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Shi W, Singha M, Srivastava G, Pu L, Ramanujam J, Brylinski M. Pocket2Drug: An Encoder-Decoder Deep Neural Network for the Target-Based Drug Design. Front Pharmacol 2022; 13:837715. [PMID: 35359869 PMCID: PMC8962739 DOI: 10.3389/fphar.2022.837715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Accepted: 02/10/2022] [Indexed: 11/13/2022] Open
Abstract
Computational modeling is an essential component of modern drug discovery. One of its most important applications is to select promising drug candidates for pharmacologically relevant target proteins. Because of continuing advances in structural biology, putative binding sites for small organic molecules are being discovered in numerous proteins linked to various diseases. These valuable data offer new opportunities to build efficient computational models predicting binding molecules for target sites through the application of data mining and machine learning. In particular, deep neural networks are powerful techniques capable of learning from complex data in order to make informed drug binding predictions. In this communication, we describe Pocket2Drug, a deep graph neural network model to predict binding molecules for a given a ligand binding site. This approach first learns the conditional probability distribution of small molecules from a large dataset of pocket structures with supervised training, followed by the sampling of drug candidates from the trained model. Comprehensive benchmarking simulations show that using Pocket2Drug significantly improves the chances of finding molecules binding to target pockets compared to traditional drug selection procedures. Specifically, known binders are generated for as many as 80.5% of targets present in the testing set consisting of dissimilar data from that used to train the deep graph neural network model. Overall, Pocket2Drug is a promising computational approach to inform the discovery of novel biopharmaceuticals.
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Affiliation(s)
- Wentao Shi
- Division of Electrical and Computer Engineering, Louisiana State University, Baton Rouge, LA, United States
| | - Manali Singha
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, United States
| | - Gopal Srivastava
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, United States
| | - Limeng Pu
- Center for Computation and Technology, Louisiana State University, Baton Rouge, LA, United States
| | - J. Ramanujam
- Division of Electrical and Computer Engineering, Louisiana State University, Baton Rouge, LA, United States
- Center for Computation and Technology, Louisiana State University, Baton Rouge, LA, United States
| | - Michal Brylinski
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, United States
- Center for Computation and Technology, Louisiana State University, Baton Rouge, LA, United States
- *Correspondence: Michal Brylinski,
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Abdelaleem ER, Samy MN, Ahmed SA, Aboulmagd AM, Alhadrami AH, Rateb ME, Abdelmohsen UR, Desoukey SY. The Red Sea marine sponge Spongia irregularis: metabolomic profiling and cytotoxic potential supported by in silico studies. Nat Prod Res 2022; 36:6359-6363. [PMID: 35084266 DOI: 10.1080/14786419.2022.2030328] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
The current study discusses the chemical composition of the marine sponge Spongia irregularis using LC-HRESIMS. The metabolomic profiling resulted in the annotation of 17 metabolites of different chemical classes. Additionally, evaluation of the cytotoxic activities of the total extract and different fractions were carried out against three different cell lines where the n-butanol fraction exhibited the highest cytotoxic effects against HepG-2, MCF-7 and CACO-2 cell lines with IC50 values of 9.6 ± 0.02, 4.3 ± 0.10 and 5.6 ± 0.03 µg/mL, respectively. Also, the study was supported by docking study of the identified compounds for binding affinity to MSK1.
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Affiliation(s)
- Enas Reda Abdelaleem
- Department of Pharmacognosy, Faculty of Pharmacy, Minia University, Minia, Egypt
| | - Mamdouh Nabil Samy
- Department of Pharmacognosy, Faculty of Pharmacy, Minia University, Minia, Egypt
| | - Safwat A Ahmed
- Department of Pharmacognosy, Faculty of Pharmacy, Suez Canal University, Ismailia, Egypt
| | - Asmaa M Aboulmagd
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Nahda University, Beni Suef, Egypt
| | - Albaraa Hani Alhadrami
- School of Computing, Engineering & Physical Sciences, University of the West of Scotland, Paisley, Scotland, UK
| | - Mostafa E Rateb
- School of Computing, Engineering & Physical Sciences, University of the West of Scotland, Paisley, Scotland, UK
| | - Usama Ramadan Abdelmohsen
- Department of Pharmacognosy, Faculty of Pharmacy, Minia University, Minia, Egypt.,Department of Pharmacognosy, Faculty of Pharmacy, Deraya University, New Minia, Egypt
| | - Samar Yehia Desoukey
- Department of Pharmacognosy, Faculty of Pharmacy, Minia University, Minia, Egypt
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3
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Gógl G, Kornev AP, Reményi A, Taylor SS. Disordered Protein Kinase Regions in Regulation of Kinase Domain Cores. Trends Biochem Sci 2019; 44:300-311. [PMID: 30611608 PMCID: PMC6592696 DOI: 10.1016/j.tibs.2018.12.002] [Citation(s) in RCA: 47] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2018] [Revised: 11/29/2018] [Accepted: 12/03/2018] [Indexed: 02/07/2023]
Abstract
Since publication of the crystal structure of protein kinase (PK)A three decades ago, a structural portrait of the conserved kinase core has been drawn. The next challenge is to elucidate structures of full-length kinases and to address the intrinsically disordered regions (IDRs) that typically flank the core as well as the small linear motifs (SLiMs) that are embedded within the IDRs. It is increasingly apparent that unstructured regions integrate the kinase catalytic chassis into multienzyme-based regulatory networks. The extracellular signal-regulated kinase-ribosomal S6 PK-phosphoinositide-dependent kinase (ERK-RSK-PDK) complex is an excellent example to demonstrate how IDRs and SLiMs govern communication between four different kinase catalytic cores to mediate activation and how in molecular terms these promote the formation of kinase heterodimers in a context dependent fashion.
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Affiliation(s)
- Gergő Gógl
- Institute of Enzymology, Research Center for Natural Sciences, Hungarian Academy of Sciences, Budapest, Hungary
| | - Alexandr P Kornev
- Department of Pharmacology, University of California San Diego, 9500 Gilman Drive, La Jolla, San Diego, CA 92093-0654, USA
| | - Attila Reményi
- Institute of Enzymology, Research Center for Natural Sciences, Hungarian Academy of Sciences, Budapest, Hungary.
| | - Susan S Taylor
- Department of Pharmacology, University of California San Diego, 9500 Gilman Drive, La Jolla, San Diego, CA 92093-0654, USA; Department of Chemistry and Biochemistry, University of California San Diego, 9500 Gilman Drive, La Jolla, San Diego, CA 92093-0654, USA.
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Lee WL, Grimes JM, Robinson RC. Yersinia effector YopO uses actin as bait to phosphorylate proteins that regulate actin polymerization. Nat Struct Mol Biol 2015; 22:248-55. [PMID: 25664724 DOI: 10.1038/nsmb.2964] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2014] [Accepted: 12/30/2014] [Indexed: 11/09/2022]
Abstract
Pathogenic Yersinia species evade host immune systems through the injection of Yersinia outer proteins (Yops) into phagocytic cells. One Yop, YopO, also known as YpkA, induces actin-filament disruption, impairing phagocytosis. Here we describe the X-ray structure of Yersinia enterocolitica YopO in complex with actin, which reveals that YopO binds to an actin monomer in a manner that blocks polymerization yet allows the bound actin to interact with host actin-regulating proteins. SILAC-MS and biochemical analyses confirm that actin-polymerization regulators such as VASP, EVL, WASP, gelsolin and the formin diaphanous 1 are directly sequestered and phosphorylated by YopO through formation of ternary complexes with actin. This leads to a model in which YopO at the membrane sequesters actin from polymerization while using the bound actin as bait to recruit, phosphorylate and misregulate host actin-regulating proteins to disrupt phagocytosis.
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Affiliation(s)
- Wei Lin Lee
- 1] Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore. [2] Division of Structural Biology, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Jonathan M Grimes
- 1] Division of Structural Biology, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Diamond Light Source, Oxfordshire, UK
| | - Robert C Robinson
- 1] Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore. [2] Department of Biochemistry, National University of Singapore, Singapore
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Liu H, Hwang J, Li W, Choi TW, Liu K, Huang Z, Jang JH, Thimmegowda NR, Lee KW, Ryoo IJ, Ahn JS, Bode AM, Zhou X, Yang Y, Erikson RL, Kim BY, Dong Z. A derivative of chrysin suppresses two-stage skin carcinogenesis by inhibiting mitogen- and stress-activated kinase 1. Cancer Prev Res (Phila) 2013; 7:74-85. [PMID: 24169959 DOI: 10.1158/1940-6207.capr-13-0133] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Mitogen- and stress-activated kinase 1 (MSK1) is a nuclear serine/threonine protein kinase that acts downstream of both extracellular signal-regulated kinases and p38 mitogen-activated protein kinase in response to stress or mitogenic extracellular stimuli. Increasing evidence has shown that MSK1 is closely associated with malignant transformation and cancer development. MSK1 should be an effective target for cancer chemoprevention and chemotherapy. However, very few MSK1 inhibitors, especially natural compounds, have been reported. We used virtual screening of a natural products database and the active conformation of the C-terminal kinase domain of MSK1 (PDB id 3KN) as the receptor structure to identify chrysin and its derivative, compound 69407, as inhibitors of MSK1. Compared with chrysin, compound 69407 more strongly inhibited proliferation and 12-O-tetradecanoylphorbol-13-acetate (TPA)-induced neoplastic transformation of JB6 P+ cells with lower cytotoxicity. Western blot data demonstrated that compound 69407 suppressed phosphorylation of the MSK1 downstream effector histone H3 in intact cells. Knocking down the expression of MSK1 effectively reduced the sensitivity of JB6 P+ cells to compound 69407. Moreover, topical treatment with compound 69407 before TPA application significantly reduced papilloma development in terms of number and size in a two-stage mouse skin carcinogenesis model. The reduction in papilloma development was accompanied by the inhibition of histone H3 phosphorylation at Ser10 in tumors extracted from mouse skin. The results indicated that compound 69407 exerts inhibitory effects on skin tumorigenesis by directly binding with MSK1 and attenuates the MSK1/histone H3 signaling pathway, which makes it an ideal chemopreventive agent against skin cancer.
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Affiliation(s)
- Haidan Liu
- University of Minnesota, 801 16th Avenue NE, Austin, MN 55912. Phone: 507-437-9600; Fax: 507-437-9606; ; and Bo-Yeon Kim, Korea Research Institute of Bioscience and Biotechnology, Ochang, Cheongwon 363-883, Republic of Korea.
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Cardiovascular effects of a novel selective Rho kinase inhibitor, 2-(1H-indazole-5-yl)amino-4-methoxy-6-piperazino triazine (DW1865). Eur J Pharmacol 2013; 702:218-26. [PMID: 23376156 DOI: 10.1016/j.ejphar.2013.01.027] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2012] [Revised: 01/08/2013] [Accepted: 01/16/2013] [Indexed: 11/23/2022]
Abstract
The arising critical implications of Rho kinase signaling in cardiovascular diseases have been attracting attention in the pharmacological potential of Rho kinase inhibitors. We identified a novel inhibitor of Rho kinase (2-(1H-indazole-5-yl)amino-4-methoxy-6-piperazino triazine; DW 1865) and characterized its effects in biochemical, cellular, tissue and animal based assays. DW 1865 potently inhibited the kinase activity of both Rho kinase 1 and Rho kinase 2 in vitro, and behaved as an ATP-competitive inhibitor. Interestingly, DW1865 was 10 times more potent in inhibiting Rho kinase activities than fasudil as a selective Rho kinase inhibitor. The activity of DW1865 was shown to be highly selective for Rho kinase in the panel assay of 13 other kinases. In the isolated vascular tissue study, DW1865 exerted vasorelaxation in phenylephrine- or 5-hydroxytriptamine-induced contraction in a concentration-dependent manner manner. In spontaneously hypertensive rats, administration of DW1865 caused a significant and dose-related reduction in blood pressure. Furthermore, DW1865 blocked angiotensin II-induced stress fiber formation and cellular hypertrophy in rat heart-derived H9c2 cells. Taken together, these results suggest that DW1865 is a highly selective and potent Rho kinase inhibitor that will alleviate the pathophysiological actions of Rho kinase such as stress fiber formation, cellular hypertrophy, and hypertension.
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