciences and Toxicology, University of California, Berkeley, 127 Morgan Hall, Berkeley, California 94720, United States
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