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Potential Drug Discovery for COVID-19 Treatment Targeting Cathepsin L Using a Deep Learning-Based Strategy. Comput Struct Biotechnol J 2022; 20:2442-2454. [PMID: 35602976 PMCID: PMC9110316 DOI: 10.1016/j.csbj.2022.05.023] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2021] [Revised: 05/11/2022] [Accepted: 05/12/2022] [Indexed: 01/06/2023] Open
Abstract
Cathepsin L(CTSL) is a promising therapeutic target for COVID-19. A new deep learning model was used to predict CTSL inhibitor based on structure. 5 molecules for inhibiting CTSL and treating COVID-19 at nmol level were identified. Daptomycin can distinctly inhibit CTSL and has potential for COVID-19 treatment.
Cathepsin L (CTSL), a cysteine protease that can cleave and activate the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) spike protein, could be a promising therapeutic target for coronavirus disease 2019 (COVID-19). However, there is still no clinically available CTSL inhibitor that can be used. Here, we applied Chemprop, a newly trained directed-message passing deep neural network approach, to identify small molecules and FDA-approved drugs that can block CTSL activity to expand the discovery of CTSL inhibitors for drug development and repurposing for COVID-19. We found 5 molecules (Mg-132, Z-FA-FMK, leupeptin hemisulfate, Mg-101 and calpeptin) that were able to significantly inhibit the activity of CTSL in the nanomolar range and inhibit the infection of both pseudotype and live SARS-CoV-2. Notably, we discovered that daptomycin, an FDA-approved antibiotic, has a prominent CTSL inhibitory effect and can inhibit SARS-CoV-2 pseudovirus infection. Further, molecular docking calculation showed stable and robust binding of these compounds with CTSL. In conclusion, this study suggested for the first time that Chemprop is ideally suited to predict additional inhibitors of enzymes and revealed the noteworthy strategy for screening novel molecules and drugs for the treatment of COVID-19 and other diseases with unmet needs.
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Wang H, Sang N, Zhang C, Raghupathi R, Tanzi RE, Saunders A. Cathepsin L Mediates the Degradation of Novel APP C-Terminal Fragments. Biochemistry 2015; 54:2806-16. [PMID: 25910068 PMCID: PMC4521409 DOI: 10.1021/acs.biochem.5b00329] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Alzheimer's disease (AD) is characterized by the deposition of amyloid β (Aβ), a peptide generated from proteolytic processing of its precursor, amyloid precursor protein (APP). Canonical APP proteolysis occurs via α-, β-, and γ-secretases. APP is also actively degraded by protein degradation systems. By pharmacologically inhibiting protein degradation with ALLN, we observed an accumulation of several novel APP C-terminal fragments (CTFs). The two major novel CTFs migrated around 15 and 25 kDa and can be observed across multiple cell types. The process was independent of cytotoxicity or protein synthesis. We further determine that the accumulation of the novel CTFs is not mediated by proteasome or calpain inhibition, but by cathepsin L inhibition. Moreover, these novel CTFs are not generated by an increased amount of BACE. Here, we name the CTF of 25 kDa as η-CTF (eta-CTF). Our data suggest that under physiological conditions, a subset of APP undergoes alternative processing and the intermediate products, the 15 kDa CTFs, and the η-CTFs aret rapidly degraded and/or processed via the protein degradation machinery, specifically, cathepsin L.
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Affiliation(s)
- Haizhi Wang
- Department of Biology, College of Art and Sciences, Drexel University, Philadelphia, Pennsylvania 19104, United States
- Department of Neurobiology and Anatomy, College of Medicine, Drexel University, Philadelphia, Pennsylvania 19104, United States
| | - Nianli Sang
- Department of Biology, College of Art and Sciences, Drexel University, Philadelphia, Pennsylvania 19104, United States
| | - Can Zhang
- Harvard University and Massachusetts General Hospital, Boston, Massachusetts 02114, United States
| | - Ramesh Raghupathi
- Department of Neurobiology and Anatomy, College of Medicine, Drexel University, Philadelphia, Pennsylvania 19104, United States
| | - Rudolph E. Tanzi
- Harvard University and Massachusetts General Hospital, Boston, Massachusetts 02114, United States
| | - Aleister Saunders
- Department of Biology, College of Art and Sciences, Drexel University, Philadelphia, Pennsylvania 19104, United States
- Department of Neurobiology and Anatomy, College of Medicine, Drexel University, Philadelphia, Pennsylvania 19104, United States
- Department of Biochemistry and Molecular Biology, College of Medicine, Drexel University, Philadelphia, Pennsylvania 19104, United States
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Salari Sharif P, Abdollahi M, Larijani B. Current, new and future treatments of osteoporosis. Rheumatol Int 2010; 31:289-300. [PMID: 20676643 DOI: 10.1007/s00296-010-1586-z] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2010] [Accepted: 07/14/2010] [Indexed: 11/24/2022]
Abstract
Osteoporosis as a common chronic disease is challenging human health. Although different therapeutic options are routinely used for prevention/treatment of osteoporosis, their side effects and benefits are under question. Increasing our knowledge about signaling pathways in bone and osteocytes as well as osteoblasts and osteoclasts will help us in designing new therapeutic modalities for osteoporosis. In the present study, all new therapeutic measures of osteoporosis have been reviewed. For this purpose, search engines like Pubmed, Web of Science, Scopus, Google Scholar were searched and all relevant articles were found. The study was limited to the year 1998-2010. Bisphosphonates are the cornerstone of osteoporosis treatment, but there are not enough relevant studies that investigated their equivalencies in comparison with each other or the other medications. Therefore, medication selection is empirical and subjective. Furthermore, no eminent study has compared certain combinations. There are new hopes for treatment of osteoporosis, which are more specific with less harm. Our results show that new and emerging therapies are more potent and target specified which more individualize osteoporosis treatment; however, more investigations on their safety and efficacy in comparison with current medications are highly recommended.
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Affiliation(s)
- Pooneh Salari Sharif
- Medical Ethics and History of Medicine Research Center, Tehran University of Medical Sciences, 3rd floor, 21# 16 Azar Ave, Tehran, Iran.
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Albee L, Shi B, Perlman H. Aspartic protease and caspase 3/7 activation are central for macrophage apoptosis following infection with Escherichia coli. J Leukoc Biol 2006; 81:229-37. [PMID: 17023557 DOI: 10.1189/jlb.0506358] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Macrophages are vital for host defense against microbial infections. We have previously shown that infection of macrophages with a nonpathogenic strain of Escherichia coli induces apoptosis rapidly. Here, we demonstrate that infection of macrophages results in the activation of caspases prior to the induction of the intrinsic apoptosis pathway. Caspases 9 and 3 are activated prior to the release of intermembrane mitochondrial protein cytochrome C into the cytosol in infected macrophages. Treatment with an inhibitor to caspase 9 has no effect on the death of macrophages and does not prevent activation of the downstream effector caspase 3/7. In contrast, an inhibitor to caspase 3/7 reduces cell death in E. coli-infected macrophages. Although caspase 9 is not required, activation of aspartic proteases, of which cathepsin D is one of the central members, is essential for activation of caspase 3/7. Treatment with pepstatin A, an inhibitor of aspartic proteases, markedly diminishes the activation of cathepsin D and caspase 3/7 and reduces death in E. coli-infected macrophages. Collectively, these data suggest that cathepsin D activation of caspase 3/7 may be required for inducing one of the death pathways elicited by E. coli.
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Affiliation(s)
- Lee Albee
- Saint Louis University, School of Medicine, Department of Molecular Microbiology and Immunology, 1402 South Grand Blvd., St. Louis, MO 63104, USA
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Marquis RW, James I, Zeng J, Trout REL, Thompson S, Rahman A, Yamashita DS, Xie R, Ru Y, Gress CJ, Blake S, Lark MA, Hwang SM, Tomaszek T, Offen P, Head MS, Cummings MD, Veber DF. Azepanone-Based Inhibitors of Human Cathepsin L. J Med Chem 2005; 48:6870-8. [PMID: 16250645 DOI: 10.1021/jm0502079] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The extension of a previously reported cathepsin K azepanone-based inhibitor template to the design and synthesis of potent and selective inhibitors of the homologous cysteine protease cathepsin L is detailed. Structure-activity studies examining the effect of inhibitor selectivity as a function of the P3 and P2 binding elements of the potent cathepsin K inhibitor 1 revealed that incorporation of either a P3 quinoline-8-carboxamide or a naphthylene-1-carboxamide led to increased selectivity for cathepsin L over cathepsin K. Substitution of the P2 leucine of 1 with either a phenylalanine or a beta-naphthylalanine also resulted in an increased selectivity for cathepsin L over cathepsin K. Molecular modeling studies with the inhibitors docked within the active sites of both cathepsins L and K have rationalized the observed selectivities. Optimization of cathepsin L binding by the combination of the P3 naphthylene-1-carboxamide with the P2 beta-naphthylalanine provided 15, which is a potent, selective, and competitive inhibitor of human cathepsin L with a K(i) = 0.43 nM.
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Affiliation(s)
- Robert W Marquis
- Department of Medicinal Chemistry, GlaxoSmithKline, 1250 South Collegeville Road, Collegeville, PA 19426, USA.
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Smith BB, Cosenza ME, Mancini A, Dunstan C, Gregson R, Martin SW, Smith SY, Davis H. A toxicity profile of osteoprotegerin in the cynomolgus monkey. Int J Toxicol 2004; 22:403-12. [PMID: 14555415 DOI: 10.1177/109158180302200512] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Osteoprotegerin (OPG) is a novel secreted glycoprotein of the tumor necrosis factor (TNF) receptor superfamily that acts as an antiresorptive agent inhibiting osteoclast maturation. OPG acts by competitively inhibiting the association of the OPG ligand with the RANK receptor on osteoclasts and osteoclast precursors. This inhibition of osteoclasts can lead to excess accumulation of newly synthesized bone and cartilage in vivo. The purpose of this study was to investigate the potential toxicity of a human recombinant form of OPG in the young cynomolgus monkey. OPG was administered by intravenous (i.v.) or subcutaneous (s.c.) injection three times per week for either 4 or 13 weeks. There were no deaths during the study, no clinical signs related to treatment, no effect on body weight, appetence, or ophthalmology. No toxicologically relevant changes in routine laboratory investigations, organ weights, or gross or histopathological findings were observed. Serum ionized calcium and phosphorus were decreased at all dose levels. Evaluations were performed to monitor biochemical markers of bone resorption (N-telopeptide [NTx], deoxypyridinoline [DPD]), bone formation (skeletal alkaline phosphatase [sALP], osteocalcin [OC]), parathyroid hormone [PTH], and bone density of the proximal tibia and distal radius in vivo. Dose-related decreases in NTx and/or DPD were observed at each dose level, with up to a 90% decrease in NTx noted for animals treated i.v. or s.c. at 15 mg/kg. Similar decreases were observed for sALP and OC. PTH was increased for animals treated at 5 and 15 mg/kg (i.v. or s.c.). Trabecular bone density was increased for the majority of males and females treated i.v. or s.c. at 15 mg/kg and males treated i.v. at 5 mg/kg. Microscopic examination of the sternebrae revealed corresponding increases in bone. Decreases in markers of bone turnover, and corresponding increases in bone density, were consistent with the pharmacological action of OPG as an osteoclast inhibitor. The no-observable-adverse-effect level (NOAEL) of OPG was 15 mg/kg.
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Deaton DN, Kumar S. Cathepsin K Inhibitors: Their Potential as Anti-Osteoporosis Agents. PROGRESS IN MEDICINAL CHEMISTRY 2004; 42:245-375. [PMID: 15003723 DOI: 10.1016/s0079-6468(04)42006-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/22/2023]
Affiliation(s)
- David N Deaton
- Medicinal Chemistry Department, GlaxoSmithKline Inc., 5 Moore Drive, Research Triangle Park, NC 27709, USA
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Chiva C, Barthe P, Codina A, Gairí M, Molina F, Granier C, Pugnière M, Inui T, Nishio H, Nishiuchi Y, Kimura T, Sakakibara S, Albericio F, Giralt E. Synthesis and NMR structure of p41icf, a potent inhibitor of human cathepsin L. J Am Chem Soc 2003; 125:1508-17. [PMID: 12568610 DOI: 10.1021/ja0207908] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The total synthesis and structural characterization of the MHCII-associated p41 invariant chain fragment (P41icf) is described. P41icf plays a crucial role in the maturation of MHC class II molecules and antigen processing, acting as a highly selective cathepsin L inhibitor. P41icf synthesis was achieved using a combined solid-phase/solution approach. The entire molecule (65 residues, 7246 Da unprotected) was assembled in solution from fully protected peptides in the size range of 10 residues. After deprotection, oxidative folding in carefully adjusted experimental conditions led to the completely folded and functional P41icf with a disulfide pairing identical to that of native P41icf. CD, NMR, and surface plasmon resonance (SPR) were used for the structural and functional characterization of synthetic P41icf. CD thermal denaturation showed clear cooperative behavior. Tight cathepsin L binding was demonstrated by SPR. (1)H NMR spectroscopy at 800 MHz of unlabeled P41icf was used to solve the three-dimensional structure of the molecule. P41icf behaves as a well-folded protein domain with a topology very close to the crystallographic cathepsin L-bound form.
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Affiliation(s)
- Cristina Chiva
- Institut de Recerca Biomèdica de Barcelona, Parc Científic de Barcelona, Spain
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Katunuma N, Tsuge H, Nukatsuka M, Asao T, Fukushima M. Structure-based design of specific cathepsin inhibitors and their application to protection of bone metastases of cancer cells. Arch Biochem Biophys 2002; 397:305-11. [PMID: 11795887 DOI: 10.1006/abbi.2001.2709] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
We report the antihypercalcemic and antimetastatic effects of CLIK-148 in vivo, which is a specific inhibitor of cathepsin L. The decalcification during bone absorption is followed by the degradation of type-1 collagen by osteoclastic cathepsins. Tumor-bearing osteoclasts or TNF-alpha-activated osteoclasts secrete large amounts of cysteine proteases, especially procathepsin L, which powerfully degrade type-1 collagen leading to tumor-associated bone absorption and release of bone calcium. The bone pit formations in vitro, which are caused by osteoclasts derived from human bone marrow cells activated by RANKL and M-CSF and also by mice osteoclasts activated by TNF-alpha, are significantly prevented by CLIK-148 treatment. We evaluated the in vivo inhibitory effect of malignant hypercalcemia induced by LJC-1 human mandibular cancer inoculation by CLIK-148 treatment, and the CLIK-148 treatment significantly protected against the tumor-induced hypercalcemia. On the protection of bone metastasis of colon 26 PMF-15 implanted to mouse calvaria, CLIK-148 treatment significantly inhibited calvaria bone absorption (direct metastasis). The CLIK-148 treatment also reduced distant bone metastasis to the femur and tibia of melanoma A375 tumors implanted into the left ventricle of the heart.
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Affiliation(s)
- N Katunuma
- Institute for Health Sciences, Tokushima Bunri University, Yamashiro-cho, Tokushima-city 770-8514, Japan.
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Ishibashi O, Inui T, Mori Y, Kurokawa T, Kokubo T, Kumegawa M. Quantification of the expression levels of lysosomal cysteine proteinases in purified human osteoclastic cells by competitive RT-PCR. Calcif Tissue Int 2001; 68:109-16. [PMID: 11310346 DOI: 10.1007/bf02678149] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Cathepsin K is a lysosomal cysteine proteinase (LCP) predominantly expressed in osteoclasts. This study was conducted to evaluate the importance of human cathepsin K for osteoclastic bone resorption relative to that of other LCPs. To accomplish this, we quantitatively determined the expression levels of major LCPs (cathepsins B, K, L, and S) in human osteoclastic cells by using competitive RT-PCR. Giant cell tumor of bone (GCT) was used as a source of human osteoclastic cells, since the tissue was shown to contain a large number of cells satisfying the criteria for typical osteoclasts. The involvement of LCPs in the bone-resorption process by the GCT cells was confirmed by showing that trans-epoxysucciny-L-leucylamido-(4-guanidino) butane (E-64), a nonselective cysteine proteinase inhibitor, exerted an inhibitory effect on the pit formation. We isolated osteoclast-like cells (OLCs) positive for tartrate-resistant acid phosphatase (TRAP) and cathepsin K from the GCT tissue to a degree of almost 95% purity. In these cells, the expression of cathepsin K was shown to be approximately 20-, 130-, and 410-fold stronger than that of cathepsins B, L, and S, respectively. A similar result was obtained when human bone marrow cells in culture were used as another source of OLCs. Further, we found that cathepsin K was expressed in OLCs far more strongly than in several human nonosteoclastic cells including osteoblastic cell lines. The abundant and selective expression of cathepsin K in OLCs relative to that of other LCPs suggests that cathepsin K is mainly responsible for osteoclastic degradation of human bone matrix.
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Affiliation(s)
- O Ishibashi
- Department of Dental Pharmacology, Niigata University School of Dentistry, 2-5274 Gakkocho-dori, Niigata 951-8514, Japan
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Xia L, Kilb J, Wex H, Li Z, Lipyansky A, Breuil V, Stein L, Palmer JT, Dempster DW, Brömme D. Localization of rat cathepsin K in osteoclasts and resorption pits: inhibition of bone resorption and cathepsin K-activity by peptidyl vinyl sulfones. Biol Chem 1999; 380:679-87. [PMID: 10430032 DOI: 10.1515/bc.1999.084] [Citation(s) in RCA: 97] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
We have localized cathepsin K in rat osteoclasts and within exposed resorption pits by immuno-fluorescence microscopy. Intracellular staining using an antibody raised against recombinant mouse cathepsin K was vesicular and uniformly distributed throughout the cell. Confocal microscopy analysis did not reveal an accumulation of cathepsin K containing vesicles opposing the ruffled border and the resorption lacuna. Exposed resorption pits exhibited a uniform distribution of cathepsin K, and no differences were observed between the edges and the centers of the pits. The immunostaining of resorption pits with anti-cathepsin K antibodies demonstrates that the protease is secreted into the sub-osteoclastic compartment. Cathepsin K-specific inhibition using peptidyl vinyl sulfones as selective cysteine protease inactivators reduced bone resorption by 80% in a dose-dependent manner at sub-micromolar concentrations. No reduction of bone resorption was observed at those low concentrations using a potent cathepsin L, S, B-specific inhibitor. That the inhibition of bone resorption can be attributed to cathepsin K-like protease inhibition was corroborated by the selective inhibition of the osteoclastic Z-Gly-Pro-Arg-MbetaNA hydrolyzing activity by the cathepsin K, L, S, B-inhibitor, but not by the cathepsin L, B, and S inhibitor. Z-Gly-Pro-Arg-MbetaNA is efficiently hydrolyzed by cathepsin K but only poorly by cathepsins L, S, and B. On the contrary, the intracellular hydrolysis of the cathepsin B-specific substrate, Z-Arg-Arg-MbetaNA, was prevented by both types of inhibitors. The identification of cathepsin K in resorption pits and the inhibition of bone resorption and intracellular cathepsin K activity by selective vinyl sulfone inhibitors indicate the critical role of the protease in osteoclastic bone resorption.
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Affiliation(s)
- L Xia
- Mount Sinai School of Medicine, Department of Human Genetics, New York, NY 10029, USA
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