1
|
Eggly AS, Otgontseren N, Roberts CB, Alwali AY, Hennigan HE, Parkinson EI. A Diels-Alder probe for discovery of natural products containing furan moieties. Beilstein J Org Chem 2024; 20:1001-1010. [PMID: 38711585 PMCID: PMC11070956 DOI: 10.3762/bjoc.20.88] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2024] [Accepted: 04/15/2024] [Indexed: 05/08/2024] Open
Abstract
Natural products (NPs) are fantastic sources of inspiration for novel pharmaceuticals, oftentimes showing unique bioactivity against interesting targets. Specifically, NPs containing furan moieties show activity against a variety of diseases including fungal infections, and cancers. However, it is challenging to discover and isolate these small molecules from cell supernatant. The work described herein showcases the development of a molecular probe that can covalently modify furan moieties via a [4 + 2] Diels-Alder cycloaddition, making them easily identifiable on liquid chromatography-mass spectrometry (LC-MS). The molecular probe, which undergoes this reaction with a variety of furans, was designed with both a UV-tag and a mass tag to enable easy identification. The probe has been tested with a variety of purified furans, including natural products, methylenomycin furan (MMF) hormones, and MMF derivatives. Moreover, the molecular probe has been tested in crude supernatants of various Streptomyces strains and enables identification of MMFs.
Collapse
Affiliation(s)
- Alyssa S Eggly
- Department of Chemistry, Purdue University, West Lafayette, Indiana 47906, United States
| | - Namuunzul Otgontseren
- Department of Chemistry, Purdue University, West Lafayette, Indiana 47906, United States
| | - Carson B Roberts
- Department of Chemistry, Purdue University, West Lafayette, Indiana 47906, United States
| | - Amir Y Alwali
- Department of Chemistry, Purdue University, West Lafayette, Indiana 47906, United States
| | - Haylie E Hennigan
- Department of Chemistry, Purdue University, West Lafayette, Indiana 47906, United States
| | - Elizabeth I Parkinson
- Department of Chemistry, Purdue University, West Lafayette, Indiana 47906, United States
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, Indiana 47906, United States
| |
Collapse
|
2
|
Ahuja A, Singh S, Murti Y. Chemical Probes Review: Choosing the Right Path Towards Pharmacological Targets in Drug Discovery, Challenges and Future Perspectives. Comb Chem High Throughput Screen 2024; 27:2544-2564. [PMID: 38083882 DOI: 10.2174/0113862073283304231118155730] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Revised: 11/04/2023] [Accepted: 11/07/2023] [Indexed: 09/27/2024]
Abstract
Chemical probes are essential for academic research and target validation for disease identification. They facilitate drug discovery, target function investigation, and translation studies. A chemical probe provides starting material that can accelerate therapeutic values and safety measures for identifying any biological target in drug discovery. Essential read outs depend on their versatility in biochemical testing, proving the hypothesis, selectivity, specificity, affinity towards the target site, and valuable in new therapeutic approaches. Disease management will depend upon chemical probes as a primitive tool to ascertain the physicochemical stability for in vivo and in vitro studies useful for clinical trials and industrial application in the future. For cancer research, bacterial infection, and neurodegenerative disorders, chemical probes are integrated circuits which are on pipeline for the drug discovery process Furthermore, pharmacological modulators incorporate activators, crosslinkers, degraders, and inhibitors. Reports accessed depend on their structural, mechanical, biochemical, and pharmacological characterization in drug discovery research. The perspective for designing any chemical probes concludes with the utilization of drug discovery and identification of the potential target. It focuses mainly on evidence-based studies and produces promising results in successfully delivering novel therapeutics to treat cancers and other disorders at the target site. Moreover, natural product pharmacophores like rapamycin, cephalosporin, and α-lactamase are utilized for drug discovery. Chemical probes revolutionize computational-based study design depending on identifying novel targets within the database framework. Chemical probes are the clinical answers for drug development and goforward tools in solving other riddles for scientists and researchers working in this industries.
Collapse
Affiliation(s)
- Ashima Ahuja
- Institute of Pharmaceutical Research, GLA University, Mathura, India, UP, 281406
| | - Sonia Singh
- Institute of Pharmaceutical Research, GLA University, Mathura, India, UP, 281406
| | - Yogesh Murti
- Institute of Pharmaceutical Research, GLA University, Mathura, India, UP, 281406
| |
Collapse
|
3
|
Kaur A, Lin W, Dovhalyuk V, Driutti L, Di Martino ML, Vujasinovic M, Löhr JM, Sellin ME, Globisch D. Chemoselective bicyclobutane-based mass spectrometric detection of biological thiols uncovers human and bacterial metabolites. Chem Sci 2023; 14:5291-5301. [PMID: 37234898 PMCID: PMC10207876 DOI: 10.1039/d3sc00224a] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Accepted: 04/05/2023] [Indexed: 05/28/2023] Open
Abstract
Sulfur is an essential element of life. Thiol-containing metabolites in all organisms are involved in the regulation of diverse biological processes. Especially, the microbiome produces bioactive metabolites or biological intermediates of this compound class. The analysis of thiol-containing metabolites is challenging due to the lack of specific tools, making these compounds difficult to investigate selectively. We have now developed a new methodology comprising bicyclobutane for chemoselective and irreversible capturing of this metabolite class. We utilized this new chemical biology tool immobilized onto magnetic beads for the investigation of human plasma, fecal samples, and bacterial cultures. Our mass spectrometric investigation detected a broad range of human, dietary and bacterial thiol-containing metabolites and we even captured the reactive sulfur species cysteine persulfide in both fecal and bacterial samples. The described comprehensive methodology represents a new mass spectrometric strategy for the discovery of bioactive thiol-containing metabolites in humans and the microbiome.
Collapse
Affiliation(s)
- Amanpreet Kaur
- Department of Chemistry - BMC, Science for Life Laboratory, Uppsala University 75124 Uppsala Sweden
| | - Weifeng Lin
- Department of Chemistry - BMC, Science for Life Laboratory, Uppsala University 75124 Uppsala Sweden
| | - Vladyslav Dovhalyuk
- Department of Chemistry - BMC, Science for Life Laboratory, Uppsala University 75124 Uppsala Sweden
| | - Léna Driutti
- Department of Chemistry - BMC, Science for Life Laboratory, Uppsala University 75124 Uppsala Sweden
| | - Maria Letizia Di Martino
- Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University 75123 Uppsala Sweden
| | - Miroslav Vujasinovic
- Department for Digestive Diseases, Karolinska University Hospital Stockholm Sweden
| | - J-Matthias Löhr
- Department for Digestive Diseases, Karolinska University Hospital Stockholm Sweden
- Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institute Stockholm Sweden
| | - Mikael E Sellin
- Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University 75123 Uppsala Sweden
| | - Daniel Globisch
- Department of Chemistry - BMC, Science for Life Laboratory, Uppsala University 75124 Uppsala Sweden
| |
Collapse
|
4
|
Qiu Y, Zhang M, Lai Z, Zhang R, Tian H, Liu S, Li D, Zhou J, Li Z. Profiling of amines in biological samples using polythioester-functionalized magnetic nanoprobe. Front Bioeng Biotechnol 2023; 10:1103995. [PMID: 36686230 PMCID: PMC9846243 DOI: 10.3389/fbioe.2022.1103995] [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: 11/21/2022] [Accepted: 12/19/2022] [Indexed: 01/05/2023] Open
Abstract
Introduction: The metabolic balance of amines is closely related to human health. It remains a great challenge to analyze amines with high-throughput and high-coverage. Methods: Polythioester-functionalized magnetic nanoprobes (PMPs) have been prepared under mild conditions and applied in chemoselective capture of amides. With the introduction of polythioester, PMPs demonstrate remarkably increased capture efficiency, leading to the dramatically improved sensitivity of mass spectrometry detection. Results: The analysis method with PMPs treatment has been applied in rapid detection of more than 100 amines in lung adenocarcinoma cell lines, mouse organ tissues, and 103 human serum samples with high-throughput and high-coverage. Statistical analysis shows that arginine biosynthesis differed between lung adenocarcinoma cell lines. Discussion: Phenylalanine, tyrosine and tryptophan biosynthesis differed between tissues. The combination indicators demonstrate a great diagnostic accuracy for distinguishing between health and lung disease subjects as well as differentiating the patients with benign lung disease and lung cancer. With powerful capture ability, low-cost preparation, and convenient separation, the PMPs demonstrate promising application in the intensive study of metabolic pathways and early diagnosis of disease.high-throughput and high-coverage. Here, polythioester-functionalized magnetic nanoprobes (PMPs) have been prepared under mild conditions and applied in chemoselective capture of amides. With the introduction of polythioester, PMPs demonstrate remarkably increased capture efficiency, leading to the dramatically improved sensitivity of mass spectrometry detection. The analysis method with PMPs treatment has been applied in rapid detection of more than 100 amines in lung adenocarcinoma cell lines, mouse organ tissues, and 103 human serum samples with high-throughput and high-coverage. Statistical analysis shows that arginine biosynthesis differed between lung adenocarcinoma cell lines. Phenylalanine, tyrosine and tryptophan biosynthesis differed between tissues. The combination indicators demonstrate a great diagnostic accuracy for distinguishing between health and lung disease subjects as well as differentiating the patients with benign lung disease and lung cancer. With powerful capture ability, low-cost preparation, and convenient separation, the PMPs demonstrate promising application in the intensive study of metabolic pathways and early diagnosis of disease.
Collapse
Affiliation(s)
- Yuming Qiu
- Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Mo Zhang
- Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zhizhen Lai
- Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Renjun Zhang
- Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Hongtao Tian
- Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Shuai Liu
- Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Dan Li
- Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jiang Zhou
- Analytical Instrumentation Center, College of Chemistry and Molecular Engineering, Peking University, Beijing, China,*Correspondence: Zhili Li, ; Jiang Zhou,
| | - Zhili Li
- Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China,*Correspondence: Zhili Li, ; Jiang Zhou,
| |
Collapse
|
5
|
Zhang M, Lai Z, Zhang R, Liu S, Tian H, Qiu Y, Li D, Zhou J, Li Z. Polyurea-Modified Magnetic Particles with Versatile Probes for Chemoselective Capture of Carbonyl Metabolites and Biomarker Discovery. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2023; 19:e2204734. [PMID: 36354199 DOI: 10.1002/smll.202204734] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Revised: 10/11/2022] [Indexed: 06/16/2023]
Abstract
Playing a great role in human physiologies and pathologies, carbonyl metabolites are intimately associated with a variety of diseases, though the effective analysis method of them remains a challenge. A hydrazide-terminated polyurea-modified magnetic particle (HPMP) with versatile probes is developed to address this issue. The capture ability of HPMPs for carbonyl metabolite is more than 1200 µmol g-1 , which is increased by 4 orders of magnitude via the introduction of polyurea. With a broad linear range of over 4 orders of magnitude, remarkably improved sensitivity, and limit of detection at attomole quantities, HPMPs are applied in relative quantification of more than 1500 carbonyl metabolites in 113 human serum samples with high throughput and high coverage. The combined indicators of these metabolites demonstrates a great diagnostic accuracy for distinguishing between health and disease subjects as well as differentiating the patients with benign lung disease and lung cancer. Combining powerful capture ability, low-cost preparation, and convenient operation, the HPMPs demonstrate extensive application in biomarker discovery and the detailed study of the biochemical landscape.
Collapse
Affiliation(s)
- Mo Zhang
- Department of Biophysics and Structural Biology, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, 100005, China
| | - Zhizhen Lai
- Department of Biophysics and Structural Biology, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, 100005, China
| | - Renjun Zhang
- Department of Biophysics and Structural Biology, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, 100005, China
| | - Shuai Liu
- Department of Biophysics and Structural Biology, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, 100005, China
| | - Hongtao Tian
- Department of Biophysics and Structural Biology, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, 100005, China
| | - Yuming Qiu
- Department of Biophysics and Structural Biology, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, 100005, China
| | - Dan Li
- Department of Biophysics and Structural Biology, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, 100005, China
| | - Jiang Zhou
- Analytical Instrumentation Center, College of Chemistry and Molecular Engineering, Peking University, 292 Chengfu Road, Beijing, 100871, China
| | - Zhili Li
- Department of Biophysics and Structural Biology, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, 100005, China
| |
Collapse
|
6
|
Agongo J, Armbruster M, Arnatt C, Edwards J. Analysis of endogenous metabolites using multifunctional derivatization and capillary RPLC-MS. ANALYTICAL METHODS : ADVANCING METHODS AND APPLICATIONS 2022; 14:3397-3404. [PMID: 35980164 DOI: 10.1039/d2ay01108e] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Heterogeneity in metabolite structure and charge state complicates their analysis in electrospray mass spectrometry (ESI-MS). Complications such as diminished signal response and quantitation can be reduced by sequential dual-stage derivatization and capillary RP LC-ESI-MS analysis. Our sequential dual-stage chemical derivatization reacts analyte primary amine and hydroxyl groups with a linear acyl chloride head containing a tertiary amine moiety. Analyte carboxylate groups are then coupled to a linear amine tag with a tertiary amine moiety. This increase in the number of tags on analytes increases analyte proton affinity and hydrophobicity. We derivatized 250 metabolite standards which on average improved signal to noise by >44-fold, with an average limit of detection of 66 nM and R2 of 0.98. This system detected 107 metabolites from 18 BAECs, 111 metabolites from human urine, and 153 from human serum based on retention time, exact mass, and MS/MS matches from a derivatized standard library. As a proof of concept, aortic endothelial cells were treated with epinephrine and analyzed by the dual-stage derivatization. We observed changes in 32 metabolites with many increases related to energy metabolism, specifically in the TCA cycle. A decrease in lactate levels and corresponding increase in pyruvate levels suggest that epinephrine causes a movement away from glycolytic reliance on energy and a shift towards the more efficient TCA respiration for increasing energy.
Collapse
Affiliation(s)
- Julius Agongo
- Department of Chemistry and Biochemistry, Saint Louis University, 3501 Laclede Ave, St Louis, MO, 63103, USA.
| | - Michael Armbruster
- Department of Chemistry and Biochemistry, Saint Louis University, 3501 Laclede Ave, St Louis, MO, 63103, USA.
| | - Christopher Arnatt
- Department of Chemistry and Biochemistry, Saint Louis University, 3501 Laclede Ave, St Louis, MO, 63103, USA.
| | - James Edwards
- Department of Chemistry and Biochemistry, Saint Louis University, 3501 Laclede Ave, St Louis, MO, 63103, USA.
| |
Collapse
|
7
|
Müller MJ, Dorst A, Paulus C, Khan I, Sieber S. Catch-enrich-release approach for amine-containing natural products. Chem Commun (Camb) 2022; 58:12560-12563. [DOI: 10.1039/d2cc04905h] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Chemoselective approach to extract amine-containing natural products from complex matrices. The enzymatic release from the probe affords the underivatised compounds as products.
Collapse
Affiliation(s)
| | - Andrea Dorst
- Department of Chemistry, University of Zurich, 8057 Zurich, Switzerland
| | - Constanze Paulus
- Department of Chemistry, University of Zurich, 8057 Zurich, Switzerland
| | - Imran Khan
- Department of Chemistry, University of Zurich, 8057 Zurich, Switzerland
| | - Simon Sieber
- Department of Chemistry, University of Zurich, 8057 Zurich, Switzerland
| |
Collapse
|
8
|
Lin W, Conway LP, Vujasinovic M, Löhr J, Globisch D. Chemoselective and Highly Sensitive Quantification of Gut Microbiome and Human Metabolites. Angew Chem Int Ed Engl 2021. [DOI: 10.1002/ange.202107101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Weifeng Lin
- Department of Chemistry—BMC Science for Life Laboratory Uppsala University, Box 599 75124 Uppsala Sweden
| | - Louis P. Conway
- Department of Chemistry—BMC Science for Life Laboratory Uppsala University, Box 599 75124 Uppsala Sweden
| | - Miroslav Vujasinovic
- Department for Digestive Diseases Karolinska University Hospital Stockholm Sweden
| | - J.‐Matthias Löhr
- Department for Digestive Diseases Karolinska University Hospital Stockholm Sweden
- Department of Clinical Science Intervention and Technology (CLINTEC) Karolinska Institute Stockholm Sweden
| | - Daniel Globisch
- Department of Chemistry—BMC Science for Life Laboratory Uppsala University, Box 599 75124 Uppsala Sweden
| |
Collapse
|
9
|
Lin W, Conway LP, Vujasinovic M, Löhr J, Globisch D. Chemoselective and Highly Sensitive Quantification of Gut Microbiome and Human Metabolites. Angew Chem Int Ed Engl 2021; 60:23232-23240. [PMID: 34339587 PMCID: PMC8597006 DOI: 10.1002/anie.202107101] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Revised: 07/15/2021] [Indexed: 11/18/2022]
Abstract
The microbiome has a fundamental impact on the human host's physiology through the production of highly reactive compounds that can lead to disease development. One class of such compounds are carbonyl-containing metabolites, which are involved in diverse biochemical processes. Mass spectrometry is the method of choice for analysis of metabolites but carbonyls are analytically challenging. Herein, we have developed a new chemical biology tool using chemoselective modification to overcome analytical limitations. Two isotopic probes allow for the simultaneous and semi-quantitative analysis at the femtomole level as well as qualitative analysis at attomole quantities that allows for detection of more than 200 metabolites in human fecal, urine and plasma samples. This comprehensive mass spectrometric analysis enhances the scope of metabolomics-driven biomarker discovery. We anticipate that our chemical biology tool will be of general use in metabolomics analysis to obtain a better understanding of microbial interactions with the human host and disease development.
Collapse
Affiliation(s)
- Weifeng Lin
- Department of Chemistry—BMCScience for Life LaboratoryUppsala University, Box 59975124UppsalaSweden
| | - Louis P. Conway
- Department of Chemistry—BMCScience for Life LaboratoryUppsala University, Box 59975124UppsalaSweden
| | | | - J.‐Matthias Löhr
- Department for Digestive DiseasesKarolinska University HospitalStockholmSweden
- Department of Clinical ScienceIntervention and Technology (CLINTEC)Karolinska InstituteStockholmSweden
| | - Daniel Globisch
- Department of Chemistry—BMCScience for Life LaboratoryUppsala University, Box 59975124UppsalaSweden
| |
Collapse
|
10
|
Wang TSA, Wu RY, Hong Y, Wang ZC, Li TL, Shie JJ, Hsu CC. Labeling and Characterization of Phenol-Containing Glycopeptides Using Chemoselective Probes with Isotope Tags. Chembiochem 2021; 22:2415-2419. [PMID: 33915022 DOI: 10.1002/cbic.202100169] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Revised: 04/29/2021] [Indexed: 11/07/2022]
Abstract
Secondary metabolites are structurally diverse natural products (NPs) and have been widely used for medical applications. Developing new tools to enrich NPs can be a promising solution to isolate novel NPs from the native and complex samples. Here, we developed native and deuterated chemoselective labeling probes to target phenol-containing glycopeptides by the ene-type labeling used in proteomic research. The clickable azido-linker was included for further biotin functionalization to facilitate the enrichment of labeled substrates. Afterward, our chemoselective method, in conjunction with LC-MS and MSn analysis, was demonstrated in bacterial cultures. A vancomycin-related phenol-containing glycopeptide was labeled and characterized by our labeling strategy, showing its potential in glycopeptide discovery in complex environments.
Collapse
Affiliation(s)
- Tsung-Shing Andrew Wang
- Department of Chemistry, College of Sciences, National Taiwan University, No. 1, Sec. 4, Roosevelt Road, Taipei, 106, Taiwan (R.O.C
| | - Ruo-Yu Wu
- Department of Chemistry, College of Sciences, National Taiwan University, No. 1, Sec. 4, Roosevelt Road, Taipei, 106, Taiwan (R.O.C
| | - Yu Hong
- Department of Chemistry, College of Sciences, National Taiwan University, No. 1, Sec. 4, Roosevelt Road, Taipei, 106, Taiwan (R.O.C
| | - Zhe-Chong Wang
- Genomics Research Center, Academia Sinica, No. 128, Sec. 2, Academia Rd., Nankang, Taipei, 115, Taiwan (R.O.C
| | - Tsung-Lin Li
- Genomics Research Center, Academia Sinica, No. 128, Sec. 2, Academia Rd., Nankang, Taipei, 115, Taiwan (R.O.C
| | - Jiun-Jie Shie
- Institute of Chemistry, Academia Sinica, No. 128, Sec. 2, Academia Rd., Nankang, Taipei, 115, Taiwan (R.O.C
| | - Cheng-Chih Hsu
- Department of Chemistry, College of Sciences, National Taiwan University, No. 1, Sec. 4, Roosevelt Road, Taipei, 106, Taiwan (R.O.C
| |
Collapse
|
11
|
Abstract
Metabolites have essential roles in microbial communities, including as mediators of nutrient and energy exchange, cell-to-cell communication, and antibiosis. However, detecting and quantifying metabolites and other chemicals in samples having extremes in salt or mineral content using liquid chromatography-mass spectrometry (LC-MS)-based methods remains a significant challenge. Here, we report a facile method based on in situ chemical derivatization followed by extraction for analysis of metabolites and other chemicals in hypersaline samples, enabling for the first time direct LC-MS-based exometabolomics analysis in sample matrices containing up to 2 M total dissolved salts. The method, MetFish, is applicable to molecules containing amine, carboxylic acid, carbonyl, or hydroxyl functional groups, and it can be integrated into either targeted or untargeted analysis pipelines. In targeted analyses, MetFish provided limits of quantification as low as 1 nM, broad linear dynamic ranges (up to 5 to 6 orders of magnitude) with excellent linearity, and low median interday reproducibility (e.g., 2.6%). MetFish was successfully applied in targeted and untargeted exometabolomics analyses of microbial consortia, quantifying amino acid dynamics in the exometabolome during community succession; in situ in a native prairie soil, whose exometabolome was isolated using a hypersaline extraction; and in input and produced fluids from a hydraulically fractured well, identifying dramatic changes in the exometabolome over time in the well. IMPORTANCE The identification and accurate quantification of metabolites using electrospray ionization-mass spectrometry (ESI-MS) in hypersaline samples is a challenge due to matrix effects. Clean-up and desalting strategies that typically work well for samples with lower salt concentrations are often ineffective in hypersaline samples. To address this gap, we developed and demonstrated a simple yet sensitive and accurate method—MetFish—using chemical derivatization to enable mass spectrometry-based metabolomics in a variety of hypersaline samples from varied ecosystems and containing up to 2 M dissolved salts.
Collapse
|
12
|
Vicente-Muñoz S, Lin P, Fan TWM, Lane AN. NMR Analysis of Carboxylate Isotopomers of 13C-Metabolites by Chemoselective Derivatization with 15N-Cholamine. Anal Chem 2021; 93:6629-6637. [PMID: 33880916 DOI: 10.1021/acs.analchem.0c04220] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
A substantial fraction of common metabolites contains carboxyl functional groups. Their 13C isotopomer analysis by nuclear magnetic resonance (NMR) is hampered by the low sensitivity of the 13C nucleus, the slow longitudinal relaxation for the lack of an attached proton, and the relatively low chemical shift dispersion of carboxylates. Chemoselective (CS) derivatization is a means of tagging compounds in a complex mixture via a specific functional group. 15N1-cholamine has been shown to be a useful CS agent for carboxylates, producing a peptide bond that can be detected via 15N-attached H with high sensitivity in heteronuclear single quantum coherence experiments. Here, we report an improved method of derivatization and show how 13C-enrichment at the carboxylate and/or the adjacent carbon can be determined via one- and two-bond coupling of the carbons adjacent to the cholamine 15N atom in the derivatives. We have applied this method for the determination of 13C isotopomer distribution in the extracts of A549 cell culture and liver tissue from a patient-derived xenograft mouse.
Collapse
Affiliation(s)
- Sara Vicente-Muñoz
- Center for Environmental and Systems Biochemistry, Markey Cancer Center, and Dept. of Toxicology & Cancer Biology, University of Kentucky, 789 S. Limestone Street, Lexington, Kentucky 40536, United States
| | - Penghui Lin
- Center for Environmental and Systems Biochemistry, Markey Cancer Center, and Dept. of Toxicology & Cancer Biology, University of Kentucky, 789 S. Limestone Street, Lexington, Kentucky 40536, United States
| | - Teresa W-M Fan
- Center for Environmental and Systems Biochemistry, Markey Cancer Center, and Dept. of Toxicology & Cancer Biology, University of Kentucky, 789 S. Limestone Street, Lexington, Kentucky 40536, United States
| | - Andrew N Lane
- Center for Environmental and Systems Biochemistry, Markey Cancer Center, and Dept. of Toxicology & Cancer Biology, University of Kentucky, 789 S. Limestone Street, Lexington, Kentucky 40536, United States
| |
Collapse
|
13
|
Li H, Li T, Shi X, Xu G. Recent development of nanoparticle-assisted metabolites analysis with mass spectrometry. J Chromatogr A 2020; 1636:461785. [PMID: 33340742 DOI: 10.1016/j.chroma.2020.461785] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2020] [Revised: 11/27/2020] [Accepted: 12/01/2020] [Indexed: 02/07/2023]
Abstract
Metabolomics systematically studies the changes of metabolites in biological systems in the temporal or spatial dimensions. It is a challenging task for comprehensive analysis of metabolomics because of diverse physicochemical properties and wide concentration distribution of metabolites. Used as enrichment sorbents, chemoselective probes, chromatographic stationary phases, MS ionization matrix, nanomaterials play excellent roles in improving the selectivity, separation performance, detection sensitivity and identification efficiency of metabolites when mass spectrometry is employed as the detection technique. This review summarized the recent development of nanoparticle-assisted metabolites analysis in terms of assisting the pretreatment of biological samples, improving the separation performance and enhancing the MALDI-MS detection.
Collapse
Affiliation(s)
- Hua Li
- SUSTech Core Research Facilities, Southern University of Science and Technology, Shenzhen, 518055 China
| | - Ting Li
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China; Zhang Dayu School of Chemistry, Dalian University of Technology, Dalian, 116024, China
| | - Xianzhe Shi
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China.
| | - Guowang Xu
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China.
| |
Collapse
|
14
|
Hoki JS, Le HH, Mellott KE, Zhang YK, Fox BW, Rodrigues PR, Yu Y, Helf MJ, Baccile JA, Schroeder FC. Deep Interrogation of Metabolism Using a Pathway-Targeted Click-Chemistry Approach. J Am Chem Soc 2020; 142:18449-18459. [PMID: 33053303 DOI: 10.1021/jacs.0c06877] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Untargeted metabolomics indicates that the number of unidentified small-molecule metabolites may exceed the number of protein-coding genes for many organisms, including humans, by orders of magnitude. Uncovering the underlying metabolic networks is essential for elucidating the physiological and ecological significance of these biogenic small molecules. Here we develop a click-chemistry-based enrichment strategy, DIMEN (deep interrogation of metabolism via enrichment), that we apply to investigate metabolism of the ascarosides, a family of signaling molecules in the model organism C. elegans. Using a single alkyne-modified metabolite and a solid-phase azide resin that installs a diagnostic moiety for MS/MS-based identification, DIMEN uncovered several hundred novel compounds originating from diverse biosynthetic transformations that reveal unexpected intersection with amino acid, carbohydrate, and energy metabolism. Many of the newly discovered transformations could not be identified or detected by conventional LC-MS analyses without enrichment, demonstrating the utility of DIMEN for deeply probing biochemical networks that generate extensive yet uncharacterized structure space.
Collapse
Affiliation(s)
- Jason S Hoki
- Boyce Thompson Institute and Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - Henry H Le
- Boyce Thompson Institute and Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - Karlie E Mellott
- Boyce Thompson Institute and Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - Ying K Zhang
- Boyce Thompson Institute and Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - Bennett W Fox
- Boyce Thompson Institute and Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - Pedro R Rodrigues
- Boyce Thompson Institute and Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - Yan Yu
- Boyce Thompson Institute and Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - Maximilian J Helf
- Boyce Thompson Institute and Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - Joshua A Baccile
- Department of Chemistry, University of Tennessee, Knoxville, Tennessee 37996, United States
| | - Frank C Schroeder
- Boyce Thompson Institute and Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| |
Collapse
|
15
|
Kuranaga T, Minote M, Morimoto R, Pan C, Ogawa H, Kakeya H. Highly Sensitive Labeling Reagents for Scarce Natural Products. ACS Chem Biol 2020; 15:2499-2506. [PMID: 32865386 DOI: 10.1021/acschembio.0c00517] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Scarce natural products that possess unique biological activities have been ideal drug leads for decades. However, their identification and structural determinations are problematic owing to sample amount limitation. Inspired by an extremely rare natural product yaku'amide B (10), highly sensitive labeling reagents that would be powerful tools for scarce natural product chemistry were designed and synthesized in this study. By fusion with the key structural motif for the structural revision of 10, the detection sensitivities of amino acid labeling reagents were drastically enhanced in LC-MS analysis. These advanced labeling reagents enabled the detection of infinitesimal amounts of amino acids and peptide hydrolysates. This sensitivity-enhancement design concept was also applicable to reagents for labeling saccharides and reactivity-guided isolation of electrophilic natural products. Details of these reagents, including their practical preparations and extended applications, are also provided.
Collapse
Affiliation(s)
- Takefumi Kuranaga
- Department of System Chemotherapy and Molecular Sciences, Division of Bioinformatics and Chemical Genomics, Graduate School of Pharmaceutical Sciences, Kyoto University, Yoshida, Sakyo-ku, Kyoto 606-8501, Japan
| | - Mayuri Minote
- Department of System Chemotherapy and Molecular Sciences, Division of Bioinformatics and Chemical Genomics, Graduate School of Pharmaceutical Sciences, Kyoto University, Yoshida, Sakyo-ku, Kyoto 606-8501, Japan
| | - Ryota Morimoto
- Department of System Chemotherapy and Molecular Sciences, Division of Bioinformatics and Chemical Genomics, Graduate School of Pharmaceutical Sciences, Kyoto University, Yoshida, Sakyo-ku, Kyoto 606-8501, Japan
| | - Chengqian Pan
- Department of System Chemotherapy and Molecular Sciences, Division of Bioinformatics and Chemical Genomics, Graduate School of Pharmaceutical Sciences, Kyoto University, Yoshida, Sakyo-ku, Kyoto 606-8501, Japan
| | - Haruka Ogawa
- Department of System Chemotherapy and Molecular Sciences, Division of Bioinformatics and Chemical Genomics, Graduate School of Pharmaceutical Sciences, Kyoto University, Yoshida, Sakyo-ku, Kyoto 606-8501, Japan
| | - Hideaki Kakeya
- Department of System Chemotherapy and Molecular Sciences, Division of Bioinformatics and Chemical Genomics, Graduate School of Pharmaceutical Sciences, Kyoto University, Yoshida, Sakyo-ku, Kyoto 606-8501, Japan
| |
Collapse
|
16
|
Qiao Y, Hayashi H, Chong Teo S. Chemical Toolbox to Decode the Microbiota Lexicon. Chem Asian J 2020; 15:2117-2128. [PMID: 32558250 DOI: 10.1002/asia.202000541] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Revised: 06/14/2020] [Indexed: 12/15/2022]
Abstract
The human microbiota deploys a diverse range of molecules and metabolites to engage in chemical communications with the host, mediating fundamental aspects of host health. Studies of the structures and activities of bioactive molecules produced by the microbiota are imperative to address their implications in microbiota associated diseases in human. By drawing experiences from different research fields, chemists and chemical biologists, who are experts in dealing with chemical molecules, are uniquely positioned to contribute to the emerging knowledge of human microbiota. In this minireview, we discuss the current chemical tools and methods that are pertinent to the discovery of microbiota molecules and metabolites, characterizations of their protein targets, as well as evaluations of their biodistributions in hosts. These are key aspects in understanding the chemical underpinnings of the microbiota-host interactions that would enable future development of diagnostics and therapeutics targeting the human microbiota.
Collapse
Affiliation(s)
- Yuan Qiao
- School of Physical and Mathematical Sciences (SPMS), Nanyang Technological University (NTU), 21 Nanyang Link, CBC 04-22, Singapore, 637371, Singapore
| | - Hirohito Hayashi
- School of Physical and Mathematical Sciences (SPMS), Nanyang Technological University (NTU), 21 Nanyang Link, CBC 04-22, Singapore, 637371, Singapore
| | - Seng Chong Teo
- School of Physical and Mathematical Sciences (SPMS), Nanyang Technological University (NTU), 21 Nanyang Link, CBC 04-22, Singapore, 637371, Singapore
| |
Collapse
|
17
|
Lin W, Conway LP, Block A, Sommi G, Vujasinovic M, Löhr JM, Globisch D. Sensitive mass spectrometric analysis of carbonyl metabolites in human urine and fecal samples using chemoselective modification. Analyst 2020; 145:3822-3831. [PMID: 32393929 DOI: 10.1039/d0an00150c] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/26/2023]
Abstract
Metabolites with ketone or aldehyde functionalities comprise a large proportion of the human metabolome, most notably in the form of sugars. However, these reactive molecules are also generated through oxidative stress or gut microbiota metabolism and have been linked to disease development. The discovery and structural validation of this class of metabolites over the large concentration range found in human samples is crucial to identify their links to pathogenesis. Herein, we have utilized an advanced chemoselective probe methodology alongside bioinformatic analysis to identify carbonyl-metabolites in urine and fecal samples. In total, 99 metabolites were identified in urine samples and the chemical structure for 40 metabolites were unambiguously validated using a co-injection procedure. We also describe the preparation of a metabolite-conjugate library of 94 compounds utilized to efficiently validate these ketones and aldehydes. This method was used to validate 33 metabolites in a pooled fecal sample extract to demonstrate the potential for rapid and efficient metabolite detection over a wide metabolite concentration range. This analysis revealed the presence of six metabolites that have not previously been detected in either sample type. The constructed library can be utilized for straightforward, large-scale, and expeditious analysis of carbonyls in any sample type.
Collapse
Affiliation(s)
- Weifeng Lin
- Department of Medicinal Chemistry, Science for Life Laboratory, Uppsala University, Box 574, SE-75123 Uppsala, Sweden.
| | | | | | | | | | | | | |
Collapse
|
18
|
Chen J, Tian Y, Zhang YX, Xu FG. Chemoselective Probes Serving as Promising Derivatization Tools in Targeted Metabolomics Research. JOURNAL OF ANALYSIS AND TESTING 2020. [DOI: 10.1007/s41664-020-00125-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
|
19
|
Schnell SD, Hoff LV, Panchagnula A, Wurzenberger MHH, Klapötke TM, Sieber S, Linden A, Gademann K. 3-Bromotetrazine: labelling of macromolecules via monosubstituted bifunctional s-tetrazines. Chem Sci 2020; 11:3042-3047. [PMID: 34122808 PMCID: PMC8157750 DOI: 10.1039/c9sc06169j] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2019] [Accepted: 02/09/2020] [Indexed: 12/20/2022] Open
Abstract
We report the synthesis and first characterisation of the novel chemical probe 3-bromotetrazine and establish its reactivity towards nucleophiles. This led to the synthesis of several novel classes of 3-monosubstituted s-tetrazines. A remarkable functional group selectivity is observed and is utilised to site-selectively functionalise different complex molecules. The stability of 3-bromotetrazine under the reaction conditions facilitated the development of a protocol for protein functionalisation, which enabled a "minimal", bifunctional tetrazine unit as a bio-orthogonal handle for inverse electron demand Diels-Alder reactions. Additionally, a novel tetrazine-based chemical probe was developed and its application in the context of thiol-targeted natural product isolation and labelling of mammalian cells is demonstrated.
Collapse
Affiliation(s)
- Simon D Schnell
- University of Zurich Winterthurerstrasse 190 8057 Zurich Switzerland
| | - Lukas V Hoff
- University of Zurich Winterthurerstrasse 190 8057 Zurich Switzerland
| | | | | | - Thomas M Klapötke
- Ludwig-Maximilians-Universität Butenandtstrasse 5-13 81377 Munich Germany
| | - Simon Sieber
- University of Zurich Winterthurerstrasse 190 8057 Zurich Switzerland
| | - Anthony Linden
- University of Zurich Winterthurerstrasse 190 8057 Zurich Switzerland
| | - Karl Gademann
- University of Zurich Winterthurerstrasse 190 8057 Zurich Switzerland
| |
Collapse
|
20
|
Conway LP, Garg N, Lin W, Vujasinovic M, Löhr JM, Globisch D. Chemoselective probe for detailed analysis of ketones and aldehydes produced by gut microbiota in human samples. Chem Commun (Camb) 2019; 55:9080-9083. [PMID: 31287110 DOI: 10.1039/c9cc04605d] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
New strategies are required for the discovery of unknown bioactive molecules produced by gut microbiota in the human host. Herein, we utilize a chemoselective probe immobilized to magnetic beads for analysis of carbonyls in human fecal samples. We identified 112 metabolites due to femtomole analysis and an increased mass spectrometric sensitivity by up to six orders of magnitude.
Collapse
Affiliation(s)
- Louis P Conway
- Department of Medicinal Chemistry, Science for Life Laboratory, Uppsala University, Box 574, SE-75123 Uppsala, Sweden.
| | - Neeraj Garg
- Department of Medicinal Chemistry, Science for Life Laboratory, Uppsala University, Box 574, SE-75123 Uppsala, Sweden.
| | - Weifeng Lin
- Department of Medicinal Chemistry, Science for Life Laboratory, Uppsala University, Box 574, SE-75123 Uppsala, Sweden.
| | - Miroslav Vujasinovic
- Department for Digestive Diseases, Karolinska University Hospital, Stockholm, Sweden
| | - J-Matthias Löhr
- Department for Digestive Diseases, Karolinska University Hospital, Stockholm, Sweden and Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institute, Stockholm, Sweden
| | - Daniel Globisch
- Department of Medicinal Chemistry, Science for Life Laboratory, Uppsala University, Box 574, SE-75123 Uppsala, Sweden.
| |
Collapse
|
21
|
Spangler B, Yang S, Baxter Rath CM, Reck F, Feng BY. A Unified Framework for the Incorporation of Bioorthogonal Compound Exposure Probes within Biological Compartments. ACS Chem Biol 2019; 14:725-734. [PMID: 30908011 DOI: 10.1021/acschembio.9b00008] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Compartmentalization is a crucial facet of many biological systems, and key aspects of cellular processes rely on spatial segregation within the cell. While many drug targets reside in specific intracellular compartments, the tools available for assessing compound exposure are generally limited to whole-cell measurements. To address this gap, we recently developed a bioorthogonal chemistry-based method to assess compartment-specific compound exposure and demonstrated its use in Gram-negative bacteria. To expand the applicability of this approach, we report here novel bioorthogonal probe modalities which enable diverse probe incorporation strategies. The probes we developed utilize a cleavable thiocarbamate linker to connect localizing elements such as metabolic substrates to a cyclooctyne moiety which enables the detection of azide-containing molecules. Adducts between the probe and azide-bearing compounds can be recovered and affinity purified after exposure experiments, thus facilitating the mass-spectrometry based analysis used to assess compound exposure. The bioorthogonal system reported here thus provides a valuable new tool for interrogating compartment-specific compound exposure in a variety of biological contexts while retaining a simple and unified sample preparation and analysis workflow.
Collapse
Affiliation(s)
- Benjamin Spangler
- Novartis Institutes for BioMedical Research, Emerville, California 94608, United States
| | - Shengtian Yang
- Novartis Institutes for BioMedical Research, Emerville, California 94608, United States
| | | | - Folkert Reck
- Novartis Institutes for BioMedical Research, Emerville, California 94608, United States
| | - Brian Y. Feng
- Novartis Institutes for BioMedical Research, Emerville, California 94608, United States
| |
Collapse
|
22
|
Castro-Falcón G, Millán-Aguiñaga N, Roullier C, Jensen PR, Hughes CC. Nitrosopyridine Probe To Detect Polyketide Natural Products with Conjugated Alkenes: Discovery of Novodaryamide and Nocarditriene. ACS Chem Biol 2018; 13:3097-3106. [PMID: 30272441 DOI: 10.1021/acschembio.8b00598] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
An optimized nitroso-based probe that facilitates the discovery of conjugated alkene-containing natural products in unprocessed extracts was developed. It chemoselectively reacts with conjugated olefins via a nitroso-Diels-Alder cyclization to yield derivatives with a distinct chromophore and an isotopically unique bromine atom that can be rapidly identified using liquid chromatography/mass spectrometry and a bioinformatics tool called MeHaloCoA (Marine Halogenated Compound Analysis). The probe is ideally employed when genome-mining techniques identify strains containing polyketide gene clusters with two or more repeating KS-AT-DH-KR-ACP domain sequences, which are required for the biosynthesis of conjugated alkenes. Comparing the reactivity and spectral properties of five brominated arylnitroso reagents with model compounds spiramycin, bufalin, rapamycin, and rifampicin led to the identification of 5-bromo-2-nitrosopyridine as the most suitable probe structure. The utility of the dienophile probe was then demonstrated in bacterial extracts. Tylactone, novodaryamide and daryamide A, piperazimycin A, and the saccharamonopyrones A and B were cleanly labeled in extracts from their respective bacterial producers, in high regioselectivity but with varying degrees of diastereoselectivity. Further application of the method led to the discovery of a new natural product called nocarditriene, containing an unprecedented epoxy-2,3,4,5-tetrahydropyridine structure, from marine-derived Nocardiopsis strain CNY-503.
Collapse
Affiliation(s)
- Gabriel Castro-Falcón
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California, San Diego, La Jolla, California 92093, United States
| | - Natalie Millán-Aguiñaga
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California, San Diego, La Jolla, California 92093, United States
| | - Catherine Roullier
- Mer Molécules Santé - EA2160, Université de Nantes, 44035 Nantes-cedex 1, France
| | - Paul R. Jensen
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California, San Diego, La Jolla, California 92093, United States
| | - Chambers C. Hughes
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California, San Diego, La Jolla, California 92093, United States
| |
Collapse
|
23
|
Huang T, Armbruster MR, Coulton JB, Edwards JL. Chemical Tagging in Mass Spectrometry for Systems Biology. Anal Chem 2018; 91:109-125. [DOI: 10.1021/acs.analchem.8b04951] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Affiliation(s)
- Tianjiao Huang
- Department of Chemistry, Saint Louis University, 3501 Laclede Avenue, St. Louis, Missouri 63103, United States
| | - Michael R. Armbruster
- Department of Chemistry, Saint Louis University, 3501 Laclede Avenue, St. Louis, Missouri 63103, United States
| | - John B. Coulton
- Department of Chemistry, Saint Louis University, 3501 Laclede Avenue, St. Louis, Missouri 63103, United States
| | - James L. Edwards
- Department of Chemistry, Saint Louis University, 3501 Laclede Avenue, St. Louis, Missouri 63103, United States
| |
Collapse
|
24
|
Garg N, Conway LP, Ballet C, Correia MSP, Olsson FKS, Vujasinovic M, Löhr JM, Globisch D. Chemoselective Probe Containing a Unique Bioorthogonal Cleavage Site for Investigation of Gut Microbiota Metabolism. Angew Chem Int Ed Engl 2018; 57:13805-13809. [PMID: 30168889 DOI: 10.1002/anie.201804828] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2018] [Revised: 08/10/2018] [Indexed: 12/12/2022]
Abstract
While metabolites derived from gut microbiota metabolism have been linked to disease development in the human host, the chemical tools required for their detailed analysis and the discovery of biomarkers are limited. A unique and multifunctional chemical probe for mass spectrometric analysis, which contains p-nitrocinnamyloxycarbonyl as a new bioorthogonal cleavage site has been designed and synthesized. Coupled to magnetic beads, this chemical probe allows for straightforward extraction of metabolites from human samples and release under mild conditions. This isolation from the sample matrix results in significantly reduced ion suppression, an increased mass spectrometric sensitivity, and facilitates the detection of metabolites in femtomole quantities. The chemoselective probe was applied to the analysis of human fecal samples, resulting in the discovery of four metabolites previously unreported in this sample type and confirmation of the presence of medically relevant gut microbiota-derived metabolites.
Collapse
Affiliation(s)
- Neeraj Garg
- Department of Medicinal Chemistry, Science for Life Laboratory, Uppsala University, Box 574, 75123, Uppsala, Sweden
| | - Louis P Conway
- Department of Medicinal Chemistry, Science for Life Laboratory, Uppsala University, Box 574, 75123, Uppsala, Sweden
| | - Caroline Ballet
- Department of Medicinal Chemistry, Science for Life Laboratory, Uppsala University, Box 574, 75123, Uppsala, Sweden
| | - Mario S P Correia
- Department of Medicinal Chemistry, Science for Life Laboratory, Uppsala University, Box 574, 75123, Uppsala, Sweden
| | - Frida K S Olsson
- Department of Medicinal Chemistry, Science for Life Laboratory, Uppsala University, Box 574, 75123, Uppsala, Sweden
| | - Miroslav Vujasinovic
- Department of Clinical Science, Intervention and Technology (CLINTEC) and Department for Digestive Diseases, Karolinska Institute and Karolinska University Hospital, Stockholm, Sweden
| | - J-Matthias Löhr
- Department of Clinical Science, Intervention and Technology (CLINTEC) and Department for Digestive Diseases, Karolinska Institute and Karolinska University Hospital, Stockholm, Sweden
| | - Daniel Globisch
- Department of Medicinal Chemistry, Science for Life Laboratory, Uppsala University, Box 574, 75123, Uppsala, Sweden
| |
Collapse
|
25
|
Garg N, Conway LP, Ballet C, Correia MSP, Olsson FKS, Vujasinovic M, Löhr J, Globisch D. Chemoselective Probe Containing a Unique Bioorthogonal Cleavage Site for Investigation of Gut Microbiota Metabolism. Angew Chem Int Ed Engl 2018. [DOI: 10.1002/ange.201804828] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Affiliation(s)
- Neeraj Garg
- Department of Medicinal ChemistryScience for Life LaboratoryUppsala University Box 574 75123 Uppsala Sweden
| | - Louis P. Conway
- Department of Medicinal ChemistryScience for Life LaboratoryUppsala University Box 574 75123 Uppsala Sweden
| | - Caroline Ballet
- Department of Medicinal ChemistryScience for Life LaboratoryUppsala University Box 574 75123 Uppsala Sweden
| | - Mario S. P. Correia
- Department of Medicinal ChemistryScience for Life LaboratoryUppsala University Box 574 75123 Uppsala Sweden
| | - Frida K. S. Olsson
- Department of Medicinal ChemistryScience for Life LaboratoryUppsala University Box 574 75123 Uppsala Sweden
| | - Miroslav Vujasinovic
- Department of Clinical ScienceIntervention and Technology (CLINTEC) and Department for Digestive DiseasesKarolinska Institute and Karolinska University Hospital Stockholm Sweden
| | - J.‐Matthias Löhr
- Department of Clinical ScienceIntervention and Technology (CLINTEC) and Department for Digestive DiseasesKarolinska Institute and Karolinska University Hospital Stockholm Sweden
| | - Daniel Globisch
- Department of Medicinal ChemistryScience for Life LaboratoryUppsala University Box 574 75123 Uppsala Sweden
| |
Collapse
|
26
|
Spangler B, Dovala D, Sawyer WS, Thompson KV, Six DA, Reck F, Feng BY. Molecular Probes for the Determination of Subcellular Compound Exposure Profiles in Gram-Negative Bacteria. ACS Infect Dis 2018; 4:1355-1367. [PMID: 29846057 DOI: 10.1021/acsinfecdis.8b00093] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
The Gram-negative cell envelope presents a formidable barrier to xenobiotics, and achieving sufficient compound exposure inside the cell is a key challenge for the discovery of new antibiotics. To provide insight on the molecular determinants governing compound exposure in Gram-negative bacteria, we developed a methodology leveraging a cyclooctyne-based bioorthogonal probe to assess compartment-specific compound exposure. This probe can be selectively localized to the periplasmic or cytoplasmic compartments of Gram-negative bacteria. Once localized, the probe is used to test azide-containing compounds for exposure within each compartment by quantifying the formation of click-reaction products by mass spectrometry. We demonstrate this approach is an accurate and sensitive method of determining compartment-specific compound exposure profiles. We then apply this technology to study the compartment-specific exposure profiles of a small panel of azide-bearing compounds with known permeability characteristics in Gram-negative bacteria, demonstrating the utility of the system and the insight it is able to provide regarding compound exposure within intact bacteria.
Collapse
Affiliation(s)
- Benjamin Spangler
- Novartis Institutes for BioMedical Research, 5300 Chiron Way, Emeryville, California 94608, United States
| | - Dustin Dovala
- Novartis Institutes for BioMedical Research, 5300 Chiron Way, Emeryville, California 94608, United States
| | - William S. Sawyer
- Novartis Institutes for BioMedical Research, 5300 Chiron Way, Emeryville, California 94608, United States
| | - Katherine V. Thompson
- Novartis Institutes for BioMedical Research, 5300 Chiron Way, Emeryville, California 94608, United States
| | - David A. Six
- Novartis Institutes for BioMedical Research, 5300 Chiron Way, Emeryville, California 94608, United States
| | - Folkert Reck
- Novartis Institutes for BioMedical Research, 5300 Chiron Way, Emeryville, California 94608, United States
| | - Brian Y. Feng
- Novartis Institutes for BioMedical Research, 5300 Chiron Way, Emeryville, California 94608, United States
| |
Collapse
|
27
|
Rivera GSM, Beamish CR, Wencewicz TA. Immobilized FhuD2 Siderophore-Binding Protein Enables Purification of Salmycin Sideromycins from Streptomyces violaceus DSM 8286. ACS Infect Dis 2018; 4:845-859. [PMID: 29460625 DOI: 10.1021/acsinfecdis.8b00015] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Siderophores are a structurally diverse class of natural products common to most bacteria and fungi as iron(III)-chelating ligands. Siderophores, including trihydroxamate ferrioxamines, are used clinically to treat iron overload diseases and show promising activity against many other iron-related human diseases. Here, we present a new method for the isolation of ferrioxamine siderophores from complex mixtures using affinity chromatography based on resin-immobilized FhuD2, a siderophore-binding protein (SBP) from Staphylococcus aureus. The SBP-resin enabled purification of charge positive, charge negative, and neutral ferrioxamine siderophores. Treatment of culture supernatants from Streptomyces violaceus DSM 8286 with SBP-resin provided an analytically pure sample of the salmycins, a mixture of structurally complex glycosylated sideromycins (siderophore-antibiotic conjugates) with potent antibacterial activity toward human pathogenic Staphylococcus aureus (minimum inhibitory concentration (MIC) = 7 nM). Siderophore affinity chromatography could enable the rapid discovery of new siderophore and sideromycin natural products from complex mixtures to aid drug discovery and metabolite identification efforts in a broad range of therapeutic areas.
Collapse
Affiliation(s)
- Gerry Sann M. Rivera
- Department of Chemistry, Washington University in St. Louis, One Brookings Drive, St. Louis, Missouri 63130, United States
| | - Catherine R. Beamish
- Department of Chemistry, Washington University in St. Louis, One Brookings Drive, St. Louis, Missouri 63130, United States
| | - Timothy A. Wencewicz
- Department of Chemistry, Washington University in St. Louis, One Brookings Drive, St. Louis, Missouri 63130, United States
| |
Collapse
|
28
|
Kolbe K, Veleti SK, Johnson EE, Cho YW, Oh S, Barry CE. Role of Chemical Biology in Tuberculosis Drug Discovery and Diagnosis. ACS Infect Dis 2018; 4:458-466. [PMID: 29364647 DOI: 10.1021/acsinfecdis.7b00242] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
The use of chemical techniques to study biological systems (often referred to currently as chemical biology) has become a powerful tool for both drug discovery and the development of novel diagnostic strategies. In tuberculosis, such tools have been applied to identifying drug targets from hit compounds, matching high-throughput screening hits against large numbers of isolated protein targets and identifying classes of enzymes with important functions. Metabolites unique to mycobacteria have provided important starting points for the development of innovative tools. For example, the unique biology of trehalose has provided both novel diagnostic strategies as well as probes of in vivo biological processes that are difficult to study any other way. Other mycobacterial metabolites are potentially valuable starting points and have the potential to illuminate new aspects of mycobacterial pathogenesis.
Collapse
Affiliation(s)
- Katharina Kolbe
- Tuberculosis Research Section, Laboratory of Clinical Immunology and Microbiology, National Institute of Allergy and Infectious Disease, NIH, Bethesda, Maryland 20892, United States
| | - Sri Kumar Veleti
- Tuberculosis Research Section, Laboratory of Clinical Immunology and Microbiology, National Institute of Allergy and Infectious Disease, NIH, Bethesda, Maryland 20892, United States
| | - Emma E. Johnson
- Tuberculosis Research Section, Laboratory of Clinical Immunology and Microbiology, National Institute of Allergy and Infectious Disease, NIH, Bethesda, Maryland 20892, United States
| | - Young-Woo Cho
- Tuberculosis Research Section, Laboratory of Clinical Immunology and Microbiology, National Institute of Allergy and Infectious Disease, NIH, Bethesda, Maryland 20892, United States
| | - Sangmi Oh
- Tuberculosis Research Section, Laboratory of Clinical Immunology and Microbiology, National Institute of Allergy and Infectious Disease, NIH, Bethesda, Maryland 20892, United States
| | - Clifton E. Barry
- Tuberculosis Research Section, Laboratory of Clinical Immunology and Microbiology, National Institute of Allergy and Infectious Disease, NIH, Bethesda, Maryland 20892, United States
| |
Collapse
|
29
|
Longo E, Rossetti F, Scampicchio M, Boselli E. Isotopic Exchange HPLC-HRMS/MS Applied to Cyclic Proanthocyanidins in Wine and Cranberries. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2018; 29:663-674. [PMID: 29330778 DOI: 10.1007/s13361-017-1876-8] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/08/2017] [Revised: 12/16/2017] [Accepted: 12/19/2017] [Indexed: 05/11/2023]
Abstract
Cyclic B-type proanthocyanidins in red wines and grapes have been discovered recently. However, proanthocyanidins of a different chemical structure (non-cyclic A-type proanthocyanidins) already known to be present in cranberries and wine possess an identical theoretical mass. As a matter of fact, the retention times and the MS/MS fragmentations found for the proposed novel cyclic B-type tetrameric proanthocyanidin in red wine and the known tetrameric proanthocyanidin in a cranberry extract are herein shown to be identical. Thus, hydrogen/deuterium (H/D) exchange was applied to HPLC-HRMS/MS to confirm the actual chemical structure of the new oligomeric proanthocyanidins. The comparison of the results in water and deuterium oxide and between wine and cranberry extract indicates that the cyclic B-type tetrameric proanthocyanidin is the actual constituent of the recently proposed novel tetrameric species ([C60H49O24]+, m/z 1153.2608). Surprisingly, the same compound was also identified as the main tetrameric proanthocyanidin in cranberries. Finally, a totally new cyclic B-type hexameric proanthocyanidin ([C90H73O36]+, m/z 1729.3876) belonging to this novel class was identified for the first time in red wine. Graphical Abstract ᅟ.
Collapse
Affiliation(s)
- Edoardo Longo
- Faculty of Science and Technology, Free University of Bozen-Bolzano, Piazza Università 1, 39100, Bolzano, Italy
| | - Fabrizio Rossetti
- Department of Agricultural, Food, and Environmental Sciences, Università Politecnica delle Marche, Via Brecce Bianche 10, 60131, Ancona, Italy
| | - Matteo Scampicchio
- Faculty of Science and Technology, Free University of Bozen-Bolzano, Piazza Università 1, 39100, Bolzano, Italy
| | - Emanuele Boselli
- Faculty of Science and Technology, Free University of Bozen-Bolzano, Piazza Università 1, 39100, Bolzano, Italy.
| |
Collapse
|
30
|
Huang L, Wan J, Wei X, Liu Y, Huang J, Sun X, Zhang R, Gurav DD, Vedarethinam V, Li Y, Chen R, Qian K. Plasmonic silver nanoshells for drug and metabolite detection. Nat Commun 2017; 8:220. [PMID: 28790311 PMCID: PMC5548796 DOI: 10.1038/s41467-017-00220-4] [Citation(s) in RCA: 123] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2016] [Accepted: 06/13/2017] [Indexed: 02/06/2023] Open
Abstract
In-vitro metabolite and drug detection rely on designed materials-based analytical platforms, which are universally used in biomedical research and clinical practice. However, metabolic analysis in bio-samples needs tedious sample preparation, due to the sample complexity and low molecular abundance. A further challenge is to construct diagnostic tools. Herein, we developed a platform using silver nanoshells. We synthesized SiO2@Ag with tunable shell structures by multi-cycled silver mirror reactions. Optimized nanoshells achieved direct laser desorption/ionization mass spectrometry in 0.5 μL of bio-fluids. We applied these nanoshells for disease diagnosis and therapeutic evaluation. We identified patients with postoperative brain infection through daily monitoring and glucose quantitation in cerebrospinal fluid. We measured drug distribution in blood and cerebrospinal fluid systems and validated the function of blood-brain/cerebrospinal fluid-barriers for pharmacokinetics. Our work sheds light on the design of materials for advanced metabolic analysis and precision diagnostics.Preparation of samples for diagnosis can affect the detection of biomarkers and metabolites. Here, the authors use a silver nanoparticle plasmonics approach for the detection of biomarkers in patients as well as investigate the distribution of drugs in serum and cerebral spinal fluid.
Collapse
Affiliation(s)
- Lin Huang
- School of Biomedical Engineering, Children's Hospital of Shanghai, and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, People's Republic of China
| | - Jingjing Wan
- Department of Chemistry, Shanghai University, Shanghai, 200444, People's Republic of China
| | - Xiang Wei
- School of Biomedical Engineering, Children's Hospital of Shanghai, and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, People's Republic of China
| | - Yu Liu
- School of Biomedical Engineering, Children's Hospital of Shanghai, and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, People's Republic of China
| | - Jingyi Huang
- School of Biomedical Engineering, Children's Hospital of Shanghai, and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, People's Republic of China
| | - Xuming Sun
- School of Biomedical Engineering, Children's Hospital of Shanghai, and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, People's Republic of China
| | - Ru Zhang
- School of Biomedical Engineering, Children's Hospital of Shanghai, and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, People's Republic of China
| | - Deepanjali D Gurav
- School of Biomedical Engineering, Children's Hospital of Shanghai, and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, People's Republic of China
| | - Vadanasundari Vedarethinam
- School of Biomedical Engineering, Children's Hospital of Shanghai, and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, People's Republic of China
| | - Yan Li
- Institute of Biophysics Key Laboratory of Interdisciplinary Research, Chinese Academy of Sciences, Beijing, 100101, People's Republic of China
| | - Ruoping Chen
- School of Biomedical Engineering, Children's Hospital of Shanghai, and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, People's Republic of China.
| | - Kun Qian
- School of Biomedical Engineering, Children's Hospital of Shanghai, and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, People's Republic of China.
| |
Collapse
|
31
|
Wesche F, He Y, Bode HB. Solid-phase enrichment and analysis of electrophilic natural products. Beilstein J Org Chem 2017; 13:405-409. [PMID: 28382178 PMCID: PMC5355884 DOI: 10.3762/bjoc.13.43] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2016] [Accepted: 02/10/2017] [Indexed: 12/25/2022] Open
Abstract
In search for new natural products, which may lead to the development of new drugs for all kind of applications, novel methods are needed. Here we describe the identification of electrophilic natural products in crude extracts via their reactivity against azide as a nucleophile followed by their subsequent enrichment using a cleavable azide-reactive resin (CARR). Using this approach, natural products carrying epoxides and α,β-unsaturated enones as well as several unknown compounds were identified in crude extracts from entomopathogenic Photorhabdus bacteria.
Collapse
Affiliation(s)
- Frank Wesche
- Merck Stiftungsprofessur für Molekulare Biotechnologie, Fachbereich Biowissenschaften, Goethe Universität Frankfurt, Max-von-Laue-Strasse 9, D-60438 Frankfurt am Main, Germany
| | - Yue He
- Merck Stiftungsprofessur für Molekulare Biotechnologie, Fachbereich Biowissenschaften, Goethe Universität Frankfurt, Max-von-Laue-Strasse 9, D-60438 Frankfurt am Main, Germany
| | - Helge B Bode
- Merck Stiftungsprofessur für Molekulare Biotechnologie, Fachbereich Biowissenschaften, Goethe Universität Frankfurt, Max-von-Laue-Strasse 9, D-60438 Frankfurt am Main, Germany; Buchmann Institute for Molecular Life Sciences (BMLS), Goethe Universität Frankfurt, Max-von-Laue-Strasse 15, D-60438 Frankfurt am Main, Germany
| |
Collapse
|
32
|
Zengeya TT, Garlick JM, Kulkarni RA, Miley M, Roberts AM, Yang Y, Crooks DR, Sourbier C, Linehan WM, Meier JL. Co-opting a Bioorthogonal Reaction for Oncometabolite Detection. J Am Chem Soc 2016; 138:15813-15816. [PMID: 27960310 DOI: 10.1021/jacs.6b09706] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Dysregulated metabolism is a hallmark of many diseases, including cancer. Methods to fluorescently detect metabolites have the potential to enable new approaches to cancer detection and imaging. However, fluorescent sensing methods for naturally occurring cellular metabolites are relatively unexplored. Here we report the development of a chemical approach to detect the oncometabolite fumarate. Our strategy exploits a known bioorthogonal reaction, the 1,3-dipolar cycloaddition of nitrileimines and electron-poor olefins, to detect fumarate via fluorescent pyrazoline cycloadduct formation. We demonstrate hydrazonyl chlorides serve as readily accessible nitrileimine precursors, whose reactivity and spectral properties can be tuned to enable detection of fumarate and other dipolarophile metabolites. Finally, we show this reaction can be used to detect enzyme activity changes caused by mutations in fumarate hydratase, which underlie the familial cancer predisposition syndrome hereditary leiomyomatosis and renal cell cancer. Our studies define a novel intersection of bioorthogonal chemistry and metabolite reactivity that may be harnessed to enable biological profiling, imaging, and diagnostic applications.
Collapse
Affiliation(s)
- Thomas T Zengeya
- Chemical Biology Laboratory, National Cancer Institute , Frederick, Maryland 21702, United States
| | - Julie M Garlick
- Chemical Biology Laboratory, National Cancer Institute , Frederick, Maryland 21702, United States
| | - Rhushikesh A Kulkarni
- Chemical Biology Laboratory, National Cancer Institute , Frederick, Maryland 21702, United States
| | - Mikayla Miley
- Chemical Biology Laboratory, National Cancer Institute , Frederick, Maryland 21702, United States
| | - Allison M Roberts
- Chemical Biology Laboratory, National Cancer Institute , Frederick, Maryland 21702, United States
| | - Youfeng Yang
- Urologic Oncology Branch, National Cancer Institute , Bethesda, Maryland 20817, United States
| | - Daniel R Crooks
- Urologic Oncology Branch, National Cancer Institute , Bethesda, Maryland 20817, United States
| | - Carole Sourbier
- Urologic Oncology Branch, National Cancer Institute , Bethesda, Maryland 20817, United States
| | - W Marston Linehan
- Urologic Oncology Branch, National Cancer Institute , Bethesda, Maryland 20817, United States
| | - Jordan L Meier
- Chemical Biology Laboratory, National Cancer Institute , Frederick, Maryland 21702, United States
| |
Collapse
|
33
|
Review of sample preparation strategies for MS-based metabolomic studies in industrial biotechnology. Anal Chim Acta 2016; 938:18-32. [DOI: 10.1016/j.aca.2016.07.033] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2016] [Revised: 07/22/2016] [Accepted: 07/26/2016] [Indexed: 02/08/2023]
|
34
|
Castro-Falcón G, Hahn D, Reimer D, Hughes CC. Thiol Probes To Detect Electrophilic Natural Products Based on Their Mechanism of Action. ACS Chem Biol 2016; 11:2328-36. [PMID: 27294329 DOI: 10.1021/acschembio.5b00924] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
New methods are urgently needed to find novel natural products as structural leads for the development of new drugs against emerging diseases such as cancer and multiresistant bacterial infections. Here we introduce a reactivity-guided drug discovery approach for electrophilic natural products, a therapeutically relevant class of natural products that covalently modify their cellular targets, in crude extracts. Using carefully designed halogenated aromatic reagents, the process furnishes derivatives that are UV-active and highly conspicuous via mass spectrometry by virtue of an isotopically unique bromine or chlorine tag. In addition to the identification of high-value metabolites, the process facilitates the difficult task of structure elucidation by providing derivatives that are primed for X-ray crystallographic analysis. We show that a cysteine probe efficiently and chemoselectively labels enone-, β-lactam-, and β-lactone-based electrophilic natural products (parthenolide, andrographolide, wortmannin, penicillin G, salinosporamide), while a thiophenol probe preferentially labels epoxide-based electrophilic natural products (triptolide, epoxomicin, eponemycin, cyclomarin, salinamide). Using the optimized method, we were able to detect and isolate the epoxide-bearing natural product tirandalydigin from Salinispora and thereby link an orphan gene cluster to its gene product.
Collapse
Affiliation(s)
- Gabriel Castro-Falcón
- Center for Marine Biotechnology
and Biomedicine, Scripps Institution of Oceanography, University of California, San Diego, La Jolla, California 92093, United States
| | - Dongyup Hahn
- Center for Marine Biotechnology
and Biomedicine, Scripps Institution of Oceanography, University of California, San Diego, La Jolla, California 92093, United States
| | - Daniela Reimer
- Center for Marine Biotechnology
and Biomedicine, Scripps Institution of Oceanography, University of California, San Diego, La Jolla, California 92093, United States
| | - Chambers C. Hughes
- Center for Marine Biotechnology
and Biomedicine, Scripps Institution of Oceanography, University of California, San Diego, La Jolla, California 92093, United States
| |
Collapse
|
35
|
Capehart SL, Carlson EE. Mass spectrometry-based assay for the rapid detection of thiol-containing natural products. Chem Commun (Camb) 2016; 52:13229-13232. [DOI: 10.1039/c6cc07111b] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
To expedite discovery of thiol-containing compounds, we devised a selective solid-supported reagent for their immobilization, followed by cleavage of a photocleavable linker to yield stable natural product conjugates for direct detection by mass spectrometry.
Collapse
Affiliation(s)
| | - Erin E. Carlson
- Department of Chemistry
- University of Minnesota
- SE Minneapolis
- USA
- Department of Medicinal Chemistry
| |
Collapse
|
36
|
Pérez AJ, Wesche F, Adihou H, Bode HB. Solid-Phase Enrichment and Analysis of Azide-Labeled Natural Products: Fishing Downstream of Biochemical Pathways. Chemistry 2015; 22:639-45. [DOI: 10.1002/chem.201503781] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2015] [Indexed: 12/14/2022]
|
37
|
Yuan W, Li S, Edwards JL. Extraction and Quantitation of Ketones and Aldehydes from Mammalian Cells Using Fluorous Tagging and Capillary LC-MS. Anal Chem 2015; 87:7660-6. [DOI: 10.1021/acs.analchem.5b01000] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Affiliation(s)
- Wei Yuan
- Institute
for Bioscience and Biotechnology Research, University of Maryland, 9600 Gudelsky Drive, Rockville, Maryland 20850, United States,
- Department
of Chemistry and Biochemistry, University of Maryland, College Park, Maryland 20742, United States
| | - Shuwei Li
- Institute
for Bioscience and Biotechnology Research, University of Maryland, 9600 Gudelsky Drive, Rockville, Maryland 20850, United States,
- Department
of Chemistry and Biochemistry, University of Maryland, College Park, Maryland 20742, United States
| | - James L. Edwards
- Department
of Chemistry, Saint Louis University, St. Louis, Missouri 63103, United States
| |
Collapse
|
38
|
Togashi M, Terai T, Kojima H, Hanaoka K, Igarashi K, Hirata Y, Urano Y, Nagano T. Practical fluorescence detection of acrolein in human plasma via a two-step tethering approach. Chem Commun (Camb) 2015; 50:14946-8. [PMID: 24944098 DOI: 10.1039/c4cc02578d] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Acrolein, a cytotoxic α,β-unsaturated aldehyde and disease biomarker, was determined in plasma by means of a novel tethering strategy using Michael addition of the compound to a fluorescent dye, followed by immobilization of the product on microbeads via the aldehyde moiety. Elevation of blood acrolein was detected in mice treated with an anticancer agent cyclophosphamide, which releases acrolein upon activation. This method should be suitable for high-throughput diagnostic and clinical application.
Collapse
Affiliation(s)
- Masataka Togashi
- Graduate School of Pharmaceutical Sciences, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
| | | | | | | | | | | | | | | |
Collapse
|
39
|
Jeon H, Lim C, Lee JM, Kim S. Chemical assay-guided natural product isolation via solid-supported chemodosimetric fluorescent probe. Chem Sci 2015; 6:2806-2811. [PMID: 28706669 PMCID: PMC5489024 DOI: 10.1039/c5sc00360a] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2015] [Accepted: 03/25/2015] [Indexed: 12/11/2022] Open
Abstract
The fusion of click chemistry, fluorogenic chemodosimetry and a solid support offers advantages in identifying compounds in complex natural product mixtures.
As a new model of chemical assay-guided natural product isolation, an effective chemodosimetric assay system was devised. Our chemical assay system features a fluorogenic chemodosimeter immobilized on a solid support, which offers advantages in identifying the desired compounds in complex natural product mixtures. To isolate only compounds with the target functional groups, the click chemistry concept was adopted. The model system presented here was developed for natural products with a terminal alkyne. Using our newly designed alkyne sensing beads with the aforementioned features, we have readily identified, quantified, and isolated compounds with a terminal alkyne group from plant extracts.
Collapse
Affiliation(s)
- Hongjun Jeon
- College of Pharmacy , Seoul National University , 1 Gwanak-ro, Gwanak-gu , Seoul 151-742 , Korea . ; ; Tel: +82-2-880-2487
| | - Chaemin Lim
- College of Pharmacy , Seoul National University , 1 Gwanak-ro, Gwanak-gu , Seoul 151-742 , Korea . ; ; Tel: +82-2-880-2487
| | - Ji Min Lee
- College of Pharmacy , Seoul National University , 1 Gwanak-ro, Gwanak-gu , Seoul 151-742 , Korea . ; ; Tel: +82-2-880-2487
| | - Sanghee Kim
- College of Pharmacy , Seoul National University , 1 Gwanak-ro, Gwanak-gu , Seoul 151-742 , Korea . ; ; Tel: +82-2-880-2487
| |
Collapse
|
40
|
Rudolf GC, Koch MF, Mandl FAM, Sieber SA. Subclass-Specific Labeling of Protein-Reactive Natural Products with Customized Nucleophilic Probes. Chemistry 2015; 21:3701-7. [DOI: 10.1002/chem.201405009] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2014] [Indexed: 12/31/2022]
|
41
|
Li H, Qin Q, Qiao L, Shi X, Xu G. Preparation of mesoporous SiO2@azobenzene–COOH chemoselective nanoprobes for comprehensive mapping of amino metabolites in human serum. Chem Commun (Camb) 2015; 51:11321-4. [DOI: 10.1039/c5cc03756e] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
mSiO2@azobenzene–COOH chemoselective nanoprobes were developed for comprehensive mapping of amino metabolites in complex biological samples with high specificity and sensitivity.
Collapse
Affiliation(s)
- Hua Li
- Key Lab of Separation Sciences for Analytical Chemistry
- Dalian Institute of Chemical Physics
- Chinese Academy of Sciences
- Dalian
- China
| | - Qian Qin
- Key Lab of Separation Sciences for Analytical Chemistry
- Dalian Institute of Chemical Physics
- Chinese Academy of Sciences
- Dalian
- China
| | - Lizhen Qiao
- Key Lab of Separation Sciences for Analytical Chemistry
- Dalian Institute of Chemical Physics
- Chinese Academy of Sciences
- Dalian
- China
| | - Xianzhe Shi
- Key Lab of Separation Sciences for Analytical Chemistry
- Dalian Institute of Chemical Physics
- Chinese Academy of Sciences
- Dalian
- China
| | - Guowang Xu
- Key Lab of Separation Sciences for Analytical Chemistry
- Dalian Institute of Chemical Physics
- Chinese Academy of Sciences
- Dalian
- China
| |
Collapse
|
42
|
Yin P, Xu G. Current state-of-the-art of nontargeted metabolomics based on liquid chromatography-mass spectrometry with special emphasis in clinical applications. J Chromatogr A 2014; 1374:1-13. [PMID: 25444251 DOI: 10.1016/j.chroma.2014.11.050] [Citation(s) in RCA: 83] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2014] [Revised: 11/16/2014] [Accepted: 11/17/2014] [Indexed: 12/21/2022]
Abstract
Metabolomics, as a part of systems biology, has been widely applied in different fields of life science by studying the endogenous metabolites. The development and applications of liquid chromatography (LC) coupled with high resolution mass spectrometry (MS) greatly improve the achievable data quality in non-targeted metabolic profiling. However, there are still some emerging challenges to be covered in LC-MS based metabolomics. Here, recent approaches about sample collection and preparation, instrumental analysis, and data handling of LC-MS based metabolomics are summarized, especially in the analysis of clinical samples. Emphasis is put on the improvement of analytical techniques including the combination of different LC columns, isotope coded derivatization methods, pseudo-targeted LC-MS method, new data analysis algorithms and structural identification of important metabolites.
Collapse
Affiliation(s)
- Peiyuan Yin
- Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
| | - Guowang Xu
- Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China.
| |
Collapse
|
43
|
Zamora-Ros R, Touillaud M, Rothwell JA, Romieu I, Scalbert A. Measuring exposure to the polyphenol metabolome in observational epidemiologic studies: current tools and applications and their limits. Am J Clin Nutr 2014; 100:11-26. [PMID: 24787490 PMCID: PMC4144095 DOI: 10.3945/ajcn.113.077743] [Citation(s) in RCA: 97] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2013] [Accepted: 03/25/2014] [Indexed: 12/13/2022] Open
Abstract
Much experimental evidence supports a protective role of dietary polyphenols against chronic diseases such as cardiovascular diseases, diabetes, and cancer. However, results from observational epidemiologic studies are still limited and are often inconsistent. This is largely explained by the difficulties encountered in the estimation of exposure to the polyphenol metabolome, which is composed of ~500 polyphenols distributed across a wide variety of foods and characterized by diverse biological properties. Exposure to the polyphenol metabolome in epidemiologic studies can be assessed by the use of detailed dietary questionnaires or the measurement of biomarkers of polyphenol intake. The questionnaire approach has been greatly facilitated by the use of new databases on polyphenol composition but is limited by bias as a result of self-reporting. The use of polyphenol biomarkers holds much promise for objective estimation of polyphenol exposure in future metabolome-wide association studies. These approaches are reviewed and their advantages and limitations discussed by using examples of epidemiologic studies on polyphenols and cancer. The current improvement in these techniques, along with greater emphasis on the intake of individual polyphenols rather than polyphenols considered collectively, will help unravel the role of these major food bioactive constituents in disease prevention.
Collapse
Affiliation(s)
- Raul Zamora-Ros
- From the Section of Nutrition and Metabolism, International Agency for Research on Cancer, Lyon, France (RZ-R, JAR, IR, and AS); the Unit of Nutrition, Environment, and Cancer, Catalan Institute of Oncology, Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain (RZ-R); and the Cancer and Environment Unit, Centre Léon Bérard, Lyon, France (MT)
| | - Marina Touillaud
- From the Section of Nutrition and Metabolism, International Agency for Research on Cancer, Lyon, France (RZ-R, JAR, IR, and AS); the Unit of Nutrition, Environment, and Cancer, Catalan Institute of Oncology, Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain (RZ-R); and the Cancer and Environment Unit, Centre Léon Bérard, Lyon, France (MT)
| | - Joseph A Rothwell
- From the Section of Nutrition and Metabolism, International Agency for Research on Cancer, Lyon, France (RZ-R, JAR, IR, and AS); the Unit of Nutrition, Environment, and Cancer, Catalan Institute of Oncology, Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain (RZ-R); and the Cancer and Environment Unit, Centre Léon Bérard, Lyon, France (MT)
| | - Isabelle Romieu
- From the Section of Nutrition and Metabolism, International Agency for Research on Cancer, Lyon, France (RZ-R, JAR, IR, and AS); the Unit of Nutrition, Environment, and Cancer, Catalan Institute of Oncology, Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain (RZ-R); and the Cancer and Environment Unit, Centre Léon Bérard, Lyon, France (MT)
| | - Augustin Scalbert
- From the Section of Nutrition and Metabolism, International Agency for Research on Cancer, Lyon, France (RZ-R, JAR, IR, and AS); the Unit of Nutrition, Environment, and Cancer, Catalan Institute of Oncology, Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain (RZ-R); and the Cancer and Environment Unit, Centre Léon Bérard, Lyon, France (MT)
| |
Collapse
|
44
|
Miyazaki A, Asanuma M, Dodo K, Egami H, Sodeoka M. A "catch-and-release" protocol for alkyne-tagged molecules based on a resin-bound cobalt complex for peptide enrichment in aqueous media. Chemistry 2014; 20:8116-28. [PMID: 24788842 DOI: 10.1002/chem.201400056] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2014] [Indexed: 01/09/2023]
Abstract
The development of new and mild protocols for the specific enrichment of biomolecules is of significant interest from the perspective of chemical biology. A cobalt-phosphine complex immobilised on a solid-phase resin has been found to selectively bind to a propargyl carbamate tag, that is, "catch", under dilute aqueous conditions (pH 7) at 4 °C. Upon acidic treatment of the resulting resin-bound alkyne-cobalt complex, the Nicholas reaction was induced to "release" the alkyne-tagged molecule from the resin as a free amine. Model studies revealed that selective enrichment of the alkyne-tagged molecule could be achieved with high efficiency at 4 °C. The proof-of-concept was applied to an alkyne-tagged amino acid and dipeptide. Studies using an alkyne-tagged dipeptide proved that this protocol is compatible with various amino acids bearing a range of functionalities in the side-chain. In addition, selective enrichment and detection of an amine derived from the "catch and release" of an alkyne-tagged dipeptide in the presence of various peptides has been accomplished under highly dilute conditions, as determined by mass spectrometry.
Collapse
Affiliation(s)
- Ayako Miyazaki
- Sodeoka Live Cell Chemistry Project, ERATO, Japan Science and Technology Agency (JST), 2-1 Hirosawa, Wako, Saitama 351-0198 (Japan) and Synthetic Organic Chemistry Laboratory, RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198 (Japan); Current address: Institute of Transformative, Bio-Molecules (WPI-ITbM), Nagoya University, Furo-cho, Chikusa-ku, Nagoya 464-8601 (Japan)
| | | | | | | | | |
Collapse
|
45
|
Kuehnbaum NL, Britz-McKibbin P. New Advances in Separation Science for Metabolomics: Resolving Chemical Diversity in a Post-Genomic Era. Chem Rev 2013; 113:2437-68. [DOI: 10.1021/cr300484s] [Citation(s) in RCA: 201] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Naomi L. Kuehnbaum
- Department of Chemistry
and Chemical Biology, McMaster University, Hamilton, Canada
| | | |
Collapse
|
46
|
Yuan W, Edwards JL, Li S. Global profiling of carbonyl metabolites with a photo-cleavable isobaric labeling affinity tag. Chem Commun (Camb) 2013; 49:11080-2. [DOI: 10.1039/c3cc45956j] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
|
47
|
|
48
|
Highly sensitive and quantitative profiling of acidic phytohormones using derivatization approach coupled with nano-LC-ESI-Q-TOF-MS analysis. J Chromatogr B Analyt Technol Biomed Life Sci 2012; 905:67-74. [PMID: 22917596 DOI: 10.1016/j.jchromb.2012.08.005] [Citation(s) in RCA: 138] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2012] [Revised: 07/31/2012] [Accepted: 08/03/2012] [Indexed: 01/25/2023]
Abstract
In current study, we developed a highly sensitive method for the quantitative profiling of acidic phytohormones. Tandem solid-phase extraction (SPE) and liquid-liquid extraction (LLE) was employed to efficiently purify acidic phytohormones, which were further derived by 3-bromoactonyltrimethylammonium bromide (BTA) to increase the ionization efficiency in electrospray ionization-mass spectrometry detection. Additionally, fifteen BTA-derived acidic phytohormones, including ten gibberellins (GAs), were well separated with a salt gradient on poly(methacrylic acid-co-ethylene glycol dimethacrylate) (MAA-co-EDMA) monolithic column. By employing online trapping system, the signal intensities of the analytes were significantly improved. The limits of detection (LODs, Signal/Noise=3) of targeted phytohormones ranged from 1.05 to 122.4 pg/mL, which allowed the highly sensitive determination of low abundant acidic phytohormones with tiny amount plant sample. Good reproducibility was obtained by evaluating the intra- and inter-day precisions with relative standard deviations (RSDs) less than 10.9 and 11.9%, respectively. Recoveries of the target analytes from spiked rice leave samples ranged from 88.3 to 104.3%. By employing the method developed here, we were able to simultaneously determine 11 endogenous acidic phytohormones from only 5mg of rice leave sample, which dramatically decreased the required sample amount (three orders of magnitude lower) for the profiling of low abundant acidic phytohormones compared to previous reports. Taken together, the method provided a good solution for the highly sensitive and quantitative profiling of endogenous acidic phytohormones.
Collapse
|
49
|
Totaro KA, Okandeji BO, Sello JK. Use of a multicomponent reaction for chemoselective derivatization of multiple classes of metabolites. Chembiochem 2012; 13:987-91. [PMID: 22505051 DOI: 10.1002/cbic.201200035] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2012] [Indexed: 11/08/2022]
Abstract
We demonstrate that the Ugi reaction enables chemoselective derivatization of biological amines, carboxylic acids, aldehydes, or ketones with a chromophore under one set of reaction conditions, even in the presence of water. Derivatization of neurotransmitters, hormones, disease biomarkers and other metabolites bodes well for systems biology and diagnostic medicine.
Collapse
Affiliation(s)
- Kyle A Totaro
- Chemistry Department, Brown University, 324 Brook Street, Providence, RI 02914, USA
| | | | | |
Collapse
|
50
|
Cleavable linkers in chemical biology. Bioorg Med Chem 2012; 20:571-82. [DOI: 10.1016/j.bmc.2011.07.048] [Citation(s) in RCA: 157] [Impact Index Per Article: 12.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2011] [Revised: 07/08/2011] [Accepted: 07/23/2011] [Indexed: 01/11/2023]
|