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Wang L, Wu D, Liu C, Zhang H, Fan Z, Liu F, Yu D. Study on near-infrared spectral model transfer method of 7S and 11S protein content between different forms of soybean based on migration learning without standard samples. Int J Biol Macromol 2025; 313:144286. [PMID: 40389017 DOI: 10.1016/j.ijbiomac.2025.144286] [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: 12/27/2024] [Revised: 05/11/2025] [Accepted: 05/14/2025] [Indexed: 05/21/2025]
Abstract
The contents and ratios of 7S and 11S globulins are crucial for the nutritional value and functional properties of soybean proteins. Typically sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE) is used to detect 7S and 11S globulin in soybeans however this method involves slow analysis procedures and high costs. Near-infrared (NIR) spectroscopy technology has emerged for detecting soybean protein content, enabling rapid non-destructive testing with advantages of convenient measurement, minimal sample processing requirements, and simultaneous determination of multiple components. To resolve the issue of shared quantitative prediction models between NIR spectroscopy-based 7S and 11S protein content predictions for various soybean seed and soybean powders, a transfer method of standard-free model based on transfer learning (TL) was proposed. Firstly, the NIR data of different forms of soybean samples were collected, and the near-infrared prediction models of 7S and 11S protein content were established. Secondly, the direct standardization (DS) and piecewise direct standardization (PDS) algorithms were improved to propose a DS-PDS-based model transfer method, with the influence of the sequence of preprocessing and model transfer algorithm on overall model transfer scheme was explored. Then, IRM is used to force the model to learn invariant features with causal relationship with labels by constraining the optimal classifier consistency of the model in different environments. Finally, aiming at standard sample sets corresponding to master-slave spectra required by traditional model transfer methods, the model transfer effect was investigated using a model transfer method based on standard-free migration learning. Results showed that the model transfer method based on without standard transfer learning was more suitable for 7S and 11S globulin content modeling between soybean seeds and soybean powders. It is intended to provide efficient and accurate 7S and 11S protein content detection methods for soybean processing enterprises and support quality control of soybean protein products and production of functional products.
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Affiliation(s)
- Liqi Wang
- School of Computer and Information Engineering, Harbin University of Commerce, Harbin 150028, China; College of Food Engineering, Harbin University of Commerce, Harbin 150028, China
| | - Dandan Wu
- School of Computer and Information Engineering, Harbin University of Commerce, Harbin 150028, China
| | - Chang Liu
- College of Food Engineering, Harbin University of Commerce, Harbin 150028, China
| | - Hairong Zhang
- School of Computer and Information Engineering, Harbin University of Commerce, Harbin 150028, China
| | - Zhipeng Fan
- School of Computer and Information Engineering, Harbin University of Commerce, Harbin 150028, China.
| | - Feng Liu
- Shandong Yuxin Biological Technology Co., Ltd., Binzhou 256506, China
| | - Dianyu Yu
- School of Food Science, Northeast Agricultural University, Harbin 150030, China
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2
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Türker F, Brennan A, Margolis SS. Neuronal membrane proteasome-derived peptides modulate NMDAR-dependent neuronal signaling to promote changes in gene expression. Mol Biol Cell 2024; 35:ar6. [PMID: 37910253 PMCID: PMC10881162 DOI: 10.1091/mbc.e23-06-0218] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Revised: 10/20/2023] [Accepted: 10/20/2023] [Indexed: 11/03/2023] Open
Abstract
The neuronal membrane proteasome (NMP) degrades intracellular proteins into peptides that are released directly into the extracellular space, whereby they stimulate neurons to promote signaling mechanisms that remain unknown. Here, we demonstrate that neuronal stimulation promotes NMP activity and, subsequently, enhanced production of NMP peptides. We show that these neuronal activity-dependent NMP peptides can rapidly promote N-methyl-D-aspartate receptor (NMDAR)-dependent calcium influx in neurons. This leads to sustained phosphorylation of the well-defined stimulus-induced transcription factor, cyclic AMP response element (CRE)-binding protein (CREB). Downstream of these events, we identified changes to neuronal target genes which included increased expression of immediate early genes (e.g., Fos, Npas4, Egr4) and other genes known to have critical neuroregulatory roles. Further observations led to the discovery that NMP peptide-induced changes in gene expression is dependent on NMDARs and independent of AMPA receptors or voltage-gated sodium channels. These data demonstrate that NMP peptides are endogenous and selective activators of NMDA receptors and act as sufficient and novel stimuli within the context of neuronal activity-dependent signaling. This novel pathway is parallel to classic neuronal activity-dependent programs and points to NMP and its resulting peptides as potential modulators of neuronal function.
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Affiliation(s)
- Fulya Türker
- Department of Biological Chemistry, The Johns Hopkins University, School of Medicine, Baltimore, MD 21205
| | - Anna Brennan
- Department of Biological Chemistry, The Johns Hopkins University, School of Medicine, Baltimore, MD 21205
| | - Seth S. Margolis
- Department of Biological Chemistry, The Johns Hopkins University, School of Medicine, Baltimore, MD 21205
- Solomon H. Snyder Department of Neuroscience, The Johns Hopkins University School of Medicine, Baltimore, MD 21205
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3
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Salazar-Chaparro AF, Halder S, Maresh ME, Trader DJ. Solid-Phase Synthesis and Application of a Clickable Version of Epoxomicin for Proteasome Activity Analysis. Chembiochem 2022; 23:e202100710. [PMID: 35107861 PMCID: PMC9122039 DOI: 10.1002/cbic.202100710] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Revised: 02/01/2022] [Indexed: 11/11/2022]
Abstract
Degradation of proteins by the proteasome is an essential cellular process and one that many wish to study in a variety of disease types. There are commercially available probes that can monitor proteasome activity in cells, but they typically contain common fluorophores that limit their simultaneous use with other activity-based probes. In order to exchange the fluorophore or incorporate an enrichment tag, the proteasome probe likely has to be synthesized which can be cumbersome. Here, we describe a simple synthetic procedure that only requires one purification step to generate epoxomicin, a selective proteasome inhibitor, with a terminal alkyne. Through a copper-catalyzed cycloaddition, any moiety containing an azide can be incorporated into the probe. Many fluorophores are commercially available that contain an azide that can be "clicked", allowing this proteasome activity probe to be included into already established assays to monitor both proteasome activity and other cellular activities of interest.
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Affiliation(s)
- Andres F. Salazar-Chaparro
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, Indiana, 47907 (USA)
| | - Saayak Halder
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, Indiana, 47907 (USA)
| | - Marianne E. Maresh
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, Indiana, 47907 (USA)
| | - Darci J. Trader
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, Indiana, 47907 (USA)
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4
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A Nut for Every Bolt: Subunit-Selective Inhibitors of the Immunoproteasome and Their Therapeutic Potential. Cells 2021; 10:cells10081929. [PMID: 34440698 PMCID: PMC8394499 DOI: 10.3390/cells10081929] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Revised: 07/21/2021] [Accepted: 07/26/2021] [Indexed: 12/15/2022] Open
Abstract
At the heart of the ubiquitin-proteasome system, the 20S proteasome core particle (CP) breaks down the majority of intracellular proteins tagged for destruction. Thereby, the CP controls many cellular processes including cell cycle progression and cell signalling. Inhibitors of the CP can suppress these essential biological pathways, resulting in cytotoxicity, an effect that is beneficial for the treatment of certain blood cancer patients. During the last decade, several preclinical studies demonstrated that selective inhibition of the immunoproteasome (iCP), one of several CP variants in mammals, suppresses autoimmune diseases without inducing toxic side effects. These promising findings led to the identification of natural and synthetic iCP inhibitors with distinct chemical structures, varying potency and subunit selectivity. This review presents the most prominent iCP inhibitors with respect to possible scientific and medicinal applications, and discloses recent trends towards pan-immunoproteasome reactive inhibitors that cumulated in phase II clinical trials of the lead compound KZR-616 for chronic inflammations.
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5
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Maresh ME, Salazar-Chaparro AF, Trader DJ. Methods for the discovery of small molecules to monitor and perturb the activity of the human proteasome. Future Med Chem 2021; 13:99-116. [PMID: 33275045 PMCID: PMC7857359 DOI: 10.4155/fmc-2020-0288] [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: 09/04/2020] [Accepted: 10/14/2020] [Indexed: 12/12/2022] Open
Abstract
Regulating protein production and degradation is critical to maintaining cellular homeostasis. The proteasome is a key player in keeping proteins at the proper levels. However, proteasome activity can be altered in certain disease states, such as blood cancers and neurodegenerative diseases. Cancers often exhibit enhanced proteasomal activity, as protein synthesis is increased in these cells compared with normal cells. Conversely, neurodegenerative diseases are characterized by protein accumulation, leading to reduced proteasome activity. As a result, the proteasome has emerged as a target for therapeutic intervention. The potential of the proteasome as a therapeutic target has come from studies involving chemical stimulators and inhibitors, and the development of a suite of assays and probes that can be used to monitor proteasome activity with purified enzyme and in live cells.
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Affiliation(s)
- Marianne E Maresh
- Department of Medicinal Chemistry & Molecular Pharmacology, Purdue University, 575 West Stadium Avenue, West Lafayette, IN 47907, USA
| | - Andres F Salazar-Chaparro
- Department of Medicinal Chemistry & Molecular Pharmacology, Purdue University, 575 West Stadium Avenue, West Lafayette, IN 47907, USA
| | - Darci J Trader
- Department of Medicinal Chemistry & Molecular Pharmacology, Purdue University, 575 West Stadium Avenue, West Lafayette, IN 47907, USA
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6
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Maurits E, Degeling CG, Kisselev AF, Florea BI, Overkleeft HS. Structure-Based Design of Fluorogenic Substrates Selective for Human Proteasome Subunits. Chembiochem 2020; 21:3220-3224. [PMID: 32598532 PMCID: PMC7754458 DOI: 10.1002/cbic.202000375] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Revised: 06/29/2020] [Indexed: 11/07/2022]
Abstract
Proteasomes are established therapeutic targets for hematological cancers and promising targets for autoimmune diseases. In the past, we have designed and synthesized mechanism-based proteasome inhibitors that are selective for the individual catalytic activities of human constitutive proteasomes and immunoproteasomes: β1c, β1i, β2c, β2i, β5c and β5i. We show here that by taking the oligopeptide recognition element and substituting the electrophile for a fluorogenic leaving group, fluorogenic substrates are obtained that report on the proteasome catalytic activity also targeted by the parent inhibitor. Though not generally applicable (β5c and β2i substrates showing low activity), effective fluorogenic substrates reporting on the individual activity of β1c, β1i, β2c and β5i subunits in Raji (human B cell) lysates and purified 20S proteasome were identified in this manner. Our work thus adds to the expanding proteasome research toolbox through the identification of new and/or more effective subunit-selective fluorogenic substrates.
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Affiliation(s)
- Elmer Maurits
- Leiden Institute of ChemistryLeiden UniversityEinsteinweg 552333 CCLeidenThe Netherlands
| | - Christian G. Degeling
- Leiden Institute of ChemistryLeiden UniversityEinsteinweg 552333 CCLeidenThe Netherlands
| | - Alexei F. Kisselev
- Department of Drug Discovery and DevelopmentHarrison School of PharmacyAuburn UniversityAuburnAL 36849USA
| | - Bogdan I. Florea
- Leiden Institute of ChemistryLeiden UniversityEinsteinweg 552333 CCLeidenThe Netherlands
| | - Herman S. Overkleeft
- Leiden Institute of ChemistryLeiden UniversityEinsteinweg 552333 CCLeidenThe Netherlands
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7
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Zerfas BL, Coleman RA, Salazar-Chaparro AF, Macatangay NJ, Trader DJ. Fluorescent Probes with Unnatural Amino Acids to Monitor Proteasome Activity in Real-Time. ACS Chem Biol 2020; 15:2588-2596. [PMID: 32786259 PMCID: PMC8319958 DOI: 10.1021/acschembio.0c00634] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
The proteasome is an essential protein complex that, when dysregulated, can result in various diseases in eukaryotic cells. As such, understanding the enzymatic activity of the proteasome and what can alter it is crucial to elucidating its roles in these diseases. This can be done effectively by using activity-based fluorescent substrate probes, of which there are many commercially available that target the individual protease-like subunits in the 20S CP of the proteasome. Unfortunately, these probes have not displayed appropriate characteristics for their use in live cell-based assays. In the work presented here, we have developed a set of probes which have shown improved fluorescence properties and selectivity toward the proteasome compared to other cellular proteases. By including unnatural amino acids, we have found probes which can be utilized in various applications, including monitoring the effects of small molecule stimulators of the proteasome in live cells and comparing the relative proteasome activity across different cancer cell types. In future studies, we expect the fluorescent probes presented here will serve as tools to support the discovery and characterization of small molecule modulators of proteasome activity.
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Affiliation(s)
- Breanna L. Zerfas
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, 575 West Stadium Avenue, West Lafayette, Indiana 47907, United States
| | - Rachel A. Coleman
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, 575 West Stadium Avenue, West Lafayette, Indiana 47907, United States
| | - Andres F. Salazar-Chaparro
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, 575 West Stadium Avenue, West Lafayette, Indiana 47907, United States
| | - Nathaniel J. Macatangay
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, 575 West Stadium Avenue, West Lafayette, Indiana 47907, United States
| | - Darci J. Trader
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, 575 West Stadium Avenue, West Lafayette, Indiana 47907, United States
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8
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Zerfas BL, Maresh ME, Trader DJ. The Immunoproteasome: An Emerging Target in Cancer and Autoimmune and Neurological Disorders. J Med Chem 2019; 63:1841-1858. [PMID: 31670954 DOI: 10.1021/acs.jmedchem.9b01226] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
The immunoproteasome (iCP) is an isoform of the 20S proteasome that is expressed when cells are stressed or receive an inflammatory signal. The primary role of the iCP is to hydrolyze proteins into peptides that are compatible with being loaded into a MHC-I complex. When the activity of the iCP is dysregulated or highly expressed, it can lead to unwanted cell death. Some cancer types express the iCP rather than the standard proteasome, and selective inhibitors have been developed to exploit this difference. Here, we describe diseases known to be influenced by iCP activity and the current status for targeting the iCP to elicit a therapeutic response. We also describe a variety of chemical tools that have been developed to monitor the activity of the iCP in cells. Finally, we present the future outlook for targeting the iCP in a variety of disease types and with mechanisms besides inhibition.
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Affiliation(s)
- Breanna L Zerfas
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, 575 West Stadium Avenue, West Lafayette, Indiana 47907, United States
| | - Marianne E Maresh
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, 575 West Stadium Avenue, West Lafayette, Indiana 47907, United States
| | - Darci J Trader
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, 575 West Stadium Avenue, West Lafayette, Indiana 47907, United States
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9
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Sajjadi SH, Goharshadi EK, Ahmadzadeh H. Heat dissipation in slab gel electrophoresis: The effect of embedded TiO 2 nanoparticles on the thermal profiles. J Chromatogr B Analyt Technol Biomed Life Sci 2019; 1118-1119:63-69. [PMID: 31029035 DOI: 10.1016/j.jchromb.2019.04.030] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2018] [Revised: 03/13/2019] [Accepted: 04/14/2019] [Indexed: 12/28/2022]
Abstract
Despite the fast development of novel and high-resolution electrophoresis techniques such as capillary-based methods and microfluidic devices, the slab gel electrophoresis is still a popular method for the separation of biomolecules in medicine and biology. It is a low cost and simple method and offers high throughput. However, this technique is limited to low voltages leading to slow separations. Producing the heat during the electrophoresis known as Joule heating inevitably leads to a rise in the gel temperature. For the first time, this work offers a whole gel temperature measurement by using a thermal camera which presents accurate temperature profiles in the gel with a resolution of more than 10 pixel/mm2 and a precision of 0.1 °C. Titania, TiO2, nanoparticles (NPs) were embedded into the polyacrylamide (PA) gel to improve the electrophoretic separation of proteins. By embedding 0.025% w/v TiO2 NPs, heat dissipation increases by 16.5% at applied voltage of 200 V compared with that of PA gel with no embedded TiO2 NPs. The thermal images showed that the composite gel was 2.5 °C in average cooler than PA gel after 15 min of electrophoresis run at 200 V. The maximum separation voltage increased by 30 V in the composite PA/TiO2 gel compared with the pure PA gel. Moreover, the average number of theoretical plates over the 10 protein peaks, as a criterion of separation performance, increased by about 63% at 180 V when TiO2 NPs were included into the gel.
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Affiliation(s)
- Sayyed Hashem Sajjadi
- Chemistry Department, Faculty of Science, Ferdowsi University of Mashhad, Mashhad 9177948974, Iran
| | - Elaheh K Goharshadi
- Chemistry Department, Faculty of Science, Ferdowsi University of Mashhad, Mashhad 9177948974, Iran; Nano Research Center, Ferdowsi University of Mashhad, Mashhad 9177948974, Iran.
| | - Hossein Ahmadzadeh
- Chemistry Department, Faculty of Science, Ferdowsi University of Mashhad, Mashhad 9177948974, Iran
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10
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Gan J, Leestemaker Y, Sapmaz A, Ovaa H. Highlighting the Proteasome: Using Fluorescence to Visualize Proteasome Activity and Distribution. Front Mol Biosci 2019; 6:14. [PMID: 30968028 PMCID: PMC6438883 DOI: 10.3389/fmolb.2019.00014] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2019] [Accepted: 03/01/2019] [Indexed: 11/30/2022] Open
Abstract
Proteasomes are critical proteases in the cell responsible for the turnover of many cytoplasmic and nuclear proteins. They are essential for many cellular processes and various diseases are associated with their malfunctioning. Proteasome activity depends on the nature of the catalytic subunits, as well as the interaction with associated proteasome regulators. Here we describe various fluorescence-based methods to study proteasome function, highlighting the use of activity-based probes to study proteasome localization, dynamics, and activity in living cells.
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Affiliation(s)
- Jin Gan
- Department of Cell and Chemical Biology, Oncode Institute, Leiden University Medical Centre, Leiden, Netherlands
| | - Yves Leestemaker
- Department of Cell and Chemical Biology, Oncode Institute, Leiden University Medical Centre, Leiden, Netherlands
| | - Aysegul Sapmaz
- Department of Cell and Chemical Biology, Oncode Institute, Leiden University Medical Centre, Leiden, Netherlands
| | - Huib Ovaa
- Department of Cell and Chemical Biology, Oncode Institute, Leiden University Medical Centre, Leiden, Netherlands
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11
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Zerfas BL, Trader DJ. Monitoring the Immunoproteasome in Live Cells Using an Activity-Based Peptide-Peptoid Hybrid Probe. J Am Chem Soc 2019; 141:5252-5260. [PMID: 30862160 DOI: 10.1021/jacs.8b12873] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Activity-based probes have greatly improved our understanding of the intrinsic roles and expression levels of various proteins within cells. To be useful in live cells, probes must be cell permeable and provide a read-out that can be measured without disrupting the cells or the activity of the target. Unfortunately, probes for the various forms of the proteasome that can be utilized in intact cells are limited; commercially available probes are most effectively used with purified protein or cell lysate. The proteasome, both the 26S and various isoforms of the 20S CP, is an important target with reported roles in cancer, autoimmune disorders, and neurodegenerative diseases. Here, we present the development of a selective probe for the immunoproteasome, a specialized isoform of the 20S proteasome, that becomes expressed in cells that encounter an inflammatory signal. Using a one-bead, one-compound library of small peptides, we discovered a trimer sequence efficiently cleaved by the immunoproteasome with significant selectivity over the standard proteasome. Upon conjugating this sequence to rhodamine 110 and a peptoid, we generated a probe with a considerable improvement in sensitivity compared to that of current aminomethylcoumarin-based proteasome probes. Importantly, our probe was capable of labeling immunoproteasome-expressing cells while maintaining its selectivity over other cellular proteases in live cell cultures. We anticipate this probe to find wide utility for those that wish to study the immunoproteasome's activity in a variety of cell lines and to be used as a reporter to discover small molecules that can perturb the activity of this proteasome isoform.
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Affiliation(s)
- Breanna L Zerfas
- Department of Medicinal Chemistry and Molecular Pharmacology , Purdue University , 575 West Stadium Avenue , West Lafayette , Indiana 47907 , United States
| | - Darci J Trader
- Department of Medicinal Chemistry and Molecular Pharmacology , Purdue University , 575 West Stadium Avenue , West Lafayette , Indiana 47907 , United States
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12
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Lee MJ, Miller Z, Park JE, Bhattarai D, Lee W, Kim KB. H727 cells are inherently resistant to the proteasome inhibitor carfilzomib, yet require proteasome activity for cell survival and growth. Sci Rep 2019; 9:4089. [PMID: 30858500 PMCID: PMC6411724 DOI: 10.1038/s41598-019-40635-1] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2018] [Accepted: 02/20/2019] [Indexed: 01/06/2023] Open
Abstract
The second-in-class proteasome inhibitor (PI) carfilzomib (Kyprolis, Cfz) has contributed to a substantial advancement in multiple myeloma treatment by improving patient survival and quality of life. A considerable portion of patients however display intrinsic resistance to Cfz. Our mechanistic understanding of intrinsic Cfz resistance is limited due to a lack of suitable cell-based models. We report that H727 human bronchial carcinoid cells are inherently resistant to Cfz, yet susceptible to other PIs and inhibitors targeting upstream components of the ubiquitin-proteasome system (UPS). These results indicate that H727 cells remain dependent on the UPS for cell survival and growth despite harboring intrinsic resistance to Cfz. Alterations in the composition of proteasome catalytic subunits via interferon-γ treatment or siRNA knockdown results in sensitization of H727 cells to Cfz. We postulate that a potential link may exist between the composition of proteasome catalytic subunits and the cellular response to Cfz. Overall, H727 cells may serve as a useful cell-based model for de novo Cfz resistance and our results suggest previously unexplored mechanisms of de novo PI resistance.
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Affiliation(s)
- Min Jae Lee
- Department of Pharmaceutical Sciences, University of Kentucky, Lexington, KY, USA
| | - Zachary Miller
- Department of Pharmaceutical Sciences, University of Kentucky, Lexington, KY, USA
| | - Ji Eun Park
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul, Korea
| | - Deepak Bhattarai
- Department of Pharmaceutical Sciences, University of Kentucky, Lexington, KY, USA
| | - Wooin Lee
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul, Korea
| | - Kyung Bo Kim
- Department of Pharmaceutical Sciences, University of Kentucky, Lexington, KY, USA.
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13
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Meng F, Chai H, Ma X, Tang Y, Miao P. FRET investigation toward DNA tetrahedron-based ratiometric analysis of intracellular telomerase activity. J Mater Chem B 2019; 7:1926-1932. [DOI: 10.1039/c9tb00001a] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Ratiometric sensing of telomerase activity is realized at a single-cell level based on a novel DNA nanoprobe reconciling an extension primer, a DNA tetrahedron and a flare probe.
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Affiliation(s)
- Fanyu Meng
- Suzhou Institute of Biomedical Engineering and Technology
- Chinese Academy of Sciences
- Suzhou 215163
- P. R. China
- University of Science and Technology of China
| | - Hua Chai
- Suzhou Institute of Biomedical Engineering and Technology
- Chinese Academy of Sciences
- Suzhou 215163
- P. R. China
- University of Science and Technology of China
| | - Xiaoyi Ma
- Suzhou Institute of Biomedical Engineering and Technology
- Chinese Academy of Sciences
- Suzhou 215163
- P. R. China
- University of Science and Technology of China
| | - Yuguo Tang
- Suzhou Institute of Biomedical Engineering and Technology
- Chinese Academy of Sciences
- Suzhou 215163
- P. R. China
| | - Peng Miao
- Suzhou Institute of Biomedical Engineering and Technology
- Chinese Academy of Sciences
- Suzhou 215163
- P. R. China
- University of Science and Technology of China
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14
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Li R, Gurav DD, Wan J, Qian K. A coming era of precision diagnostics based on nano-assisted mass spectrometry. PRECISION NANOMEDICINE 2018. [DOI: 10.33218/prnano1(2).180724.2] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Precision diagnostics relies on omic analysis by mass spectrometry to overcome the limitation in accuracy by an individual biomarker, due to the complex nature of diseases. Recent development in nanotechnology markedly enhanced sample treatment and detection efficiency of this method. Herein, we foresee a coming era of precision diagnostics based on nano-assisted mass spectrometry. Some important progress in the field includes detection of (1) nucleic acids for genetic analysis; (2) proteins/peptides for proteomic analysis; and (3) small molecules for metabolic analysis. We anticipate that this review will be a reminder for both young and experienced researchers about the future of diagnostics and call for attention worldwide.
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Affiliation(s)
- Rongxin Li
- School of Chemistry and Molecular Engineering, East China Normal University, Shanghai
| | | | - JingJing Wan
- School of Chemistry and Molecular Engineering, East China Normal University, Shanghai
| | - Kun Qian
- School of Biomedical Engineering, Med-X Research Institute, Shanghai Jiao Tong University
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15
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Coleman RA, Trader DJ. Development and Application of a Sensitive Peptide Reporter to Discover 20S Proteasome Stimulators. ACS COMBINATORIAL SCIENCE 2018; 20:269-276. [PMID: 29553711 DOI: 10.1021/acscombsci.7b00193] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
To attenuate an overabundance of cellular protein, it has been hypothesized that the 20S core particle (20S CP) of the proteasome can be chemically stimulated to degrade proteins into nontoxic peptides more quickly. Screening for small molecule 20S CP stimulators is typically performed with a reporter peptide composed of four amino acids and a coumarin group that is released upon proteasome-mediated hydrolysis to generate a fluorescent signal. Screening with this small reporter can lead to false negatives because the reporter peptide is rapidly turned-over without stimulation. To improve the screening for 20S CP stimulators, we have developed a peptide FRET reporter nearly four times more sensitive to stimulation but still amenable for high throughput screening. Through application of our FRET reporter, we have discovered two 20S CP gate-opening stimulators and also a molecule that elicits its mechanism of action through an interaction with a 20S CP active site.
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Affiliation(s)
- Rachel A. Coleman
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, 575 West Stadium Avenue, West Lafayette, Indiana 47907, United States
| | - Darci J. Trader
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, 575 West Stadium Avenue, West Lafayette, Indiana 47907, United States
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16
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Defective immuno- and thymoproteasome assembly causes severe immunodeficiency. Sci Rep 2018; 8:5975. [PMID: 29654304 PMCID: PMC5899138 DOI: 10.1038/s41598-018-24199-0] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2016] [Accepted: 03/20/2018] [Indexed: 12/22/2022] Open
Abstract
By N-ethyl-N-nitrosourea (ENU) mutagenesis, we generated the mutant mouse line TUB6 that is characterised by severe combined immunodeficiency (SCID) and systemic sterile autoinflammation in homozygotes, and a selective T cell defect in heterozygotes. The causative missense point mutation results in the single amino acid exchange G170W in multicatalytic endopeptidase complex subunit-1 (MECL-1), the β2i-subunit of the immuno- and thymoproteasome. Yeast mutagenesis and crystallographic data suggest that the severe TUB6-phenotype compared to the MECL-1 knockout mouse is caused by structural changes in the C-terminal appendage of β2i that prevent the biogenesis of immuno- and thymoproteasomes. Proteasomes are essential for cell survival, and defective proteasome assembly causes selective death of cells expressing the mutant MECL-1, leading to the severe immunological phenotype. In contrast to the immunosubunits β1i (LMP2) and β5i (LMP7), mutations in the gene encoding MECL-1 have not yet been assigned to human disorders. The TUB6 mutant mouse line exemplifies the involvement of MECL-1 in immunopathogenesis and provides the first mouse model for primary immuno- and thymoproteasome-associated immunodeficiency that may also be relevant in humans.
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Li J, Basler M, Alvarez G, Brunner T, Kirk CJ, Groettrup M. Immunoproteasome inhibition prevents chronic antibody-mediated allograft rejection in renal transplantation. Kidney Int 2018; 93:670-680. [DOI: 10.1016/j.kint.2017.09.023] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2017] [Revised: 09/13/2017] [Accepted: 09/21/2017] [Indexed: 11/16/2022]
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18
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Schulz-Fincke AC, Tikhomirov AS, Braune A, Girbl T, Gilberg E, Bajorath J, Blaut M, Nourshargh S, Gütschow M. Design of an Activity-Based Probe for Human Neutrophil Elastase: Implementation of the Lossen Rearrangement To Induce Förster Resonance Energy Transfers. Biochemistry 2018; 57:742-752. [PMID: 29286643 DOI: 10.1021/acs.biochem.7b00906] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Human neutrophil elastase is an important regulator of the immune response and plays a role in host defense mechanisms and further physiological processes. The uncontrolled activity of this serine protease may cause severe tissue alterations and impair inflammatory states. The design of an activity-based probe for human neutrophil elastase reported herein relies on a sulfonyloxyphthalimide moiety as a new type of warhead that is linker-connected to a coumarin fluorophore. The inhibitory potency of the activity-based probe was assessed against several serine and cysteine proteases, and the selectivity for human neutrophil elastase (Ki = 6.85 nM) was determined. The adequate fluorescent tag of the probe allowed for the in-gel fluorescence detection of human neutrophil elastase in the low nanomolar range. The coumarin moiety and the anthranilic acid function of the probe, produced in the course of a Lossen rearrangement, were part of two different Förster resonance energy transfers.
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Affiliation(s)
- Anna-Christina Schulz-Fincke
- Pharmaceutical Institute, Pharmaceutical Chemistry I, University of Bonn , An der Immenburg 4, 53121 Bonn, Germany
| | - Alexander S Tikhomirov
- Pharmaceutical Institute, Pharmaceutical Chemistry I, University of Bonn , An der Immenburg 4, 53121 Bonn, Germany.,Gause Institute of New Antibiotics , 11 Bolshaya Pirogovskaya Street, Moscow 119021, Russia
| | - Annett Braune
- Department of Gastrointestinal Microbiology, German Institute of Human Nutrition Potsdam-Rehbruecke , Arthur-Scheunert-Allee 114-116, 14558 Nuthetal, Germany
| | - Tamara Girbl
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London , Charterhouse Square, London EC1M 6BQ, U.K
| | - Erik Gilberg
- Pharmaceutical Institute, Pharmaceutical Chemistry I, University of Bonn , An der Immenburg 4, 53121 Bonn, Germany.,Department of Life Science Informatics, B-IT, LIMES Program Unit of Chemical Biology and Medicinal Chemistry, University of Bonn , Dahlmannstrasse 2, 53113 Bonn, Germany
| | - Jürgen Bajorath
- Department of Life Science Informatics, B-IT, LIMES Program Unit of Chemical Biology and Medicinal Chemistry, University of Bonn , Dahlmannstrasse 2, 53113 Bonn, Germany
| | - Michael Blaut
- Department of Gastrointestinal Microbiology, German Institute of Human Nutrition Potsdam-Rehbruecke , Arthur-Scheunert-Allee 114-116, 14558 Nuthetal, Germany
| | - Sussan Nourshargh
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London , Charterhouse Square, London EC1M 6BQ, U.K
| | - Michael Gütschow
- Pharmaceutical Institute, Pharmaceutical Chemistry I, University of Bonn , An der Immenburg 4, 53121 Bonn, Germany
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19
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Sha Z, Zhao J, Goldberg AL. Measuring the Overall Rate of Protein Breakdown in Cells and the Contributions of the Ubiquitin-Proteasome and Autophagy-Lysosomal Pathways. Methods Mol Biol 2018; 1844:261-276. [PMID: 30242715 PMCID: PMC6441977 DOI: 10.1007/978-1-4939-8706-1_17] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
In certain physiological or pathological states (e.g., starvation, heat shock, or muscle atrophy) and upon drug treatments, the overall rate of protein degradation in cells may increase or decrease. These adaptations and pathological responses can occur through alterations in substrate flux through the ubiquitin-proteasome pathway (UPP), the autophagy-lysosomal system, or both. Therefore, it is important to precisely measure the activities of these degradation pathways in degrading cell proteins under different physiological states or upon treatment with drugs. In particular, proteasome inhibitors have become very important agents for treating multiple myeloma and very useful tools in basic research. To evaluate rigorously their efficacy and the cellular responses to other inhibitors, it is essential to know the degree of inhibition of protein breakdown. Unfortunately, commonly used assays of the activities of the UPP or autophagy rely on qualitative, indirect approaches that do not directly reflect the actual rates of protein degradation by these pathways. In this chapter, we describe isotopic pulse-chase methods to directly measure overall rates of protein degradation in cells by radiolabeling cell proteins and following their subsequent degradation to radioactive amino acids, which diffuse from cells into the medium and can be easily quantitated. While pulse-chase methods have often been used to follow degradation of specific proteins, the methods described here allow quantification of the total cellular activity in degrading either long-lived proteins (the great bulk of cell constituents) or the fraction with short half-lives. Moreover, by use of specific inhibitors of proteasomes or lysosomes, it is also possible to measure precisely the total contributions of the UPP or lysosomal proteases. These approaches have already been proven very useful in defining the effects of inhibitors, growth factors, nutrients, ubiquitination, and different proteasome activators on overall proteolysis and on substrate flux through the proteasomal and lysosomal pathways.
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Affiliation(s)
- Zhe Sha
- Department of Cell Biology, Harvard Medical School, Boston, MA, USA
| | - Jinghui Zhao
- Department of Cell Biology, Harvard Medical School, Boston, MA, USA
- AbbVie, Cambridge, MA, USA
| | - Alfred L Goldberg
- Department of Cell Biology, Harvard Medical School, Boston, MA, USA.
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20
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Abstract
The activity of proteases is tightly regulated, and dysregulation is linked to a variety of human diseases. For this reason, ABPP is a well-suited method to study protease biology and the design of protease probes has pushed the boundaries of ABPP. The development of highly selective protease probes is still a challenging task. After an introduction, the first section of this chapter discusses several strategies to enable detection of a single active protease species. These range from the usage of non-natural amino acids, combination of probes with antibodies, and engineering of the target proteases. A next section describes the different types of detection tags that facilitate the read-out possibilities including various types of imaging methods and mass spectrometry-based target identification. The power of protease ABPP is illustrated by examples for a selected number of proteases. It is expected that some protease probes that have been evaluated in animal models of human disease will find translation into clinical application in the near future.
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21
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Muñoz-Torrero D, Mangoni AA, Guillou C, Collina S, Vanden Eynde JJ, Rautio J, Keserű GM, Hulme C, Chibale K, Luque FJ, Karaman R, Gütschow M, Liu H, Ragno R. Breakthroughs in Medicinal Chemistry: New Targets and Mechanisms, New Drugs, New Hopes. Molecules 2017; 22:molecules22050743. [PMID: 28475136 PMCID: PMC6154424 DOI: 10.3390/molecules22050743] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2017] [Revised: 04/27/2017] [Accepted: 04/27/2017] [Indexed: 11/19/2022] Open
Affiliation(s)
- Diego Muñoz-Torrero
- Laboratory of Pharmaceutical Chemistry, Faculty of Pharmacy and Food Sciences, and Institute of Biomedicine (IBUB), University of Barcelona, Av. Joan XXIII; 27-31, E-08028 Barcelona, Spain
- Correspondence: ; Tel.: +34-934-024-533
| | - Arduino A. Mangoni
- Department of Clinical Pharmacology, Flinders University and Flinders Medical Centre, Bedford Park, SA 5042, Australia;
| | - Catherine Guillou
- Institut de Chimie des Substances Naturelles, CNRS UPR 2301, Université de Paris-Saclay, 91198 Gif-sur-Yvette, France;
| | - Simona Collina
- Department of Drug Sciences, Medicinal Chemistry and Pharmaceutical Technology Section, Centre for Health Technologies (CHT), University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy;
| | | | - Jarkko Rautio
- School of Pharmacy, Faculty of Health Sciences, University of Eastern Finland, P.O.Box 1627, FI-70211 Kuopio, Finland;
| | - György M. Keserű
- Medicinal Chemistry Research Group, Research Centre for Natural Sciences, The Hungarian Academy of Sciences, Magyar tudósok körútja 2, H-1117 Budapest, Hungary;
| | - Christopher Hulme
- Department of Pharmacology and Toxicology, College of Pharmacy, The University of Arizona, Tucson, AZ 85721, USA;
| | - Kelly Chibale
- Department of Chemistry, Institute of Infectious Disease and Molecular Medicine, and South African Medical Research Council Drug Discovery and Development Research Unit, University of Cape Town, Rondebosch 7701, South Africa;
| | - F. Javier Luque
- Department of Nutrition, Food Science, and Gastronomy and Institute of Biomedicine, University of Barcelona, Av. Prat de la Riba 171, 08921 Santa Coloma de Gramenet, Spain;
| | - Rafik Karaman
- Pharmaceutical & Medicinal Chemistry Department, Faculty of Pharmacy, Al-Quds University, POB 20002 Jerusalem, Palestine;
- Department of Sciences, University of Basilicata, Viadell’Ateneo Lucano 10, 85100 Potenza, Italy
| | - Michael Gütschow
- Pharmaceutical Institute, University of Bonn, An der Immenburg 4, 53115 Bonn, Germany;
| | - Hong Liu
- Key Laboratory of Receptor Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zu Chong Zhi Road, Shanghai 201203, China;
| | - Rino Ragno
- Rome Center for Molecular Design, Department of Drug Chemistry and Technology, Sapienza University, P.le Aldo Moro 5, 00185 Rome, Italy;
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22
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Hewings DS, Flygare JA, Wertz IE, Bogyo M. Activity-based probes for the multicatalytic proteasome. FEBS J 2017; 284:1540-1554. [PMID: 28107776 DOI: 10.1111/febs.14016] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2016] [Revised: 12/22/2016] [Accepted: 01/16/2017] [Indexed: 12/17/2022]
Abstract
Proteasomes are multisubunit protease complexes responsible for degrading most intracellular proteins. In addition to removing damaged proteins, they regulate many important cellular processes through the controlled degradation of transcription factors, cell cycle regulators, and enzymes. Eukaryotic proteasomes have three catalytic subunits, β1, β2, and β5, that each has different substrate specificities. Additionally, although we know that diverse cell types express proteasome variants with distinct activity and specificity profiles, the functions of these different pools of proteasomes are not fully understood. Covalent inhibitors of the protease activity of the proteasome have been developed as drugs for hematological malignancies and are currently under investigation for other diseases. Therefore, there is a need for tools that allow direct monitoring of proteasome activity in live cells and tissues. Activity-based probes have proven valuable for biochemical and cell biological studies of the role of individual proteasome subunits, and for evaluating the efficacy and selectivity of proteasome inhibitors. These probes react covalently with the protease active sites, and contain a reporter tag to identify the probe-labeled proteasome subunits. This review will describe the development of broad-spectrum and subunit-specific proteasome activity-based probes, and discuss how these probes have contributed to our understanding of proteasome biology, and to the development of proteasome inhibitors.
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Affiliation(s)
- David S Hewings
- Discovery Chemistry, Genentech, South San Francisco, CA, USA.,Early Discovery Biochemistry, Genentech, South San Francisco, CA, USA.,Discovery Oncology, Genentech, South San Francisco, CA, USA.,Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - John A Flygare
- Discovery Chemistry, Genentech, South San Francisco, CA, USA
| | - Ingrid E Wertz
- Early Discovery Biochemistry, Genentech, South San Francisco, CA, USA.,Discovery Oncology, Genentech, South San Francisco, CA, USA
| | - Matthew Bogyo
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
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