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Li Q, Zhou SR, Kim H, Wang H, Zhu JJ, Yang JK. Discovering novel Cathepsin L inhibitors from natural products using artificial intelligence. Comput Struct Biotechnol J 2024; 23:2606-2614. [PMID: 39006920 PMCID: PMC11245987 DOI: 10.1016/j.csbj.2024.06.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Revised: 05/24/2024] [Accepted: 06/06/2024] [Indexed: 07/16/2024] Open
Abstract
Cathepsin L (CTSL) is a promising therapeutic target for metabolic disorders. Current pharmacological interventions targeting CTSL have demonstrated potential in reducing body weight gain, serum insulin levels, and improving glucose tolerance. However, the clinical application of CTSL inhibitors remains limited. In this study, we used a combination of artificial intelligence and experimental methods to identify new CTSL inhibitors from natural products. Through a robust deep learning model and molecular docking, we screened 150 molecules from natural products for experimental validation. At a concentration of 100 µM, we found that 36 of them exhibited more than 50 % inhibition of CTSL. Notably, 13 molecules displayed over 90 % inhibition and exhibiting concentration-dependent effects. The molecular dynamics simulation on the two most potent inhibitors, Plumbagin and Beta-Lapachone, demonstrated stable interaction at the CTSL active site. Enzyme kinetics studies have shown that these inhibitors exert an uncompetitive inhibitory effect on CTSL. In conclusion, our research identifies Plumbagin and Beta-Lapachone as potential CTSL inhibitors, offering promising candidates for the treatment of metabolic disorders and illustrating the effectiveness of artificial intelligence in drug discovery.
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Affiliation(s)
- Qi Li
- Beijing Key Laboratory of Diabetes Research and Care, Beijing Diabetes Institute, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China
- Laboratory for Clinical Medicine, Capital Medical University, Beijing 100069, China
| | - Si-Rui Zhou
- Beijing Key Laboratory of Diabetes Research and Care, Beijing Diabetes Institute, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China
| | - Hanna Kim
- Beijing Key Laboratory of Diabetes Research and Care, Beijing Diabetes Institute, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China
- Laboratory for Clinical Medicine, Capital Medical University, Beijing 100069, China
| | - Hao Wang
- Beijing Key Laboratory of Diabetes Research and Care, Beijing Diabetes Institute, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China
- Laboratory for Clinical Medicine, Capital Medical University, Beijing 100069, China
| | - Juan-Juan Zhu
- Beijing Key Laboratory of Diabetes Research and Care, Beijing Diabetes Institute, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China
- Laboratory for Clinical Medicine, Capital Medical University, Beijing 100069, China
| | - Jin-Kui Yang
- Beijing Key Laboratory of Diabetes Research and Care, Beijing Diabetes Institute, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China
- Laboratory for Clinical Medicine, Capital Medical University, Beijing 100069, China
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2
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Lockwood TD. Coordination chemistry suggests that independently observed benefits of metformin and Zn 2+ against COVID-19 are not independent. Biometals 2024; 37:983-1022. [PMID: 38578560 PMCID: PMC11255062 DOI: 10.1007/s10534-024-00590-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Accepted: 02/12/2024] [Indexed: 04/06/2024]
Abstract
Independent trials indicate that either oral Zn2+ or metformin can separately improve COVID-19 outcomes by approximately 40%. Coordination chemistry predicts a mechanistic relationship and therapeutic synergy. Zn2+ deficit is a known risk factor for both COVID-19 and non-infectious inflammation. Most dietary Zn2+ is not absorbed. Metformin is a naked ligand that presumably increases intestinal Zn2+ bioavailability and active absorption by cation transporters known to transport metformin. Intracellular Zn2+ provides a natural buffer of many protease reactions; the variable "set point" is determined by Zn2+ regulation or availability. A Zn2+-interactive protease network is suggested here. The two viral cysteine proteases are therapeutic targets against COVID-19. Viral and many host proteases are submaximally inhibited by exchangeable cell Zn2+. Inhibition of cysteine proteases can improve COVID-19 outcomes and non-infectious inflammation. Metformin reportedly enhances the natural moderating effect of Zn2+ on bioassayed proteome degradation. Firstly, the dissociable metformin-Zn2+ complex could be actively transported by intestinal cation transporters; thereby creating artificial pathways of absorption and increased body Zn2+ content. Secondly, metformin Zn2+ coordination can create a non-natural protease inhibitor independent of cell Zn2+ content. Moderation of peptidolytic reactions by either or both mechanisms could slow (a) viral multiplication (b) viral invasion and (c) the pathogenic host inflammatory response. These combined actions could allow development of acquired immunity to clear the infection before life-threatening inflammation. Nirmatrelvir (Paxlovid®) opposes COVID-19 by selective inhibition the viral main protease by a Zn2+-independent mechanism. Pending safety evaluation, predictable synergistic benefits of metformin and Zn2+, and perhaps metformin/Zn2+/Paxlovid® co-administration should be investigated.
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Affiliation(s)
- Thomas D Lockwood
- Department Pharmacology and Toxicology, School of Medicine, Wright State University, Dayton, OH, 45435, USA.
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Wiernsperger N, Al-Salameh A, Cariou B, Lalau JD. Protection by metformin against severe Covid-19: an in-depth mechanistic analysis. DIABETES & METABOLISM 2022; 48:101359. [PMID: 35662580 PMCID: PMC9154087 DOI: 10.1016/j.diabet.2022.101359] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Revised: 05/25/2022] [Accepted: 05/25/2022] [Indexed: 12/05/2022]
Abstract
Since the outbreak of Covid-19, several observational studies on diabetes and Covid-19 have reported a favourable association between metformin and Covid-19-related outcomes in patients with type 2 diabetes mellitus (T2DM). This is not surprising since metformin affects many of the pathophysiological mechanisms implicated in SARS-CoV-2 immune response, systemic spread and sequelae. A comparison of the multifactorial pathophysiological mechanisms of Covid-19 progression with metformin's well-known pleiotropic properties suggests that the treatment of patients with this drug might be particularly beneficial. Indeed, metformin could alleviate the cytokine storm, diminish virus entry into cells, protect against microvascular damage as well as prevent secondary fibrosis. Although our in-depth analysis covers many potential metformin mechanisms of action, we want to highlight more particularly its unique microcirculatory protective effects since worsening of Covid-19 disease clearly appears as largely due to severe defects in the structure and functioning of microvessels. Overall, these observations confirm that metformin is a unique, pleiotropic drug that targets many of Covid-19′s pathophysiology processes in a diabetes-independent manner.
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Affiliation(s)
| | - Abdallah Al-Salameh
- Department of Endocrinology, Diabetes Mellitus and Nutrition, Amiens University Hospital, Amiens, France; PériTox/UMR-I 01, University of Picardie Jules Verne, Amiens, France
| | - Bertrand Cariou
- Département d'Endocrinologie, Diabétologie et Nutrition, l'institut du thorax, Inserm, CNRS, UNIV Nantes, CHU Nantes, Hôpital Guillaume et René Laennec, 44093 Nantes Cedex 01, France
| | - Jean-Daniel Lalau
- Department of Endocrinology, Diabetes Mellitus and Nutrition, Amiens University Hospital, Amiens, France; PériTox/UMR-I 01, University of Picardie Jules Verne, Amiens, France.
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4
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Brun S, Bestion E, Raymond E, Bassissi F, Jilkova ZM, Mezouar S, Rachid M, Novello M, Tracz J, Hamaï A, Lalmanach G, Vanderlynden L, Legouffe R, Stauber J, Schubert T, Plach MG, Courcambeck J, Drouot C, Jacquemot G, Serdjebi C, Roth G, Baudoin JP, Ansaldi C, Decaens T, Halfon P. GNS561, a clinical-stage PPT1 inhibitor, is efficient against hepatocellular carcinoma via modulation of lysosomal functions. Autophagy 2021; 18:678-694. [PMID: 34740311 PMCID: PMC9037544 DOI: 10.1080/15548627.2021.1988357] [Citation(s) in RCA: 47] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Hepatocellular carcinoma is the most frequent primary liver cancer. Macroautophagy/autophagy inhibitors have been extensively studied in cancer but, to date, none has reached efficacy in clinical trials. In this study, we demonstrated that GNS561, a new autophagy inhibitor, whose anticancer activity was previously linked to lysosomal cell death, displayed high liver tropism and potent antitumor activity against a panel of human cancer cell lines and in two hepatocellular carcinoma in vivo models. We showed that due to its lysosomotropic properties, GNS561 could reach and specifically inhibited its enzyme target, PPT1 (palmitoyl-protein thioesterase 1), resulting in lysosomal unbound Zn2+ accumulation, impairment of cathepsin activity, blockage of autophagic flux, altered location of MTOR (mechanistic target of rapamycin kinase), lysosomal membrane permeabilization, caspase activation and cell death. Accordingly, GNS561, for which a global phase 1b clinical trial in liver cancers was just successfully achieved, represents a promising new drug candidate and a hopeful therapeutic strategy in cancer treatment. Abbreviations: ANXA5:annexin A5; ATCC: American type culture collection; BafA1: bafilomycin A1; BSA: bovine serum albumin; CASP3: caspase 3; CASP7: caspase 7; CASP8: caspase 8; CCND1: cyclin D1; CTSB: cathepsin B; CTSD: cathepsin D; CTSL: cathepsin L; CQ: chloroquine; iCCA: intrahepatic cholangiocarcinoma; DEN: diethylnitrosamine; DMEM: Dulbelcco’s modified Eagle medium; FBS: fetal bovine serum; FITC: fluorescein isothiocyanate; GAPDH: glyceraldehyde-3-phosphate dehydrogenase; HCC: hepatocellular carcinoma; HCQ: hydroxychloroquine; HDSF: hexadecylsulfonylfluoride; IC50: mean half-maximal inhibitory concentration; LAMP: lysosomal associated membrane protein; LC3-II: phosphatidylethanolamine-conjugated form of MAP1LC3; LMP: lysosomal membrane permeabilization; MALDI: matrix assisted laser desorption ionization; MAP1LC3/LC3: microtubule associated protein 1 light chain 3; MKI67: marker of proliferation Ki-67; MTOR: mechanistic target of rapamycin kinase; MRI: magnetic resonance imaging; NH4Cl: ammonium chloride; NtBuHA: N-tert-butylhydroxylamine; PARP: poly(ADP-ribose) polymerase; PBS: phosphate-buffered saline; PPT1: palmitoyl-protein thioesterase 1; SD: standard deviation; SEM: standard error mean; vs, versus; Zn2+: zinc ion; Z-Phe: Z-Phe-Tyt(tBu)-diazomethylketone; Z-VAD-FMK: carbobenzoxy-valyl-alanyl-aspartyl-[O-methyl]- fluoromethylketone.
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Affiliation(s)
| | - Eloïne Bestion
- Genoscience Pharma, Marseille, France.,Aix-Marseille Univ, MEPHI, APHM, IRD, IHU Méditerranée Infection, Marseille, France
| | - Eric Raymond
- Genoscience Pharma, Marseille, France.,Medical Oncology, Paris Saint-Joseph Hospital, Paris, France
| | | | - Zuzana Macek Jilkova
- Institute for Advanced Biosciences, Research Center UGA/Inserm U 1209/CNRS 5309, La Tronche, France.,University of Grenoble Alpes, Faculté De Médecine, France.,Clinique Universitaire d'Hépato-gastroentérologie, Pôle Digidune, Chu Grenoble, France
| | | | | | | | | | - Ahmed Hamaï
- Institut Necker-Enfants Malades, Inserm U1151-CNRS UMR, Paris, France.,University of Paris Descartes-Sorbonne Paris Cité, Paris, France
| | - Gilles Lalmanach
- Inserm, UMR1100, Centre d'Etude Des Pathologies Respiratoires, Equipe "Mécanismes Protéolytiques Dans l'Inflammation", Tours, France.,University of Tours, Tours, France
| | - Lise Vanderlynden
- Inserm, UMR1100, Centre d'Etude Des Pathologies Respiratoires, Equipe "Mécanismes Protéolytiques Dans l'Inflammation", Tours, France.,University of Tours, Tours, France
| | | | | | | | | | | | | | | | | | - Gael Roth
- Institute for Advanced Biosciences, Research Center UGA/Inserm U 1209/CNRS 5309, La Tronche, France.,University of Grenoble Alpes, Faculté De Médecine, France.,Clinique Universitaire d'Hépato-gastroentérologie, Pôle Digidune, Chu Grenoble, France
| | - Jean-Pierre Baudoin
- Aix-Marseille Univ, MEPHI, APHM, IRD, IHU Méditerranée Infection, Marseille, France
| | | | - Thomas Decaens
- Institute for Advanced Biosciences, Research Center UGA/Inserm U 1209/CNRS 5309, La Tronche, France.,University of Grenoble Alpes, Faculté De Médecine, France.,Clinique Universitaire d'Hépato-gastroentérologie, Pôle Digidune, Chu Grenoble, France
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de Moura TR, Zanetti RD, Silva DES, de Farias RL, Mauro AE, Pereira JCM, de Souza AA, da Silva Siqueira F, de Souza Júdice WA, Lima MA, Rocha FV, Deflon VM, Vieira de Godoy Netto A. Palladium( ii) complexes bearing 1-iminothiolate-3,5-dimethylpyrazoles: synthesis, cytotoxicity, DNA binding and enzymatic inhibition studies. NEW J CHEM 2020. [DOI: 10.1039/d0nj02825h] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
This work describes the enzymatic inhibitory activity of four novel Pd(ii) complexes towards topoisomerase IIα and cathepsins B and L.In silicostudies agree well with the enhancedin vitrocathepsin B inhibition induced by compound4(58% at 10 μM).
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Affiliation(s)
- Thales Reggiani de Moura
- UNESP – Univ. Estadual Paulista
- Instituto de Química
- Departamento de Química Geral e Inorgânica
- Araraquara
- Brazil
| | - Renan Diego Zanetti
- UNESP – Univ. Estadual Paulista
- Instituto de Química
- Departamento de Química Geral e Inorgânica
- Araraquara
- Brazil
| | - Debora Eduarda Soares Silva
- UNESP – Univ. Estadual Paulista
- Instituto de Química
- Departamento de Química Geral e Inorgânica
- Araraquara
- Brazil
| | - Renan Lira de Farias
- UNESP – Univ. Estadual Paulista
- Instituto de Química
- Departamento de Química Geral e Inorgânica
- Araraquara
- Brazil
| | - Antonio Eduardo Mauro
- UNESP – Univ. Estadual Paulista
- Instituto de Química
- Departamento de Química Geral e Inorgânica
- Araraquara
- Brazil
| | - José Clayston Melo Pereira
- UNESP – Univ. Estadual Paulista
- Instituto de Química
- Departamento de Química Geral e Inorgânica
- Araraquara
- Brazil
| | - Aline Aparecida de Souza
- UMC - Univ. de Mogi das Cruzes
- Centro Interdisciplinar de Investigação Bioquímica
- Mogi das Cruzes
- Brazil
| | - Fábio da Silva Siqueira
- UMC - Univ. de Mogi das Cruzes
- Centro Interdisciplinar de Investigação Bioquímica
- Mogi das Cruzes
- Brazil
| | | | - Mauro Almeida Lima
- UFSCar – Univ. Federal de São Carlos
- Departamento de Química
- São Carlos
- Brazil
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