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Becker AP, Biletch E, Kennelly JP, Julio AR, Villaneuva M, Nagari RT, Turner DW, Burton NR, Fukuta T, Cui L, Xiao X, Hong SG, Mack JJ, Tontonoz P, Backus KM. Lipid- and protein-directed photosensitizer proximity labeling captures the cholesterol interactome. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.20.608660. [PMID: 39229057 PMCID: PMC11370482 DOI: 10.1101/2024.08.20.608660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/05/2024]
Abstract
The physical properties of cellular membranes, including fluidity and function, are influenced by protein and lipid interactions. In situ labeling chemistries, most notably proximity-labeling interactomics are well suited to characterize these dynamic and often fleeting interactions. Established methods require distinct chemistries for proteins and lipids, which limits the scope of such studies. Here we establish a singlet-oxygen-based photocatalytic proximity labeling platform (POCA) that reports intracellular interactomes for both proteins and lipids with tight spatiotemporal resolution using cell-penetrant photosensitizer reagents. Using both physiologically relevant lipoprotein-complexed probe delivery and genetic manipulation of cellular cholesterol handling machinery, cholesterol-directed POCA captured established and unprecedented cholesterol binding proteins, including protein complexes sensitive to intracellular cholesterol levels and proteins uniquely captured by lipoprotein uptake. Protein-directed POCA accurately mapped known intracellular membrane complexes, defined sterol-dependent changes to the non-vesicular cholesterol transport protein interactome, and captured state-dependent changes in the interactome of the cholesterol transport protein Aster-B. More broadly, we find that POCA is a versatile interactomics platform that is straightforward to implement, using the readily available HaloTag system, and fulfills unmet needs in intracellular singlet oxygen-based proximity labeling proteomics. Thus, we expect widespread utility for POCA across a range of interactome applications, spanning imaging to proteomics.
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Affiliation(s)
- Andrew P Becker
- Department of Biological Chemistry, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, California 90095, USA
| | - Elijah Biletch
- Department of Biological Chemistry, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, California 90095, USA
| | - John Paul Kennelly
- Department of Biological Chemistry, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, UCLA, Los Angeles, Los Angeles, California 90095, USA
| | - Ashley R Julio
- Department of Biological Chemistry, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, California 90095, USA
| | - Miranda Villaneuva
- Department of Biological Chemistry, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, California 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, California 90095, USA
| | - Rohith T Nagari
- Department of Biological Chemistry, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, UCLA, Los Angeles, Los Angeles, California 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, California 90095, USA
| | - Daniel W Turner
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, California 90095, USA
| | - Nikolas R Burton
- Department of Biological Chemistry, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, California 90095, USA
| | - Tomoyuki Fukuta
- Department of Biological Chemistry, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
- Graduate School of Pharmaceutical Sciences, The University of Tokyo, Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Liujuan Cui
- Department of Biological Chemistry, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, UCLA, Los Angeles, Los Angeles, California 90095, USA
| | - Xu Xiao
- Department of Biological Chemistry, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, UCLA, Los Angeles, Los Angeles, California 90095, USA
| | - Soon-Gook Hong
- Molecular Biology Institute, UCLA, Los Angeles, California 90095, USA
- Division of Cardiology, Department of Medicine, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
| | - Julia J Mack
- Molecular Biology Institute, UCLA, Los Angeles, California 90095, USA
- Division of Cardiology, Department of Medicine, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
| | - Peter Tontonoz
- Department of Biological Chemistry, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, UCLA, Los Angeles, Los Angeles, California 90095, USA
| | - Keriann M Backus
- Department of Biological Chemistry, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, California 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, California 90095, USA
- Eli and Edythe Broad Center of Regenerative Medicine and Stem Cell Research, UCLA, Los Angeles, California 90095, USA
- Jonsson Cancer Center, David Geffen School of Medicine, UCLA, Los Angeles, California 90095, USA
- UCLA-DOE Institute for Genomics and Proteomics, UCLA, Los Angeles, California 90095, USA
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2
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Alieva RT, Ulasov AV, Khramtsov YV, Slastnikova TA, Lupanova TN, Gribova MA, Georgiev GP, Rosenkranz AA. Optimization of a Modular Nanotransporter Design for Targeted Intracellular Delivery of Photosensitizer. Pharmaceutics 2024; 16:1083. [PMID: 39204428 PMCID: PMC11360004 DOI: 10.3390/pharmaceutics16081083] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2024] [Revised: 07/26/2024] [Accepted: 08/15/2024] [Indexed: 09/04/2024] Open
Abstract
Modular nanotransporters (MNTs) are drug delivery systems for targeted cancer treatment. As MNTs are composed of several modules, they offer the advantage of high specificity and biocompatibility in delivering drugs to the target compartment of cancer cells. The large carrier module brings together functioning MNT modules and serves as a platform for drug attachment. The development of smaller-sized MNTs via truncation of the carrier module appears advantageous in facilitating tissue penetration. In this study, two new MNTs with a truncated carrier module containing either an N-terminal (MNTN) or a C-terminal (MNTC) part were developed by genetic engineering. Both new MNTs demonstrated a high affinity for target receptors, as revealed by fluorescent-labeled ligand-competitive binding. The liposome leakage assay proved the endosomolytic activity of MNTs. Binding to the importin heterodimer of each truncated MNT was revealed by a thermophoresis assay, while only MNTN possessed binding to Keap1. Finally, the photodynamic efficacy of the photosensitizer attached to MNTN was significantly higher than when attached to either MNTC or the original MNTs. Thus, this work reveals that MNT's carrier module can be truncated without losing MNT functionality, favoring the N-terminal part of the carrier module due to its ability to bind Keap1.
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Affiliation(s)
- Rena T. Alieva
- Laboratory of Molecular Genetics of Intracellular Transport, Institute of Gene Biology of Russian Academy of Sciences, 34/5 Vavilov St., 119334 Moscow, Russia
| | - Alexey V. Ulasov
- Laboratory of Molecular Genetics of Intracellular Transport, Institute of Gene Biology of Russian Academy of Sciences, 34/5 Vavilov St., 119334 Moscow, Russia
| | - Yuri V. Khramtsov
- Laboratory of Molecular Genetics of Intracellular Transport, Institute of Gene Biology of Russian Academy of Sciences, 34/5 Vavilov St., 119334 Moscow, Russia
| | - Tatiana A. Slastnikova
- Laboratory of Molecular Genetics of Intracellular Transport, Institute of Gene Biology of Russian Academy of Sciences, 34/5 Vavilov St., 119334 Moscow, Russia
| | - Tatiana N. Lupanova
- Laboratory of Molecular Genetics of Intracellular Transport, Institute of Gene Biology of Russian Academy of Sciences, 34/5 Vavilov St., 119334 Moscow, Russia
| | - Maria A. Gribova
- Laboratory of Molecular Genetics of Intracellular Transport, Institute of Gene Biology of Russian Academy of Sciences, 34/5 Vavilov St., 119334 Moscow, Russia
- Faculty of Biology, Lomonosov Moscow State University, 1-12 Leninskie Gory St., 119234 Moscow, Russia
| | - Georgii P. Georgiev
- Laboratory of Molecular Genetics of Intracellular Transport, Institute of Gene Biology of Russian Academy of Sciences, 34/5 Vavilov St., 119334 Moscow, Russia
| | - Andrey A. Rosenkranz
- Laboratory of Molecular Genetics of Intracellular Transport, Institute of Gene Biology of Russian Academy of Sciences, 34/5 Vavilov St., 119334 Moscow, Russia
- Faculty of Biology, Lomonosov Moscow State University, 1-12 Leninskie Gory St., 119234 Moscow, Russia
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3
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Zhang S, Tang Q, Zhang X, Chen X. Proximitomics by Reactive Species. ACS CENTRAL SCIENCE 2024; 10:1135-1147. [PMID: 38947200 PMCID: PMC11212136 DOI: 10.1021/acscentsci.4c00373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Revised: 05/25/2024] [Accepted: 05/29/2024] [Indexed: 07/02/2024]
Abstract
The proximitome is defined as the entire collection of biomolecules spatially in the proximity of a biomolecule of interest. More broadly, the concept of the proximitome can be extended to the totality of cells proximal to a specific cell type. Since the spatial organization of biomolecules and cells is essential for almost all biological processes, proximitomics has recently emerged as an active area of scientific research. One of the growing strategies for proximitomics leverages reactive species-which are generated in situ and spatially confined, to chemically tag and capture proximal biomolecules and cells for systematic analysis. In this Outlook, we summarize different types of reactive species that have been exploited for proximitomics and discuss their pros and cons for specific applications. In addition, we discuss the current challenges and future directions of this exciting field.
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Affiliation(s)
- Shaoran Zhang
- College
of Chemistry and Molecular Engineering, Peking University, Beijing 100871, People’s
Republic of China
- Peking-Tsinghua
Center for Life Sciences, Peking University, Beijing 100871, People’s Republic of China
| | - Qi Tang
- College
of Chemistry and Molecular Engineering, Peking University, Beijing 100871, People’s
Republic of China
- Beijing
National Laboratory for Molecular Sciences, Peking University, Beijing 100871, People’s
Republic of China
| | - Xu Zhang
- College
of Chemistry and Molecular Engineering, Peking University, Beijing 100871, People’s
Republic of China
- Peking-Tsinghua
Center for Life Sciences, Peking University, Beijing 100871, People’s Republic of China
| | - Xing Chen
- College
of Chemistry and Molecular Engineering, Peking University, Beijing 100871, People’s
Republic of China
- Peking-Tsinghua
Center for Life Sciences, Peking University, Beijing 100871, People’s Republic of China
- Beijing
National Laboratory for Molecular Sciences, Peking University, Beijing 100871, People’s
Republic of China
- Synthetic
and Functional Biomolecules Center, Peking
University, Beijing 100871, People’s
Republic of China
- Key
Laboratory of Bioorganic Chemistry and Molecular Engineering of Ministry
of Education, Peking University, Beijing 100871, People’s Republic of China
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4
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Geri J. Proximity Labeling EXCELLs in the Spleen. J Pharmacol Exp Ther 2024; 389:243-245. [PMID: 38772714 DOI: 10.1124/jpet.123.001972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Accepted: 12/06/2023] [Indexed: 05/23/2024] Open
Affiliation(s)
- Jacob Geri
- Weill Cornell Medicine, New York, New York
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5
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Pani S, Qiu T, Kentala K, Azizi SA, Dickinson BC. Bioorthogonal masked acylating agents for proximity-dependent RNA labelling. Nat Chem 2024; 16:717-726. [PMID: 38594368 DOI: 10.1038/s41557-024-01493-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Accepted: 02/28/2024] [Indexed: 04/11/2024]
Abstract
RNA localization is highly regulated, with subcellular organization driving context-dependent cell physiology. Although proximity-based labelling technologies that use highly reactive radicals or carbenes provide a powerful method for unbiased mapping of protein organization within a cell, methods for unbiased RNA mapping are scarce and comparably less robust. Here we develop α-alkoxy thioenol and chloroenol esters that function as potent acylating agents upon controlled ester unmasking. We pair these probes with subcellular-localized expression of a bioorthogonal esterase to establish a platform for spatial analysis of RNA: bioorthogonal acylating agents for proximity labelling and sequencing (BAP-seq). We demonstrate that, by selectively unmasking the enol probe in a locale of interest, we can map RNA distribution in membrane-bound and membrane-less organelles. The controlled-release acylating agent chemistry and corresponding BAP-seq method expand the scope of proximity labelling technologies and provide a powerful approach to interrogate the cellular organization of RNAs.
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Affiliation(s)
- Shubhashree Pani
- Department of Chemistry, The University of Chicago, Chicago, IL, USA
| | - Tian Qiu
- Department of Chemistry, The University of Chicago, Chicago, IL, USA
| | - Kaitlin Kentala
- Department of Chemistry, The University of Chicago, Chicago, IL, USA
| | - Saara-Anne Azizi
- Department of Chemistry, The University of Chicago, Chicago, IL, USA
- Medical Scientist Training Program, Pritzker School of Medicine, The University of Chicago, Chicago, IL, USA
| | - Bryan C Dickinson
- Department of Chemistry, The University of Chicago, Chicago, IL, USA.
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6
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Yu H, Wang S, Fu Y, Wagner M, Weil T, Liu S, Zhao W, Zhong F, Wu Y. Spatiotemporally Controlled Photolabeling of Genetically Unmodified Proteins in Live Cells. Anal Chem 2024; 96:1932-1940. [PMID: 38241704 DOI: 10.1021/acs.analchem.3c04099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2024]
Abstract
Selective labeling of the protein of interest (POI) in genetically unmodified live cells is crucial for understanding protein functions and kinetics in their natural habitat. In particular, spatiotemporally controlled installation of the labels on a POI under light control without affecting their original activity is in high demand but is a tremendous challenge. Here, we describe a novel ligand-directed photoclick strategy for spatiotemporally controlled labeling of endogenous proteins in live cells. It was realized with a designer labeling reagent skillfully integrating the photochemistries of 2-nitrophenylpropyloxycarbonyl and 3-hydroxymethyl-2-naphthol with an affinity ligand. Highly electrophilic ortho-naphthoquinone methide was photochemically released and underwent a proximity coupling reaction with nucleophilic amino acid residues on the POI in live cells. With fluorescein as a marker, this photoclick strategy enables time-resolved labeling of carbonic anhydrase subtypes localized either on the cell membrane or in the cytoplasm and a discriminable visualization of their metabolic kinetics. Given the versatility underlined by facilely tethering other functional entities (e.g., biotin, a peptide short chain) via acylation or (in cell) Huisgen cycloaddition, this affinity-driven photoclick chemistry opens up enormous opportunities for discovering dynamic functions and mechanistic interrogation of endogenous proteins in live cells.
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Affiliation(s)
- Huaibin Yu
- School of Medicine and Health, Harbin Institute of Technology, Harbin, Heilongjiang 150001, China
- Zhengzhou Research Institute, Harbin Institute of Technology, Zhengzhou, Henan 450000, China
- Key Laboratory of Material Chemistry for Energy Conversion and Storage, Ministry of Education, Hubei Engineering Research Center for Biomaterials and Medical Protective Materials, Hubei Key Laboratory of Bioinorganic Chemistry & Materia Medica, School of Chemistry and Chemical Engineering, Huazhong University of Science and Technology (HUST), 1037 Luoyu Road, Wuhan 430074, China
| | - Shuangshuang Wang
- Key Laboratory of Material Chemistry for Energy Conversion and Storage, Ministry of Education, Hubei Engineering Research Center for Biomaterials and Medical Protective Materials, Hubei Key Laboratory of Bioinorganic Chemistry & Materia Medica, School of Chemistry and Chemical Engineering, Huazhong University of Science and Technology (HUST), 1037 Luoyu Road, Wuhan 430074, China
| | - Yu Fu
- Key Laboratory of Material Chemistry for Energy Conversion and Storage, Ministry of Education, Hubei Engineering Research Center for Biomaterials and Medical Protective Materials, Hubei Key Laboratory of Bioinorganic Chemistry & Materia Medica, School of Chemistry and Chemical Engineering, Huazhong University of Science and Technology (HUST), 1037 Luoyu Road, Wuhan 430074, China
- College of Pharmacy, Shenzhen Technology University, Shenzhen 518118, China
| | - Manfred Wagner
- Max Planck Institute for Polymer Research, Ackermannweg 10, Mainz 55128, Germany
| | - Tanja Weil
- Max Planck Institute for Polymer Research, Ackermannweg 10, Mainz 55128, Germany
| | - Shaoqin Liu
- School of Medicine and Health, Harbin Institute of Technology, Harbin, Heilongjiang 150001, China
- Key Laboratory of Microsystems and Microstructures Manufacturing (Ministry of Education), Harbin Institute of Technology, Harbin 150001, China
| | - Weining Zhao
- College of Pharmacy, Shenzhen Technology University, Shenzhen 518118, China
| | - Fangrui Zhong
- Key Laboratory of Material Chemistry for Energy Conversion and Storage, Ministry of Education, Hubei Engineering Research Center for Biomaterials and Medical Protective Materials, Hubei Key Laboratory of Bioinorganic Chemistry & Materia Medica, School of Chemistry and Chemical Engineering, Huazhong University of Science and Technology (HUST), 1037 Luoyu Road, Wuhan 430074, China
| | - Yuzhou Wu
- Key Laboratory of Material Chemistry for Energy Conversion and Storage, Ministry of Education, Hubei Engineering Research Center for Biomaterials and Medical Protective Materials, Hubei Key Laboratory of Bioinorganic Chemistry & Materia Medica, School of Chemistry and Chemical Engineering, Huazhong University of Science and Technology (HUST), 1037 Luoyu Road, Wuhan 430074, China
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7
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Li S, Zhu C, Zhao Q, Zhang ZM, Sun P, Li Z. Ynamide Coupling Reagent for the Chemical Cross-Linking of Proteins in Live Cells. ACS Chem Biol 2023; 18:1405-1415. [PMID: 37231651 DOI: 10.1021/acschembio.3c00149] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Chemical cross-linking of proteins coupled with mass spectrometry analysis (CXMS) is a powerful method for the study of protein structure and protein-protein interactions (PPIs). However, the chemical probes used in the CXMS are limited to bidentate reactive warheads, and the available zero-length cross-linkers are restricted to 1-ethyl-3-(3-dimethylaminopropyl) carbodiimide hydrochloride/N-hydroxysuccinimide (EDC/NHS) and 4-(4,6-dimethoxy-1,3,5-triazin-2-yl)-4-methylmorpholinium chloride (DMTMM). To alleviate this issue, an efficient coupling reagent, sulfonyl ynamide, was developed as a new zero-length cross-linker that can connect high-abundance carboxyl residues (D/E) with lysine (K) to form amide bonds in the absence of any catalyst. Significant improvement in the cross-linking efficiency and specificity in comparison with traditional EDC/NHS was achieved with model proteins, which includes inter- and intramolecular conjugations. The cross-linked structures were validated by X-ray crystallography. Importantly, this coupling reagent can be successfully used to capture interacting proteins in the whole proteome and can be a useful reagent for probing potential protein-protein interactions in situ.
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Affiliation(s)
- Shengrong Li
- International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development (MOE), School of Pharmacy, Jinan University, 601 Huangpu Avenue West, Guangzhou 510632, China
| | - Chengjun Zhu
- International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development (MOE), School of Pharmacy, Jinan University, 601 Huangpu Avenue West, Guangzhou 510632, China
| | - Qian Zhao
- Department of Applied Biology and Chemical Technology, State Key Laboratory of Chemical Biology and Drug Discovery, Hong Kong Polytechnic University, Hong Kong 999077, China
| | - Zhi-Min Zhang
- International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development (MOE), School of Pharmacy, Jinan University, 601 Huangpu Avenue West, Guangzhou 510632, China
| | - Pinghua Sun
- International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development (MOE), School of Pharmacy, Jinan University, 601 Huangpu Avenue West, Guangzhou 510632, China
| | - Zhengqiu Li
- International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development (MOE), MOE Key Laboratory of Tumor Molecular Biology, School of Pharmacy, Jinan University, 601 Huangpu Avenue West, Guangzhou 510632, China
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8
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DeBlasi JM, Falzone A, Caldwell S, Prieto-Farigua N, Prigge JR, Schmidt EE, Chio IIC, Karreth FA, DeNicola GM. Distinct Nrf2 Signaling Thresholds Mediate Lung Tumor Initiation and Progression. Cancer Res 2023; 83:1953-1967. [PMID: 37062029 PMCID: PMC10267679 DOI: 10.1158/0008-5472.can-22-3848] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Revised: 03/03/2023] [Accepted: 04/12/2023] [Indexed: 04/17/2023]
Abstract
Mutations in the KEAP1-NRF2 (Kelch-like ECH-associated protein 1-nuclear factor-erythroid 2 p45-related factor 2) pathway occur in up to a third of non-small cell lung cancer (NSCLC) cases and often confer resistance to therapy and poor outcomes. Here, we developed murine alleles of the KEAP1 and NRF2 mutations found in human NSCLC and comprehensively interrogated their impact on tumor initiation and progression. Chronic NRF2 stabilization by Keap1 or Nrf2 mutation was not sufficient to induce tumorigenesis, even in the absence of tumor suppressors, p53 or LKB1. When combined with KrasG12D/+, constitutive NRF2 activation promoted lung tumor initiation and early progression of hyperplasia to low-grade tumors but impaired their progression to advanced-grade tumors, which was reversed by NRF2 deletion. Finally, NRF2 overexpression in KEAP1 mutant human NSCLC cell lines was detrimental to cell proliferation, viability, and anchorage-independent colony formation. Collectively, these results establish the context-dependence and activity threshold for NRF2 during the lung tumorigenic process. SIGNIFICANCE Stabilization of the transcription factor NRF2 promotes oncogene-driven tumor initiation but blocks tumor progression, indicating distinct, threshold-dependent effects of the KEAP1/NRF2 pathway in different stages of lung tumorigenesis.
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Affiliation(s)
- Janine M. DeBlasi
- Department of Metabolism & Physiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
- Cancer Biology PhD Program, University of South Florida, Tampa, Florida
| | - Aimee Falzone
- Department of Metabolism & Physiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Samantha Caldwell
- Department of Metabolism & Physiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Nicolas Prieto-Farigua
- Department of Metabolism & Physiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Justin R. Prigge
- Microbiology & Cell Biology Department, Montana State University, Bozeman, Montana
| | - Edward E. Schmidt
- Microbiology & Cell Biology Department, Montana State University, Bozeman, Montana
| | - Iok In Christine Chio
- Department of Genetics and Development, Institute for Cancer Genetics, Columbia University Irving Medical Center, New York, New York
- Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, New York
| | - Florian A. Karreth
- Department of Molecular Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Gina M. DeNicola
- Department of Metabolism & Physiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
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9
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Zhang X, Tang Q, Sun J, Guo Y, Zhang S, Liang S, Dai P, Chen X. Cellular-scale proximity labeling for recording cell spatial organization in mouse tissues. SCIENCE ADVANCES 2023; 9:eadg6388. [PMID: 37235653 DOI: 10.1126/sciadv.adg6388] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/11/2023] [Accepted: 04/19/2023] [Indexed: 05/28/2023]
Abstract
Proximity labeling has emerged as a powerful strategy for interrogating cell-cell interactions. However, the nanometer-scale labeling radius impedes the use of current methods for indirect cell communications and makes recording cell spatial organization in tissue samples difficult. Here, we develop quinone methide-assisted identification of cell spatial organization (QMID), a chemical strategy with the labeling radius matching the cell dimension. The activating enzyme is installed on the surface of bait cells, which produces QM electrophiles that can diffuse across micrometers and label proximal prey cells independent of cell-cell contacts. In cell coculture, QMID reveals gene expression of macrophages that are regulated by spatial proximity to tumor cells. Furthermore, QMID enables labeling and isolation of proximal cells of CD4+ and CD8+ T cells in the mouse spleen, and subsequent single-cell RNA sequencing uncovers distinctive cell populations and gene expression patterns within the immune niches of specific T cell subtypes. QMID should facilitate dissecting cell spatial organization in various tissues.
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Affiliation(s)
- Xu Zhang
- College of Chemistry and Molecular Engineering, Peking University, Beijing, China
- Peking-Tsinghua Center for Life Sciences, Peking University, Beijing, China
| | - Qi Tang
- College of Chemistry and Molecular Engineering, Peking University, Beijing, China
- Beijing National Laboratory for Molecular Sciences, Peking University, Beijing, China
| | - Jiayu Sun
- College of Chemistry and Molecular Engineering, Peking University, Beijing, China
- Beijing National Laboratory for Molecular Sciences, Peking University, Beijing, China
| | - Yilan Guo
- College of Chemistry and Molecular Engineering, Peking University, Beijing, China
- Beijing National Laboratory for Molecular Sciences, Peking University, Beijing, China
| | - Shaoran Zhang
- College of Chemistry and Molecular Engineering, Peking University, Beijing, China
- Peking-Tsinghua Center for Life Sciences, Peking University, Beijing, China
| | - Shuyu Liang
- College of Chemistry and Molecular Engineering, Peking University, Beijing, China
- Beijing National Laboratory for Molecular Sciences, Peking University, Beijing, China
| | - Peng Dai
- College of Chemistry and Molecular Engineering, Peking University, Beijing, China
- Beijing National Laboratory for Molecular Sciences, Peking University, Beijing, China
- Synthetic and Functional Biomolecules Center, Peking University, Beijing, China
- Key Laboratory of Bioorganic Chemistry and Molecular Engineering of Ministry of Education, Peking University, Beijing, China
| | - Xing Chen
- College of Chemistry and Molecular Engineering, Peking University, Beijing, China
- Peking-Tsinghua Center for Life Sciences, Peking University, Beijing, China
- Beijing National Laboratory for Molecular Sciences, Peking University, Beijing, China
- Synthetic and Functional Biomolecules Center, Peking University, Beijing, China
- Key Laboratory of Bioorganic Chemistry and Molecular Engineering of Ministry of Education, Peking University, Beijing, China
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10
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Swenson CS, Pillai KS, Carlos AJ, Moellering RE. Spatial Chemoproteomics for Mapping the Active Proteome. Isr J Chem 2023; 63:e202200104. [PMID: 38046285 PMCID: PMC10688764 DOI: 10.1002/ijch.202200104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Indexed: 01/06/2023]
Abstract
Functional regulation of cell signaling through dynamic changes in protein activity state as well as spatial organization represent two dynamic, complex, and conserved phenomena in biology. Seemingly separate areas of -omics method development have focused on building tools that can detect and quantify protein activity states, as well as map sub-cellular and intercellular protein organization. Integration of these efforts, through the development of chemical tools and platforms that enable detection and quantification of protein functional states with spatial resolution provide opportunities to better understand heterogeneity in the proteome within cell organelles, multi-cellular tissues, and whole organisms. This review provides an overview of and considerations for major classes of chemical proteomic probes and technologies that enable protein activity mapping from sub-cellular compartments to live animals.
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Affiliation(s)
- Colin S Swenson
- Department of Chemistry, University of Chicago, 5735 S Ellis Dr. Chicago, IL 60637, USA
| | - Kavya Smitha Pillai
- Department of Chemistry, University of Chicago, 5735 S Ellis Dr. Chicago, IL 60637, USA
| | - Anthony J Carlos
- Department of Chemistry, University of Chicago, 5735 S Ellis Dr. Chicago, IL 60637, USA
| | - Raymond E Moellering
- Department of Chemistry, University of Chicago, 5735 S Ellis Dr. Chicago, IL 60637, USA
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11
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Dreyer R, Pfukwa R, Barth S, Hunter R, Klumperman B. The Evolution of SNAP-Tag Labels. Biomacromolecules 2023; 24:517-530. [PMID: 36607253 DOI: 10.1021/acs.biomac.2c01238] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
The conjugation of proteins with synthetic molecules can be conducted in many different ways. In this Perspective, we focus on tag-based techniques and specifically on the SNAP-tag technology. The SNAP-tag technology makes use of a fusion protein between a protein of interest and an enzyme tag that enables the actual conjugation reaction. The SNAP-tag is based on the O6-alkylguanine-DNA alkyltransferase (AGT) enzyme and is optimized to react selectively with O6-benzylguanine (BG) substrates. BG-containing dye derivatives have frequently been used to introduce a fluorescent tag to a specific protein. We believe that the site-specific conjugation of polymers to proteins can significantly benefit from the SNAP-tag technology. Especially, polymers synthesized via reversible deactivation radical polymerization allow for the facile introduction of a BG end group to enable SNAP-tag conjugation.
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Affiliation(s)
- Rudolf Dreyer
- Stellenbosch University, Department of Chemistry and Polymer Science, Private Bag X1, Matieland 7602, South Africa
| | - Rueben Pfukwa
- Stellenbosch University, Department of Chemistry and Polymer Science, Private Bag X1, Matieland 7602, South Africa
| | - Stefan Barth
- Medical Biotechnology and Immunotherapy Research Unit, Institute of Infectious Disease and Molecular Medicine, Faculty of Health Sciences, University of Cape Town, Observatory 7935, South Africa.,South African Research Chair in Cancer Biotechnology, Department of Integrative Biomedical Sciences, Faculty of Health Sciences, University of Cape Town, Observatory 7935, South Africa
| | - Roger Hunter
- Department of Chemistry, Faculty of Science, University of Cape Town, Rondebosch 7701, South Africa
| | - Bert Klumperman
- Stellenbosch University, Department of Chemistry and Polymer Science, Private Bag X1, Matieland 7602, South Africa
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12
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Long MJC, Liu J, Aye Y. Finding a vocation for validation: taking proteomics beyond association and location. RSC Chem Biol 2023; 4:110-120. [PMID: 36794020 PMCID: PMC9906375 DOI: 10.1039/d2cb00214k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Accepted: 12/01/2022] [Indexed: 12/03/2022] Open
Abstract
First established in the seventies, proteomics, chemoproteomics, and most recently, spatial/proximity-proteomics technologies have empowered researchers with new capabilities to illuminate cellular communication networks that govern sophisticated decision-making processes. With an ever-growing inventory of these advanced proteomics tools, the onus is upon the researchers to understand their individual advantages and limitations, such that we can ensure rigorous implementation and conclusions derived from critical data interpretations backed up by orthogonal series of functional validations. This perspective-based on the authors' experience in applying varied proteomics workflows in complex living models-underlines key book-keeping considerations, comparing and contrasting most-commonly-deployed modern proteomics profiling technologies. We hope this article stimulates thoughts among expert users and equips new-comers with practical knowhow of what has become an indispensable tool in chemical biology, drug discovery, and broader life-science investigations.
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Affiliation(s)
- Marcus J. C. Long
- University of Lausanne (UNIL)Switzerland,NCCR Chemical Biology, University of Geneva (UNIGE)Switzerland
| | - Jinmin Liu
- Swiss Federal Institute of Technology Lausanne (EPFL) Switzerland .,NCCR Chemical Biology, University of Geneva (UNIGE) Switzerland
| | - Yimon Aye
- Swiss Federal Institute of Technology Lausanne (EPFL) Switzerland .,NCCR Chemical Biology, University of Geneva (UNIGE) Switzerland
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13
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Melicher P, Dvořák P, Šamaj J, Takáč T. Protein-protein interactions in plant antioxidant defense. FRONTIERS IN PLANT SCIENCE 2022; 13:1035573. [PMID: 36589041 PMCID: PMC9795235 DOI: 10.3389/fpls.2022.1035573] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Accepted: 11/14/2022] [Indexed: 06/17/2023]
Abstract
The regulation of reactive oxygen species (ROS) levels in plants is ensured by mechanisms preventing their over accumulation, and by diverse antioxidants, including enzymes and nonenzymatic compounds. These are affected by redox conditions, posttranslational modifications, transcriptional and posttranscriptional modifications, Ca2+, nitric oxide (NO) and mitogen-activated protein kinase signaling pathways. Recent knowledge about protein-protein interactions (PPIs) of antioxidant enzymes advanced during last decade. The best-known examples are interactions mediated by redox buffering proteins such as thioredoxins and glutaredoxins. This review summarizes interactions of major antioxidant enzymes with regulatory and signaling proteins and their diverse functions. Such interactions are important for stability, degradation and activation of interacting partners. Moreover, PPIs of antioxidant enzymes may connect diverse metabolic processes with ROS scavenging. Proteins like receptor for activated C kinase 1 may ensure coordination of antioxidant enzymes to ensure efficient ROS regulation. Nevertheless, PPIs in antioxidant defense are understudied, and intensive research is required to define their role in complex regulation of ROS scavenging.
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14
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Chen TH, Garnir K, Chen CY, Jian CB, Gao HD, Cheng B, Tseng MC, Moucheron C, Kirsch-De Mesmaeker A, Lee HM. A Toolkit for Engineering Proteins in Living Cells: Peptide with a Tryptophan-Selective Ru-TAP Complex to Regioselectively Photolabel Specific Proteins. J Am Chem Soc 2022; 144:18117-18125. [PMID: 36135325 DOI: 10.1021/jacs.2c08342] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Using a chemical approach to crosslink functionally versatile bioeffectors (such as peptides) to native proteins of interest (POI) directly inside a living cell is a useful toolbox for chemical biologists. However, this goal has not been reached due to unsatisfactory chemoselectivity, regioselectivity, and protein selectivity in protein labeling within living cells. Herein, we report the proof of concept of a cytocompatible and highly selective photolabeling strategy using a tryptophan-specific Ru-TAP complex as a photocrosslinker. Aside from the high selectivity, the photolabeling is blue light-driven by a photoinduced electron transfer (PeT) and allows the bioeffector to bear an additional UV-responsive unit. The two different photosensitivities are demonstrated by blue light-photocrosslinking a UV-sensitive peptide to POI. Our visible light photolabeling can generate photocaged proteins for subsequent activity manipulation by UV light. Cytoskeletal dynamics regulation is demonstrated in living cells via the unprecedented POI photomanipulation and proves that our methodology opens a new avenue to endogenous protein modification.
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Affiliation(s)
- Tzu-Ho Chen
- Chemical Biology and Molecular Biophysics Program, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan.,Department of Chemistry, National Taiwan University, Taipei 10617, Taiwan.,Institute of Chemistry, Academia Sinica, Taipei 11529, Taiwan
| | - Kevin Garnir
- Laboratoire de Chimie Organique et Photochimie CP160/08, Université libre de Bruxelles, 50 Av. Franklin D. Roosevelt, 1050 Brussels, Belgium
| | - Chong-Yan Chen
- Institute of Chemistry, Academia Sinica, Taipei 11529, Taiwan
| | - Cheng-Bang Jian
- Department of Chemistry, National Taiwan University, Taipei 10617, Taiwan.,Nano Science and Technology Program, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan.,Institute of Chemistry, Academia Sinica, Taipei 11529, Taiwan
| | - Hua-De Gao
- Department of Chemistry, National Taiwan University, Taipei 10617, Taiwan.,Institute of Chemistry, Academia Sinica, Taipei 11529, Taiwan
| | - Bill Cheng
- Graduate Institute of Biomedical Engineering, National Chung Hsing University, Taichung 40227, Taiwan
| | - Mei-Chun Tseng
- Institute of Chemistry, Academia Sinica, Taipei 11529, Taiwan
| | - Cécile Moucheron
- Laboratoire de Chimie Organique et Photochimie CP160/08, Université libre de Bruxelles, 50 Av. Franklin D. Roosevelt, 1050 Brussels, Belgium
| | - Andrée Kirsch-De Mesmaeker
- Laboratoire de Chimie Organique et Photochimie CP160/08, Université libre de Bruxelles, 50 Av. Franklin D. Roosevelt, 1050 Brussels, Belgium
| | - Hsien-Ming Lee
- Institute of Chemistry, Academia Sinica, Taipei 11529, Taiwan
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15
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Spatiotemporal-resolved protein networks profiling with photoactivation dependent proximity labeling. Nat Commun 2022; 13:4906. [PMID: 35987950 PMCID: PMC9392063 DOI: 10.1038/s41467-022-32689-z] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Accepted: 08/11/2022] [Indexed: 12/18/2022] Open
Abstract
AbstractEnzymatic-based proximity labeling approaches based on activated esters or phenoxy radicals have been widely used for mapping subcellular proteome and protein interactors in living cells. However, activated esters are poorly reactive which leads to a wide labeling radius and phenoxy radicals generated by peroxide treatment may disturb redox-sensitive pathways. Herein, we report a photoactivation-dependent proximity labeling (PDPL) method designed by genetically attaching photosensitizer protein miniSOG to a protein of interest. Triggered by blue light and tunned by irradiation time, singlet oxygen is generated, thereafter enabling spatiotemporally-resolved aniline probe labeling of histidine residues. We demonstrate its high-fidelity through mapping of organelle-specific proteomes. Side-by-side comparison of PDPL with TurboID reveals more specific and deeper proteomic coverage by PDPL. We further apply PDPL to the disease-related transcriptional coactivator BRD4 and E3 ligase Parkin, and discover previously unknown interactors. Through over-expression screening, two unreported substrates Ssu72 and SNW1 are identified for Parkin, whose degradation processes are mediated by the ubiquitination-proteosome pathway.
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16
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Li X, Yang X, Li Z, Zheng X, Peng YJ, Lin W, Zhou L, Cao D, Situ M, Tu Q, Huang H, Fan W, Feng G, Zhang X. Development of a Radiotracer for PET Imaging of the SNAP Tag. ACS OMEGA 2022; 7:7550-7555. [PMID: 35284707 PMCID: PMC8908366 DOI: 10.1021/acsomega.1c05856] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Accepted: 02/01/2022] [Indexed: 06/14/2023]
Abstract
Cell therapies have progressed to cures for hematopoietic disorders, neurodegenerative diseases, and cancer. However, only some patients can benefit from cell therapies even with prior screening. Due to the limited clinical methods to monitor the in vivo therapeutic functions of these transferred cells over time, the uncertain prognosis is hard to attenuate. Positron emission tomography (PET) cell tracking can provide comprehensive dynamic and spatial information on the proliferation status and whole-body distribution of the therapeutic cell. In this work, we designed and synthesized the first SNAP-tagged PET radiotracer. SNAP tag is an O 6-alkylguanine-DNA alkyltransferase that can form an irreversible bond with 18F-BG-surface for in vivo cell tracking based on a reporter gene system. 18F-BG-surface was obtained by the F-Al radiolabeling method in 32 ± 7% radiochemical yield and showed a high in vitro stability in mouse serum. SNAP-tagged cells could be selectively targeted by 18F-BG-surface both in vitro (4.81 ± 0.08%AD/106 cell vs 2.26 ± 0.10%AD/106 cell) and in vivo (1.90 ± 0.05 vs 0.55 ± 0.02% ID/g, p < 0.01).
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Affiliation(s)
- Xinling Li
- Department
of Nuclear Medicine, Sun Yat-sen University State Key Laboratory of
Oncology in South China; Collaborative Innovation Center for Cancer
Medicine, Sun Yat-sen University Cancer
Center, 651 Dongfengdong Road, Guangzhou, Guangdong Province 510060, China
| | - Xiaochun Yang
- Department
of Nuclear Medicine, Sun Yat-sen University State Key Laboratory of
Oncology in South China; Collaborative Innovation Center for Cancer
Medicine, Sun Yat-sen University Cancer
Center, 651 Dongfengdong Road, Guangzhou, Guangdong Province 510060, China
| | - Zhijian Li
- Department
of Nuclear Medicine, Sun Yat-sen University State Key Laboratory of
Oncology in South China; Collaborative Innovation Center for Cancer
Medicine, Sun Yat-sen University Cancer
Center, 651 Dongfengdong Road, Guangzhou, Guangdong Province 510060, China
| | - Xiaobin Zheng
- Department
of Nuclear Medicine, Sun Yat-sen University State Key Laboratory of
Oncology in South China; Collaborative Innovation Center for Cancer
Medicine, Sun Yat-sen University Cancer
Center, 651 Dongfengdong Road, Guangzhou, Guangdong Province 510060, China
| | - Yong-jian Peng
- State
Key Laboratory of Oncology in South China; Collaborative Innovation
Center for Cancer Medicine, Sun Yat-sen
University Cancer Center, 651 Dongfengdong Road, Guangzhou, Guangdong Province 510060, China
| | - Wenjie Lin
- State
Key Laboratory of Oncology in South China; Collaborative Innovation
Center for Cancer Medicine, Sun Yat-sen
University Cancer Center, 651 Dongfengdong Road, Guangzhou, Guangdong Province 510060, China
| | - Ling Zhou
- Sun
Yat-sen University State Key Laboratory of Oncology in South China;
Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, 651 Dongfengdong Road, Guangzhou, Guangdong Province 510060, China
| | - Dehai Cao
- State
Key Laboratory of Oncology in South China; Collaborative Innovation
Center for Cancer Medicine, Sun Yat-sen
University Cancer Center, 651 Dongfengdong Road, Guangzhou, Guangdong Province 510060, China
| | - Minyi Situ
- State
Key Laboratory of Oncology in South China; Collaborative Innovation
Center for Cancer Medicine, Sun Yat-sen
University Cancer Center, 651 Dongfengdong Road, Guangzhou, Guangdong Province 510060, China
| | - Qingqiang Tu
- Laboratory
Animal Center, Sun Yat-sen University Zhongshan
School of Medicine, 74 Zhongshan 2th Road, Guangzhou, Guangdong Province 510085, China
| | - Huiqiang Huang
- State
Key Laboratory of Oncology in South China; Collaborative Innovation
Center for Cancer Medicine, Sun Yat-sen
University Cancer Center, 651 Dongfengdong Road, Guangzhou, Guangdong Province 510060, China
| | - Wei Fan
- Department
of Nuclear Medicine, Sun Yat-sen University State Key Laboratory of
Oncology in South China; Collaborative Innovation Center for Cancer
Medicine, Sun Yat-sen University Cancer
Center, 651 Dongfengdong Road, Guangzhou, Guangdong Province 510060, China
| | - Guokai Feng
- State
Key Laboratory of Oncology in South China; Collaborative Innovation
Center for Cancer Medicine, Sun Yat-sen
University Cancer Center, 651 Dongfengdong Road, Guangzhou, Guangdong Province 510060, China
| | - Xiaofei Zhang
- Department
of Nuclear Medicine, Sun Yat-sen University State Key Laboratory of
Oncology in South China; Collaborative Innovation Center for Cancer
Medicine, Sun Yat-sen University Cancer
Center, 651 Dongfengdong Road, Guangzhou, Guangdong Province 510060, China
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17
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Tsushima M, Sato S, Miura K, Niwa T, Taguchi H, Nakamura H. Intracellular photocatalytic-proximity labeling for profiling protein-protein interactions in microenvironments. Chem Commun (Camb) 2022; 58:1926-1929. [PMID: 35040832 DOI: 10.1039/d1cc05764b] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Intracellular photocatalytic-proximity labeling (iPPL) was developed to profile protein-protein interactions in the microenvironment of living cells. Acriflavine was found to be an efficient cell-membrane-permeable photocatalyst for introduction into the genetically HaloTag-fused protein of interest for iPPL with a radical labeling reagent, 1-methyl-4-arylurazole. iPPL was applied to the histone-associated protein H2B in HaloTag-H2B expressing HEK293FT cells. The proteins directly interacting with histones and RNA-binding proteins were selectively labeled in the intracellular environment, suggesting that the iPPL method has a smaller labeling radius (CA. 6 nm) than the BioID and APEX methods.
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Affiliation(s)
- Michihiko Tsushima
- School of Life Science and Engineering, Tokyo Institute of Technology, 4259, Nagatsuta-cho, Midori-ku, Yokohama 226-8501, Japan
| | - Shinichi Sato
- Frontier Research Institute for Interdisciplinary Sciences, Tohoku University, 2-1-1 Katahira, Aoba-ku, Sendai 980-8577, Japan.
| | - Kazuki Miura
- School of Life Science and Engineering, Tokyo Institute of Technology, 4259, Nagatsuta-cho, Midori-ku, Yokohama 226-8501, Japan.,Laboratory for Chemistry and Life Science, Institute of Innovative Research, Tokyo Institute of Technology, 4259, Nagatsuta-cho, Midori-ku, Yokohama 226-8503, Japan.
| | - Tatsuya Niwa
- School of Life Science and Engineering, Tokyo Institute of Technology, 4259, Nagatsuta-cho, Midori-ku, Yokohama 226-8501, Japan.,Cell Biology Center, Institute of Innovative Research, Tokyo Institute of Technology, 4259, Nagatsuta-cho, Midori-ku, Yokohama 226-8503, Japan
| | - Hideki Taguchi
- School of Life Science and Engineering, Tokyo Institute of Technology, 4259, Nagatsuta-cho, Midori-ku, Yokohama 226-8501, Japan.,Cell Biology Center, Institute of Innovative Research, Tokyo Institute of Technology, 4259, Nagatsuta-cho, Midori-ku, Yokohama 226-8503, Japan
| | - Hiroyuki Nakamura
- School of Life Science and Engineering, Tokyo Institute of Technology, 4259, Nagatsuta-cho, Midori-ku, Yokohama 226-8501, Japan.,Laboratory for Chemistry and Life Science, Institute of Innovative Research, Tokyo Institute of Technology, 4259, Nagatsuta-cho, Midori-ku, Yokohama 226-8503, Japan.
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18
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Mishra PK, Kang MG, Lee H, Kim S, Choi S, Sharma N, Park CM, Ko J, Lee C, Seo JK, Rhee HW. A chemical tool for blue light-inducible proximity photo-crosslinking in live cells. Chem Sci 2022; 13:955-966. [PMID: 35211260 PMCID: PMC8790779 DOI: 10.1039/d1sc04871f] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Accepted: 12/10/2021] [Indexed: 12/15/2022] Open
Abstract
We developed a proximity photo-crosslinking method (Spotlight) with a 4-azido-N-ethyl-1,8-naphthalimide (AzNP) moiety that can be converted to reactive aryl nitrene species using ambient blue light-emitting diode light. Using an AzNP-conjugated HaloTag ligand (VL1), blue light-induced photo-crosslinked products of various HaloTag-conjugated proteins of interest were detected in subcellular spaces in live cells. Chemical or heat stress-induced dynamic changes in the proteome were also detected, and photo-crosslinking in the mouse brain tissue was enabled. Using Spotlight, we further identified the host interactome of SARS-CoV-2 nucleocapsid (N) protein, which is essential for viral genome assembly. Mass analysis of the VL1-crosslinked product of N-HaloTag in HEK293T cells showed that RNA-binding proteins in stress granules were exclusively enriched in the cross-linked samples. These results tell that our method can reveal the interactome of protein of interest within a short distance in live cells.
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Affiliation(s)
- Pratyush Kumar Mishra
- Department of Chemistry, Seoul National University Seoul 08826 Korea
- Department of Chemistry, Ulsan National Institute of Science and Technology (UNIST) Ulsan 44191 Korea
| | - Myeong-Gyun Kang
- Department of Chemistry, Seoul National University Seoul 08826 Korea
| | - Hakbong Lee
- Department of Biological Sciences, Ulsan National Institute of Science and Technology (UNIST) Ulsan 44919 Korea
| | - Seungjoon Kim
- Department of Brain and Cognitive Sciences, Daegu Gyeongbuk Institute of Science and Technology (DGIST) Daegu 42988 Korea
| | - Subin Choi
- Department of Chemistry, Ulsan National Institute of Science and Technology (UNIST) Ulsan 44191 Korea
| | - Nirmali Sharma
- Department of Chemistry, Seoul National University Seoul 08826 Korea
- Department of Chemistry, Ulsan National Institute of Science and Technology (UNIST) Ulsan 44191 Korea
| | - Cheol-Min Park
- Department of Chemistry, Ulsan National Institute of Science and Technology (UNIST) Ulsan 44191 Korea
| | - Jaewon Ko
- Department of Brain and Cognitive Sciences, Daegu Gyeongbuk Institute of Science and Technology (DGIST) Daegu 42988 Korea
| | - Changwook Lee
- Department of Biological Sciences, Ulsan National Institute of Science and Technology (UNIST) Ulsan 44919 Korea
| | - Jeong Kon Seo
- UNIST Central Research Facilities (UCRF), Ulsan National Institute of Science and Technology (UNIST) Ulsan 44919 Korea
| | - Hyun-Woo Rhee
- Department of Chemistry, Seoul National University Seoul 08826 Korea
- School of Biological Sciences, Seoul National University Seoul 08826 Korea
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19
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Lawton ML, Emili A. Mass Spectrometry-Based Phosphoproteomics and Systems Biology: Approaches to Study T Lymphocyte Activation and Exhaustion. J Mol Biol 2021; 433:167318. [PMID: 34687714 DOI: 10.1016/j.jmb.2021.167318] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Revised: 10/04/2021] [Accepted: 10/15/2021] [Indexed: 11/24/2022]
Abstract
T lymphocytes respond to extracellular cues and recognize and clear foreign bodies. These functions are tightly regulated by receptor-mediated intracellular signal transduction pathways and phosphorylation cascades resulting in rewiring of transcription, cell adhesion, and metabolic pathways, which leads to changes in downstream effector functions including cytokine secretion and target-cell killing. Given that these pathways become dysregulated in chronic diseases such as cancer, auto-immunity, diabetes, and persistent infections, mapping T cell signaling dynamics in normal and pathological states is central to understanding and modulating immune system behavior. Despite recent advances, there remains much to be learned from the study of T cell signaling at a systems level. The application of global phospho-proteomic profiling technology has the potential to provide unprecedented insights into the molecular networks that govern T cell function. These include capturing the spatiotemporal dynamics of the T cell responses as an ensemble of interacting components, rather than a static view at a single point in time. In this review, we describe innovative experimental approaches to study signaling mechanisms in the TCR, co-stimulatory receptors, synthetic signaling molecules such as chimeric antigen receptors, inhibitory receptors, and T cell exhaustion. Technical advances in mass spectrometry and systems biology frameworks are emphasized as these are poised to identify currently unknown functional relationships and dependencies to create causal predictive models that expand from the traditional narrow reductionist lens of singular components in isolation.
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Affiliation(s)
- Matthew L Lawton
- Center for Network Systems Biology, Boston University, Boston, MA, USA; Department of Biochemistry, Boston University School of Medicine, Boston, MA, USA
| | - Andrew Emili
- Center for Network Systems Biology, Boston University, Boston, MA, USA; Department of Biochemistry, Boston University School of Medicine, Boston, MA, USA; Department of Biology, Boston University, Boston, MA, USA.
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20
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Wu J, Qi Y, Liu Z, Jia H, Hu Y, Feng F. Investigation on the Interaction of Dy(Ш)/Rutin Complexes with Bovine Serum Albumin by Spectroscopic Methods. J SOLUTION CHEM 2021. [DOI: 10.1007/s10953-021-01128-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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21
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Tobias JM, Rajic G, Viray AEG, Icka-Araki D, Frank JA. Genetically-targeted photorelease of endocannabinoids enables optical control of GPR55 in pancreatic β-cells. Chem Sci 2021; 12:13506-13512. [PMID: 34777770 PMCID: PMC8528030 DOI: 10.1039/d1sc02527a] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Accepted: 09/09/2021] [Indexed: 12/23/2022] Open
Abstract
Fatty acid amides (FAAs) are a family of second-messenger lipids that target cannabinoid receptors, and are known mediators of glucose-stimulated insulin secretion from pancreatic β-cells. Due to the diversity observed in FAA structure and pharmacology, coupled with the expression of at least 3 different cannabinoid G protein-coupled receptors in primary and model β-cells, our understanding of their role is limited by our inability to control their actions in time and space. To investigate the mechanisms by which FAAs regulate β-cell excitability, we developed the Optically-Cleavable Targeted (OCT)-ligand approach, which combines the spatial resolution of self-labeling protein (SNAP-) tags with the temporal control of photocaged ligands. By linking a photocaged FAA to an o-benzylguanine (BG) motif, FAA signalling can be directed towards genetically-defined cellular membranes. We designed a probe to release palmitoylethanolamide (PEA), a GPR55 agonist known to stimulate glucose-stimulated insulin secretion (GSIS). When applied to β-cells, OCT-PEA revealed that plasma membrane GPR55 stimulates β-cell Ca2+ activity via phospholipase C. Moving forward, the OCT-ligand approach can be translated to other ligands and receptors, and will open up new experimental possibilities in targeted pharmacology.
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Affiliation(s)
- Janelle M Tobias
- Vollum Institute, Oregon Health & Science University Portland OR USA
- Department of Chemical Physiology & Biochemistry, Oregon Health & Science University Portland OR USA
- Graduate Program in Physiology & Pharmacology, Oregon Health & Science University Portland OR USA
| | - Gabriela Rajic
- Vollum Institute, Oregon Health & Science University Portland OR USA
| | - Alexander E G Viray
- Vollum Institute, Oregon Health & Science University Portland OR USA
- Department of Chemical Physiology & Biochemistry, Oregon Health & Science University Portland OR USA
| | - David Icka-Araki
- Vollum Institute, Oregon Health & Science University Portland OR USA
- Department of Chemical Physiology & Biochemistry, Oregon Health & Science University Portland OR USA
- Graduate Program in Biomedical Sciences, Oregon Health & Science University Portland OR USA
| | - James A Frank
- Vollum Institute, Oregon Health & Science University Portland OR USA
- Department of Chemical Physiology & Biochemistry, Oregon Health & Science University Portland OR USA
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22
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Wu N, Jiao L, Bütikofer M, Zeng Z, Zenobi R. High-Mass Matrix-Assisted Laser Desorption/Ionization Mass Spectrometry for Absolute Quantitation of Noncovalent Protein-Protein Binding Interactions. Anal Chem 2021; 93:10982-10989. [PMID: 34328720 DOI: 10.1021/acs.analchem.1c02126] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Matrix-assisted laser desorption/ionization mass spectrometry (MALDI-MS) is a robust and powerful tool for studying biomacromolecules and their interactions. However, quantitative detection of high-mass analytes (kDa to MDa range) remains challenging for MALDI-MS. Herein, we successfully used commercially available purified proteins (β-galactosidase and BSA) as internal standards for high-mass MALDI-MS analysis and achieved absolute quantification of several high-mass analytes. We systematically evaluated four sample deposition methods, and using the sandwich deposition method with saturated sinapinic acid as the top layer, we performed a robust quantitative analysis by high-mass MALDI-MS. Combined with chemical cross-linking, this quantitative strategy was further used to evaluate the affinity of protein-protein interactions (PPIs), specifically of two soluble protein receptors (interleukin 1 receptor and interleukin 2 receptor) and two membrane protein receptors (rhodopsin and angiotensin 2 receptor 1) with their interaction partners. The measured dissociation constants of the protein complexes formed were between 10 nM and 5 μM. We expect this high-throughput, rapid method, which does not require labeling or immobilization of any of the interaction partners, to become a viable alternative to traditional biophysical methods for studying PPIs.
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Affiliation(s)
- Na Wu
- Department of Chemistry and Applied Biosciences, ETH Zurich, Zurich CH-8093, Switzerland
| | - Lingyi Jiao
- Department of Chemistry and Applied Biosciences, ETH Zurich, Zurich CH-8093, Switzerland
| | - Matthias Bütikofer
- Department of Chemistry and Applied Biosciences, ETH Zurich, Zurich CH-8093, Switzerland
| | - Zhihui Zeng
- School of Materials Science and Engineering, Shandong University, Jinan 250061, P.R. China.,Empa, Swiss Federal Laboratories for Materials Science and Technology, Überlandstrasse 129, Dübendorf CH-8600, Switzerland
| | - Renato Zenobi
- Department of Chemistry and Applied Biosciences, ETH Zurich, Zurich CH-8093, Switzerland
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23
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Ondrus AE, Zhang T. Structure, Bonding, and Photoaffinity Labeling Applications of Dialkyldiazirines. Synlett 2021. [DOI: 10.1055/a-1437-8202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
AbstractDialkyldiazirine photoaffinity probes are unparalleled tools for the study of small molecule–protein interactions. Here we summarize the basic principles of structure, bonding, and photoreactivity of dialkyldiazirines, current methods for their synthesis, and their practical application in photoaffinity labeling experiments. We demonstrate the unique utility of dialkyldiazirine probes in the context of our recent photoaffinity crosslinking-mass spectrometry analysis to reveal a hidden cholesterol binding site in the Hedgehog morphogen proteins.1 Introduction2 Structure, Bonding, and Spectral Properties3 Photoreactivity4 Synthesis5 Application in Photoaffinity Labeling6 Discovery of a Cholesterol–Hedgehog Protein Interface7 Conclusions and Outlook
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Seath CP, Trowbridge AD, Muir TW, MacMillan DWC. Reactive intermediates for interactome mapping. Chem Soc Rev 2021; 50:2911-2926. [PMID: 33458734 DOI: 10.1039/d0cs01366h] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
The interactions of biomolecules underpin all cellular processes, and the understanding of their dynamic interplay can lead to significant advances in the treatment of disease through the identification of novel therapeutic strategies. Protein-protein interactions (PPIs) in particular play a vital role within this arena, providing the basis for the majority of cellular signalling pathways. Despite their great importance, the elucidation of weak or transient PPIs that cannot be identified by immunoprecipitation remains a significant challenge, particularly in a disease relevant cellular environment. Recent approaches towards this goal have utilized the in situ generation of high energy intermediates that cross-link with neighboring proteins, providing a snapshot of the biomolecular makeup of the local area or microenvironment, termed the interactome. In this tutorial review, we discuss these reactive intermediates, how they are generated, and the impact they have had on the discovery of new biology. Broadly, we believe this strategy has the potential to significantly accelerate our understanding of PPIs and how they affect cellular physiology.
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Affiliation(s)
- Ciaran P Seath
- Merck Center for Catalysis, Princeton University, Princeton, NJ 08544, USA.
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25
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Shiraiwa K, Cheng R, Nonaka H, Tamura T, Hamachi I. Chemical Tools for Endogenous Protein Labeling and Profiling. Cell Chem Biol 2020; 27:970-985. [DOI: 10.1016/j.chembiol.2020.06.016] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2020] [Revised: 05/29/2020] [Accepted: 06/25/2020] [Indexed: 12/31/2022]
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26
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Long MJC, Zhao Y, Aye Y. Neighborhood watch: tools for defining locale-dependent subproteomes and their contextual signaling activities. RSC Chem Biol 2020; 1:42-55. [PMID: 34458747 PMCID: PMC8341840 DOI: 10.1039/d0cb00041h] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Accepted: 05/16/2020] [Indexed: 12/21/2022] Open
Abstract
Transient associations between numerous organelles-e.g., the endoplasmic reticulum and the mitochondria-forge highly-coordinated, particular environments essential for cross-compartment information flow. Our perspective summarizes chemical-biology tools that have enabled identifying proteins present within these itinerant communities against the bulk proteome, even when a particular protein's presence is fleeting/substoichiometric. However, proteins resident at these ephemeral junctions also experience transitory changes to their interactomes, small-molecule signalomes, and, importantly, functions. Thus, a thorough census of sub-organellar communities necessitates functionally probing context-dependent signaling properties of individual protein-players. Our perspective accordingly further discusses how repurposing of existing tools could allow us to glean a functional understanding of protein-specific signaling activities altered as a result of organelles pulling together. Collectively, our perspective strives to usher new chemical-biology techniques that could, in turn, open doors to modulate functions of specific subproteomes/organellar junctions underlying the nuanced regulatory subsystem broadly termed as contactology.
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Affiliation(s)
| | - Yi Zhao
- Swiss Federal Institute of Technology Lausanne (EPFL), Institute of Chemical Sciences and Engineering 1015 Lausanne Switzerland
| | - Yimon Aye
- Swiss Federal Institute of Technology Lausanne (EPFL), Institute of Chemical Sciences and Engineering 1015 Lausanne Switzerland
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27
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Hassan MM, Olaoye OO. Recent Advances in Chemical Biology Using Benzophenones and Diazirines as Radical Precursors. Molecules 2020; 25:E2285. [PMID: 32414020 PMCID: PMC7288102 DOI: 10.3390/molecules25102285] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2020] [Revised: 05/06/2020] [Accepted: 05/09/2020] [Indexed: 12/19/2022] Open
Abstract
The use of light-activated chemical probes to study biological interactions was first discovered in the 1960s, and has since found many applications in studying diseases and gaining deeper insight into various cellular mechanisms involving protein-protein, protein-nucleic acid, protein-ligand (drug, probe), and protein-co-factor interactions, among others. This technique, often referred to as photoaffinity labelling, uses radical precursors that react almost instantaneously to yield spatial and temporal information about the nature of the interaction and the interacting partner(s). This review focuses on the recent advances in chemical biology in the use of benzophenones and diazirines, two of the most commonly known light-activatable radical precursors, with a focus on the last three years, and is intended to provide a solid understanding of their chemical and biological principles and their applications.
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Affiliation(s)
- Muhammad Murtaza Hassan
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, 3359 Mississauga Road North, Mississauga, ON L5L 1C6, Canada;
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, ON M5S 3H6, Canada
| | - Olasunkanmi O. Olaoye
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, 3359 Mississauga Road North, Mississauga, ON L5L 1C6, Canada;
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, ON M5S 3H6, Canada
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Li M, Li X, Zhang Y, Wu H, Zhou H, Ding X, Zhang X, Jin X, Wang Y, Yin X, Li C, Yang P, Xu H. Micropeptide MIAC Inhibits HNSCC Progression by Interacting with Aquaporin 2. J Am Chem Soc 2020; 142:6708-6716. [PMID: 32176498 DOI: 10.1021/jacs.0c00706] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Several important micropeptides encoded by noncoding RNAs have been identified in recent years; however, there have never been any reports of micropeptides in head and neck squamous cell carcinoma (HNSCC). Here we report the discovery and characterization of a human endogenous peptide named micropeptide inhibiting actin cytoskeleton (MIAC). Comprehensive analysis of the TCGA (The Cancer Genome Atlas) database (n = 500), clinical fresh samples (n = 94), and tissue microarrays (n = 60) revealed that lower MIAC expression is correlated with poor overall survival of HNSCC patients. Meanwhile, RNA-sequencing analysis of 9657 human tissues across 32 cancer types from TCGA cohorts found that MIAC is significantly associated with the progression of 5 other different tumors. Mechanistically, MIAC directly interacts with AQP2 (Aquaporin 2) to inhibit the actin cytoskeleton by regulating SEPT2 (Septin 2)/ITGB4 (Integrin Beta 4) and ultimately suppressing the tumor growth and metastasis of HNSCC. Collectively, the mechanism investigation and evaluation of MIAC activity in vivo and in vitro highlights that MIAC plays an important role in HNSCC tumorigenesis.
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Affiliation(s)
| | | | | | - Heming Wu
- Department of Oral and Maxillofacial Surgery, Affiliated Hospital of Stomatology, Nanjing Medical University, Nanjing 210029, P. R. China
| | | | - Xu Ding
- Department of Oral and Maxillofacial Surgery, Affiliated Hospital of Stomatology, Nanjing Medical University, Nanjing 210029, P. R. China
| | - Xiaomin Zhang
- Department of Oral and Maxillofacial Surgery, Affiliated Hospital of Stomatology, Nanjing Medical University, Nanjing 210029, P. R. China
| | | | | | | | - Chencheng Li
- Nanjing Anji Biotechnology Co. Ltd., Nanjing, Jiangsu 210009, P. R. China
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Huang JX, Coukos JS, Moellering RE. Interaction profiling methods to map protein and pathway targets of bioactive ligands. Curr Opin Chem Biol 2020; 54:76-84. [PMID: 32146330 DOI: 10.1016/j.cbpa.2020.02.001] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2019] [Revised: 01/17/2020] [Accepted: 02/05/2020] [Indexed: 01/08/2023]
Abstract
Recent advances in -omic profiling technologies have ushered in an era where we no longer want to merely measure the presence or absence of a biomolecule of interest, but instead hope to understand its function and interactions within larger signaling networks. Here, we review several emerging proteomic technologies capable of detecting protein interaction networks in live cells and their integration to draft holistic maps of proteins that respond to diverse stimuli, including bioactive small molecules. Moreover, we provide a conceptual framework to combine so-called 'top-down' and 'bottom-up' interaction profiling methods and ensuing proteomic profiles to directly identify binding targets of small molecule ligands, as well as for unbiased discovery of proteins and pathways that may be directly bound or influenced by those first responders. The integrated, interaction-based profiling methods discussed here have the potential to provide a unique and dynamic view into cellular signaling networks for both basic and translational biological studies.
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Affiliation(s)
- Jun X Huang
- Department of Chemistry, The University of Chicago, 929 E. 57th Street, Chicago, IL, 60637, USA; Institute for Genomics and Systems Biology, The University of Chicago, 929 E. 57th Street, Chicago, IL, 60637, USA
| | - John S Coukos
- Department of Chemistry, The University of Chicago, 929 E. 57th Street, Chicago, IL, 60637, USA; Institute for Genomics and Systems Biology, The University of Chicago, 929 E. 57th Street, Chicago, IL, 60637, USA
| | - Raymond E Moellering
- Department of Chemistry, The University of Chicago, 929 E. 57th Street, Chicago, IL, 60637, USA; Institute for Genomics and Systems Biology, The University of Chicago, 929 E. 57th Street, Chicago, IL, 60637, USA.
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