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Wang YT, Pu F. Challenges of implementing ultrahigh-throughput mass spectrometry in absorption, distribution, metabolism and excretion bioanalysis. Bioanalysis 2023; 15:1217-1220. [PMID: 37695000 DOI: 10.4155/bio-2023-0163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/12/2023] Open
Affiliation(s)
- Yue-Ting Wang
- AbbVie Inc., 1 North Waukegan Rd, North Chicago, IL 60064, USA
| | - Fan Pu
- AbbVie Inc., 1 North Waukegan Rd, North Chicago, IL 60064, USA
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2
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Javanshad R, Taylor CJ, Delavari N, Barkman TJ, Stull F, Venter AR. Analysis of histidine-tagged recombinant proteins from nickel and copper coated surfaces by direct electrospray ionization and desorption electrospray ionization mass spectrometry. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2023; 37 Suppl 1:e9516. [PMID: 37013403 DOI: 10.1002/rcm.9516] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Revised: 02/28/2023] [Accepted: 03/31/2023] [Indexed: 06/19/2023]
Abstract
RATIONALE Purification of recombinant proteins is a necessary step for functional or structural studies and other applications. Immobilized metal affinity chromatography is a common recombinant protein purification method. Mass spectrometry (MS) allows for confirmation of identity of expressed proteins and unambiguous detection of enzymatic substrates and reaction products. We demonstrate the detection of enzymes purified on immobilized metal affinity surfaces by direct or ambient ionization MS, and follow their enzymatic reactions by direct electrospray ionization (ESI) or desorption electrospray ionization (DESI). METHODS A protein standard, His-Ubq, and two recombinant proteins, His-SHAN and His-CS, expressed in Escherichia coli were immobilized on two immobilized metal affinity systems, Cu-nitriloacetic acid (Cu-NTA) and Ni-NTA. The proteins were purified on surface, and released in the ESI spray solvent for direct infusion, when using the 96-well plate form factor, or analyzed directly from immobilized metal affinity-coated microscope slides by DESI-MS. Enzyme activity was followed by incubating the substrates in wells or by depositing substrate on immobilized protein on coated slides for analysis. RESULTS Small proteins (His-Ubq) and medium proteins (His-SAHN) could readily be detected from 96-well plates by direct infusion ESI, or from microscope slides by DESI-MS after purification on surface from clarified E. coli cell lysate. Protein oxidation was observed for immobilized proteins on both Cu-NTA and Ni-NTA; however, this did not hamper the enzymatic reactions of these proteins. Both the nucleosidase reaction products for His-SAHN and the methylation product of His-CS (theobromine to caffeine) were detected. CONCLUSIONS The immobilization, purification, release and detection of His-tagged recombinant proteins using immobilized metal affinity surfaces for direct infusion ESI-MS or ambient DESI-MS analyses were successfully demonstrated. Recombinant proteins were purified to allow identification directly out of clarified cell lysate. Biological activities of the recombinant proteins were preserved allowing the investigation of enzymatic activity via MS.
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Affiliation(s)
- Roshan Javanshad
- Department of Chemistry, Western Michigan University, Kalamazoo, MI, USA
| | | | - Niusha Delavari
- Department of Chemistry, Western Michigan University, Kalamazoo, MI, USA
| | - Todd J Barkman
- Department of Biological Sciences, Western Michigan University, Kalamazoo, MI, USA
| | - Frederick Stull
- Department of Chemistry, Western Michigan University, Kalamazoo, MI, USA
| | - Andre R Venter
- Department of Chemistry, Western Michigan University, Kalamazoo, MI, USA
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3
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Cooks RG, Feng Y, Huang KH, Morato NM, Qiu L. Re-Imagining Drug Discovery using Mass Spectrometry. Isr J Chem 2023; 63:e202300034. [PMID: 37829547 PMCID: PMC10569432 DOI: 10.1002/ijch.202300034] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Indexed: 03/22/2023]
Abstract
It is argued that each of the three key steps in drug discovery, (i) reaction screening to find successful routes to desired drug candidates, (ii) scale up of the synthesis to produce amounts adequate for testing, and (iii) bioactivity assessment of the candidate compounds, can all be performed using mass spectrometry (MS) in a sequential fashion. The particular ionization method of choice, desorption electrospray ionization (DESI), is both an analytical technique and a procedure for small-scale synthesis. It is also highly compatible with automation, providing for high throughput in both synthesis and analysis. Moreover, because accelerated reactions take place in the secondary DESI microdroplets generated from individual reaction mixtures, this allows either online analysis by MS or collection of the synthetic products by droplet deposition. DESI also has the unique advantage, amongst spray-based MS ionization methods, that complex buffered biological solutions can be analyzed directly, without concern for capillary blockage. Here, all these capabilities are illustrated, the unique chemistry at droplet interfaces is presented, and the possible future implementation of DESI-MS based drug discovery is discussed.
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Affiliation(s)
- R Graham Cooks
- Department of Chemistry and Bindley Bioscience Center, Purdue University, West Lafayette, IN 47907 USA
| | - Yunfei Feng
- Department of Chemistry and Bindley Bioscience Center, Purdue University, West Lafayette, IN 47907 USA
| | - Kai-Hung Huang
- Department of Chemistry and Bindley Bioscience Center, Purdue University, West Lafayette, IN 47907 USA
| | - Nicolás M Morato
- Department of Chemistry and Bindley Bioscience Center, Purdue University, West Lafayette, IN 47907 USA
| | - Lingqi Qiu
- Department of Chemistry and Bindley Bioscience Center, Purdue University, West Lafayette, IN 47907 USA
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Pu F, Radosevich AJ, Bruckner BG, Fontaine DA, Panchal SC, Williams JD, Gopalakrishnan SM, Elsen NL. New Platform for Label-Free, Proximal Cellular Pharmacodynamic Assays: Identification of Glutaminase Inhibitors Using Infrared Matrix-Assisted Laser Desorption Electrospray Ionization Mass Spectrometry. ACS Chem Biol 2023; 18:942-948. [PMID: 37043689 DOI: 10.1021/acschembio.3c00087] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/14/2023]
Abstract
Cellular pharmacodynamic assays are crucial aspects of lead optimization programs in drug discovery. These assays are sometimes difficult to develop, oftentimes distal from the target and frequently low throughput, which necessitates their incorporation in the drug discovery funnel later than desired. The earlier direct pharmacodynamic modulation of a target can be established, the fewer resources are wasted on compounds that are acting via an off-target mechanism. Mass spectrometry is a versatile tool that is often used for direct, proximal cellular pharmacodynamic assay analysis, but liquid chromatography-mass spectrometry methods are low throughput and are unable to fully support structure-activity relationship efforts in early medicinal chemistry programs. Infrared matrix-assisted laser desorption electrospray ionization (IR-MALDESI) is an ambient ionization method amenable to high-throughput cellular assays, capable of diverse analyte detection, ambient and rapid laser sampling processes, and low cross-contamination. Here, we demonstrate the capability of IR-MALDESI for the detection of diverse analytes directly from cells and report the development of a high-throughput, label-free, proximal cellular pharmacodynamic assay using IR-MALDESI for the discovery of glutaminase inhibitors and a biochemical assay for hit confirmation. We demonstrate the throughput with a ∼100,000-compound cellular screen. Hits from the screening were confirmed by retesting in dose-response with mass spectrometry-based cellular and biochemical assays. A similar workflow can be applied to other targets with minimal modifications, which will speed up the discovery of cell active lead series and minimize wasted chemistry resources on off-target mechanisms.
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Affiliation(s)
- Fan Pu
- Discovery Research, AbbVie Inc., 1 North Waukegan Rd., North Chicago, Illinois 60064, United States
| | - Andrew J Radosevich
- Discovery Research, AbbVie Inc., 1 North Waukegan Rd., North Chicago, Illinois 60064, United States
| | - Brett G Bruckner
- Discovery Research, AbbVie Inc., 1 North Waukegan Rd., North Chicago, Illinois 60064, United States
| | - David A Fontaine
- Discovery Research, AbbVie Inc., 1 North Waukegan Rd., North Chicago, Illinois 60064, United States
| | - Sanjay C Panchal
- Discovery Research, AbbVie Inc., 1 North Waukegan Rd., North Chicago, Illinois 60064, United States
| | - Jon D Williams
- Discovery Research, AbbVie Inc., 1 North Waukegan Rd., North Chicago, Illinois 60064, United States
| | - Sujatha M Gopalakrishnan
- Discovery Research, AbbVie Inc., 1 North Waukegan Rd., North Chicago, Illinois 60064, United States
| | - Nathaniel L Elsen
- Discovery Research, AbbVie Inc., 1 North Waukegan Rd., North Chicago, Illinois 60064, United States
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5
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Zhao X, Liang J, Chen Z, Jian R, Qian Y, Wang Y, Guo Z, Zhang W, Zhang Y, Yin H, Xia Y. sn-1 Specificity of Lysophosphatidylcholine Acyltransferase-1 Revealed by a Mass Spectrometry-Based Assay. Angew Chem Int Ed Engl 2023; 62:e202215556. [PMID: 36478519 DOI: 10.1002/anie.202215556] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2022] [Revised: 11/29/2022] [Accepted: 12/06/2022] [Indexed: 12/12/2022]
Abstract
Lysophosphatidylcholine acyltransferase-1 (LPCAT1) plays a critical role in the remodeling of phosphatidylcholines (PCs) in cellular lipidome. However, evidence is scarce regarding its sn-selectivity, viz. the preference of assembling acyl-Coenzyme A (CoA) at the C1 or C2-hydroxyl on a glycerol backbone because of difficulty to quantify the thus-formed PC sn-isomers. We have established a multiplexed assay to measure both sn- and acyl-chain selectivity of LPCAT1 toward a mixture of acyl-CoAs by integrating isomer-resolving tandem mass spectrometry. Our findings reveal that LPCAT1 shows exclusive sn-1 specificity regardless of the identity of acyl-CoAs. We further confirm that elevated PC 18 : 1/16:0 relative to its sn-isomer results from an increased expression of LPCAT1 in human hepatocellular carcinoma (HCC) tissue as compared to normal liver tissue. MS imaging via desorption electrospray ionization of PC 18 : 1/16:0 thus enables visualization of HCC margins in human liver tissue at a molecular level.
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Affiliation(s)
- Xue Zhao
- MOE Key Laboratory of Bioorganic Phosphorus Chemistry & Chemical Biological, Department of Chemistry, Tsinghua University, Beijing, 100084, China
| | - Jiaqi Liang
- MOE Key Laboratory of Bioorganic Phosphorus Chemistry & Chemical Biological, Department of Chemistry, Tsinghua University, Beijing, 100084, China
| | | | - Ruijun Jian
- MOE Key Laboratory of Bioorganic Phosphorus Chemistry & Chemical Biological, Department of Chemistry, Tsinghua University, Beijing, 100084, China
| | - Yao Qian
- State key laboratory of Precision Measurement Technology and Instruments, Department of Precision Instrument, Tsinghua University, Beijing, 100084, China
| | - Yunfang Wang
- Hepato-pancreato-biliary Center, Beijing Tsinghua Changgung Hospital, Institute for Precision Medicine, Tsinghua University, Beijing, 102218, China
| | - Zhiying Guo
- Hepato-pancreato-biliary Center, Beijing Tsinghua Changgung Hospital, Institute for Precision Medicine, Tsinghua University, Beijing, 102218, China
| | - Wenpeng Zhang
- State key laboratory of Precision Measurement Technology and Instruments, Department of Precision Instrument, Tsinghua University, Beijing, 100084, China
| | - Ying Zhang
- School of Pharmaceutical Sciences, Tsinghua University-Peking University Joint Center for Life Sciences, and Beijing Advanced Innovation Center for Structural Biology, Tsinghua University, Beijing, 100084, China
| | - Hang Yin
- School of Pharmaceutical Sciences, Tsinghua University-Peking University Joint Center for Life Sciences, and Beijing Advanced Innovation Center for Structural Biology, Tsinghua University, Beijing, 100084, China
| | - Yu Xia
- MOE Key Laboratory of Bioorganic Phosphorus Chemistry & Chemical Biological, Department of Chemistry, Tsinghua University, Beijing, 100084, China
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Shao F, Lee PW, Li H, Hsieh K, Wang TH. Emerging platforms for high-throughput enzymatic bioassays. Trends Biotechnol 2023; 41:120-133. [PMID: 35863950 PMCID: PMC9789168 DOI: 10.1016/j.tibtech.2022.06.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2022] [Revised: 05/19/2022] [Accepted: 06/14/2022] [Indexed: 12/27/2022]
Abstract
Enzymes have essential roles in catalyzing biological reactions and maintaining metabolic systems. Many in vitro enzymatic bioassays have been developed for use in industrial and research fields, such as cell biology, enzyme engineering, drug screening, and biofuel production. Of note, many of these require the use of high-throughput platforms. Although the microtiter plate remains the standard for high-throughput enzymatic bioassays, microfluidic arrays and droplet microfluidics represent emerging methods. Each has seen significant advances and offers distinct advantages; however, drawbacks in key performance metrics, including reagent consumption, reaction manipulation, reaction recovery, real-time measurement, concentration gradient range, and multiplexity, remain. Herein, we compare recent high-throughput platforms using the aforementioned metrics as criteria and provide insights into remaining challenges and future research trends.
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Affiliation(s)
- Fangchi Shao
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Pei-Wei Lee
- Department of Mechanical Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Hui Li
- Department of Mechanical Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Kuangwen Hsieh
- Department of Mechanical Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Tza-Huei Wang
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, USA; Department of Mechanical Engineering, Johns Hopkins University, Baltimore, MD, USA.
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Ghosh J, Mendoza J, Cooks RG. Accelerated and Concerted Aza-Michael Addition and SuFEx Reaction in Microdroplets in Unitary and High-Throughput Formats. Angew Chem Int Ed Engl 2022; 61:e202214090. [PMID: 36253886 PMCID: PMC10099520 DOI: 10.1002/anie.202214090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2022] [Indexed: 11/12/2022]
Abstract
The sulfur fluoride exchange (SuFEx) reaction is significant in drug discovery, materials science, and chemical biology. Conventionally, it involves installation of SO2 F followed by fluoride exchange by a catalyst. We report catalyst-free Aza-Michael addition to install SO2 F and then SuFEx reaction with amines, both occurring in concert, in microdroplets under ambient conditions. The microdroplet reaction is accelerated by a factor of ∼104 relative to the corresponding bulk reaction. We suggest that the superacidic microdroplet surface assists SuFEx reaction by protonating fluorine to create a good leaving group. The reaction scope was established by performing individual reactions in microdroplets of 18 amines in four solvents and confirmed using high-throughput desorption electrospray ionization experiments. The study demonstrates the value of microdroplet-assisted accelerated reactions in combination with high-throughput experimentation for characterization of reaction scope.
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Affiliation(s)
- Jyotirmoy Ghosh
- Department of Chemistry, Purdue University, 560 Oval Drive, West Lafayette, IN 47907, USA
| | - Joshua Mendoza
- Department of Chemistry, Purdue University, 560 Oval Drive, West Lafayette, IN 47907, USA
| | - R Graham Cooks
- Department of Chemistry, Purdue University, 560 Oval Drive, West Lafayette, IN 47907, USA
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Kulathunga SC, Morato NM, Zhou Q, Cooks RG, Mesecar AD. Desorption Electrospray Ionization Mass Spectrometry Assay for Label-Free Characterization of SULT2B1b Enzyme Kinetics. ChemMedChem 2022; 17:e202200043. [PMID: 35080134 PMCID: PMC10112463 DOI: 10.1002/cmdc.202200043] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Indexed: 11/06/2022]
Abstract
The sulfotransferase (SULT) 2B1b, which catalyzes the sulfonation of 3β-hydroxysteroids, has been identified as a potential target for prostate cancer treatment. However, a major limitation for SULT2B1b-targeted drug discovery is the lack of robust assays compatible with high-throughput screening and inconsistency in reported kinetic data. For this reason, we developed a novel label-free assay based on high-throughput (>1 Hz) desorption electrospray ionization mass spectrometry (DESI-MS) for the direct quantitation of the sulfoconjugated product (CV<10 %; <1 ng analyte). The performance of this DESI-based assay was compared against a new fluorometric coupled-enzyme method that we also developed. Both methodologies provided consistent kinetic data for the reaction of SULT2B1b with its major substrates, indicating the affinity trend pregnenolone>DHEA>cholesterol, for both the phospho-mimetic and wild-type SULT2B1b forms. The novel DESI-MS assay developed here is likely generalizable to other drug discovery efforts and is particularly promising for identification of SULT2B1b inhibitors with potential as prostate cancer therapeutics.
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Affiliation(s)
- Samadhi C Kulathunga
- Department of Biochemistry, Department of Biological Sciences, Department of Chemistry, and Purdue Center for Cancer Research, Purdue University, Hockmeyer Hall of Structural Biology, 240 S. Martin Jischke Drive, West Lafayette, IN 47907, USA
| | - Nicolás M Morato
- Department of Chemistry, Bindley Bioscience Center, and Purdue Center for Cancer Research, Purdue University, Wetherill Laboratory of Chemistry, 560 Oval Drive, West Lafayette, IN 47907, USA
| | - Qing Zhou
- Department of Biochemistry, Department of Biological Sciences, Department of Chemistry, and Purdue Center for Cancer Research, Purdue University, Hockmeyer Hall of Structural Biology, 240 S. Martin Jischke Drive, West Lafayette, IN 47907, USA
| | - R Graham Cooks
- Department of Chemistry, Bindley Bioscience Center, and Purdue Center for Cancer Research, Purdue University, Wetherill Laboratory of Chemistry, 560 Oval Drive, West Lafayette, IN 47907, USA
| | - Andrew D Mesecar
- Department of Biochemistry, Department of Biological Sciences, Department of Chemistry, and Purdue Center for Cancer Research, Purdue University, Hockmeyer Hall of Structural Biology, 240 S. Martin Jischke Drive, West Lafayette, IN 47907, USA
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Huang KH, Ghosh J, Xu S, Cooks RG. Late-Stage Functionalization and Characterization of Drugs by High-Throughput Desorption Electrospray Ionization Mass Spectrometry. Chempluschem 2022; 87:e202100449. [PMID: 34985208 DOI: 10.1002/cplu.202100449] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 11/24/2021] [Indexed: 12/15/2022]
Abstract
Late-stage functionalization (LSF) of drug molecules is an approach to generate modified molecules that retain functional groups present in the active drugs. Here, we report a study that seeks to characterize the potential value of high-throughput desorption electrospray ionization mass spectrometry (HT DESI-MS) for small-scale rapid LSF. In conventional route screening, HT-based DESI-MS provides contactless, rapid analysis, reliable and reproducible data, minimal sample requirement, and exceptional tolerance to high salt concentrations. Ezetimibe (E), an established hypertension drug, is targeted for modification by LSF. C-H alkenylation and azo-click reactions are utilized to explore this approach to synthesis and analytical characterization. The effect of choice of reactant, stoichiometry, catalyst, and solvent are studied for both reactions using high throughput DESI-MS experiments. Optimum conditions for the formation of LSF products are established with identification by tandem mass spectrometry (MS/MS).
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Affiliation(s)
- Kai-Hung Huang
- Department of Chemistry, Purdue University, 560 Oval Drive, West Lafayette, IN, 47907, USA
| | - Jyotirmoy Ghosh
- Department of Chemistry, Purdue University, 560 Oval Drive, West Lafayette, IN, 47907, USA
| | - Shiqing Xu
- Department of Chemistry, Texas A&M University, 580 Ross Street, College Station, TX, 77843, USA
| | - R Graham Cooks
- Department of Chemistry, Purdue University, 560 Oval Drive, West Lafayette, IN, 47907, USA
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