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Nagarajan S, Choi MJ, Cho YS, Min SJ, Keum G, Kim SJ, Lee CS, Pae AN. Tubulin Inhibitor Identification by Bioactive Conformation Alignment Pharmacophore-Guided Virtual Screening. Chem Biol Drug Des 2015; 86:998-1016. [DOI: 10.1111/cbdd.12568] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2015] [Revised: 03/20/2015] [Accepted: 03/30/2015] [Indexed: 11/26/2022]
Affiliation(s)
- Shanthi Nagarajan
- Center for Neuro-Medicine; Brain Science Institute; Korea Institute of Science and Technology; Hwarangno 14-gil 5 Seongbuk-gu Seoul 136-791 Korea
- Department of Biological Chemistry; Korea University of Science and Technology; 52 Eoeun dong Yuseong-gu Daejeon 305-333 Korea
| | - Min Jeong Choi
- Center for Neuro-Medicine; Brain Science Institute; Korea Institute of Science and Technology; Hwarangno 14-gil 5 Seongbuk-gu Seoul 136-791 Korea
- Chemistry & Nano Science; Ewha Womans University; 11-1 Daehyun-Dong Seodaemun-Gu Seoul 120-750 Korea
| | - Yong Seo Cho
- Center for Neuro-Medicine; Brain Science Institute; Korea Institute of Science and Technology; Hwarangno 14-gil 5 Seongbuk-gu Seoul 136-791 Korea
- Department of Biological Chemistry; Korea University of Science and Technology; 52 Eoeun dong Yuseong-gu Daejeon 305-333 Korea
| | - Sun-Joon Min
- Center for Neuro-Medicine; Brain Science Institute; Korea Institute of Science and Technology; Hwarangno 14-gil 5 Seongbuk-gu Seoul 136-791 Korea
- Department of Biological Chemistry; Korea University of Science and Technology; 52 Eoeun dong Yuseong-gu Daejeon 305-333 Korea
| | - Gyochang Keum
- Center for Neuro-Medicine; Brain Science Institute; Korea Institute of Science and Technology; Hwarangno 14-gil 5 Seongbuk-gu Seoul 136-791 Korea
- Department of Biological Chemistry; Korea University of Science and Technology; 52 Eoeun dong Yuseong-gu Daejeon 305-333 Korea
| | - Soo Jin Kim
- Chong Kun Dang Research Institute; CKD Pharmaceuticals; Jung-dong Giheung-gu Yongin-si Gyeonggi-do 464-3 Korea
| | - Chang Sik Lee
- Chong Kun Dang Research Institute; CKD Pharmaceuticals; Jung-dong Giheung-gu Yongin-si Gyeonggi-do 464-3 Korea
| | - Ae Nim Pae
- Center for Neuro-Medicine; Brain Science Institute; Korea Institute of Science and Technology; Hwarangno 14-gil 5 Seongbuk-gu Seoul 136-791 Korea
- Department of Biological Chemistry; Korea University of Science and Technology; 52 Eoeun dong Yuseong-gu Daejeon 305-333 Korea
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Patil KR, Mohapatra P, Patel HM, Goyal SN, Ojha S, Kundu CN, Patil CR. Pentacyclic Triterpenoids Inhibit IKKβ Mediated Activation of NF-κB Pathway: In Silico and In Vitro Evidences. PLoS One 2015; 10:e0125709. [PMID: 25938234 PMCID: PMC4418667 DOI: 10.1371/journal.pone.0125709] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2015] [Accepted: 03/17/2015] [Indexed: 01/02/2023] Open
Abstract
Pentacyclic Triterpenoids (PTs) and their analogues as well as derivatives are emerging as important drug leads for various diseases. They act through a variety of mechanisms and a majority of them inhibit the nuclear factor kappa-beta (NF-κB) signaling pathway. In this study, we examined the effects of the naturally occurring PTs on IκB kinase-β (IKKβ), which has great scientific relevance in the NF-κB signaling pathway. On virtual screening, 109 PTs were screened through the PASS (prediction of activity spectra of substances) software for prediction of NF-κB inhibitory activity followed by docking on the NEMO/IKKβ association complex (PDB: 3BRV) and testing for compliance with the softened Lipinski’s Rule of Five using Schrodinger (LLC, New York, USA). Out of the projected 45 druggable PTs, Corosolic Acid (CA), Asiatic Acid (AA) and Ursolic Acid (UA) were assayed for IKKβ kinase activity in the cell free medium. The UA exhibited a potent IKKβ inhibitory effect on the hotspot kinase assay with IC50 of 69 μM. Whereas, CA at 50 μM concentration markedly reduced the NF-κB luciferase activity and phospho-IKKβ protein expressions. The PTs tested, attenuated the expression of the NF-κB cascade proteins in the LPS-stimulated RAW 264.7 cells, prevented the phosphorylation of the IKKα/β and blocked the activation of the Interferon-gamma (IFN-γ). The results suggest that the IKKβ inhibition is the major mechanism of the PTs-induced NF-κB inhibition. PASS predictions along with in-silico docking against the NEMO/IKKβ can be successfully applied in the selection of the prospective NF-κB inhibitory downregulators of IKKβ phosphorylation.
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Affiliation(s)
- Kalpesh R. Patil
- Department of Pharmacology, H. R. Patel Institute of Pharmaceutical Education and Research, Shirpur, Dist- Dhule, Maharashtra, India
| | - Purusottam Mohapatra
- Cancer Biology Laboratory, KIIT School of Biotechnology, KIIT University, Bhubaneswar, Odisha, India
| | - Harun M. Patel
- Department of Pharmaceutical Chemistry, R. C. Patel Institute of Pharmaceutical Education and Research, Shirpur, Dist- Dhule, Maharashtra, India
| | - Sameer N. Goyal
- Department of Pharmacology, R. C. Patel Institute of Pharmaceutical Education and Research, Shirpur, Dist- Dhule, Maharashtra, India
| | - Shreesh Ojha
- Department of Pharmacology and Therapeutics, College of Medicine and Health Sciences, United Arab Emirates University, Al-Ain, United Arab Emirates, UAE
| | - Chanakya N. Kundu
- Cancer Biology Laboratory, KIIT School of Biotechnology, KIIT University, Bhubaneswar, Odisha, India
- * E-mail: (CRP); (CNK); (KRP)
| | - Chandragouda R. Patil
- Department of Pharmacology, R. C. Patel Institute of Pharmaceutical Education and Research, Shirpur, Dist- Dhule, Maharashtra, India
- * E-mail: (CRP); (CNK); (KRP)
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Sala E, Guasch L, Iwaszkiewicz J, Mulero M, Salvadó MJ, Pinent M, Zoete V, Grosdidier A, Garcia-Vallvé S, Michielin O, Pujadas G. Identification of human IKK-2 inhibitors of natural origin (part I): modeling of the IKK-2 kinase domain, virtual screening and activity assays. PLoS One 2011; 6:e16903. [PMID: 21390216 PMCID: PMC3044726 DOI: 10.1371/journal.pone.0016903] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2010] [Accepted: 01/14/2011] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Their large scaffold diversity and properties, such as structural complexity and drug similarity, form the basis of claims that natural products are ideal starting points for drug design and development. Consequently, there has been great interest in determining whether such molecules show biological activity toward protein targets of pharmacological relevance. One target of particular interest is hIKK-2, a serine-threonine protein kinase belonging to the IKK complex that is the primary component responsible for activating NF-κB in response to various inflammatory stimuli. Indeed, this has led to the development of synthetic ATP-competitive inhibitors for hIKK-2. Therefore, the main goals of this study were (a) to use virtual screening to identify potential hIKK-2 inhibitors of natural origin that compete with ATP and (b) to evaluate the reliability of our virtual-screening protocol by experimentally testing the in vitro activity of selected natural-product hits. METHODOLOGY/PRINCIPAL FINDINGS We thus predicted that 1,061 out of the 89,425 natural products present in the studied database would inhibit hIKK-2 with good ADMET properties. Notably, when these 1,061 molecules were merged with the 98 synthetic hIKK-2 inhibitors used in this study and the resulting set was classified into ten clusters according to chemical similarity, there were three clusters that contained only natural products. Five molecules from these three clusters (for which no anti-inflammatory activity has been previously described) were then selected for in vitro activity testing, in which three out of the five molecules were shown to inhibit hIKK-2. CONCLUSIONS/SIGNIFICANCE We demonstrated that our virtual-screening protocol was successful in identifying lead compounds for developing new inhibitors for hIKK-2, a target of great interest in medicinal chemistry. Additionally, all the tools developed during the current study (i.e., the homology model for the hIKK-2 kinase domain and the pharmacophore) will be made available to interested readers upon request.
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Affiliation(s)
- Esther Sala
- Grup de Recerca en Nutrigenòmica, Departament de Bioquímica i Biotecnologia, Universitat Rovira i Virgili, Campus de Sescelades, Tarragona, Catalonia, Spain
| | - Laura Guasch
- Grup de Recerca en Nutrigenòmica, Departament de Bioquímica i Biotecnologia, Universitat Rovira i Virgili, Campus de Sescelades, Tarragona, Catalonia, Spain
| | - Justyna Iwaszkiewicz
- Molecular Modeling Group, Swiss Institute of Bioinformatics, Quartier UNIL-Sorge, Lausanne, Switzerland
| | - Miquel Mulero
- Grup de Recerca en Nutrigenòmica, Departament de Bioquímica i Biotecnologia, Universitat Rovira i Virgili, Campus de Sescelades, Tarragona, Catalonia, Spain
| | - Maria-Josepa Salvadó
- Grup de Recerca en Nutrigenòmica, Departament de Bioquímica i Biotecnologia, Universitat Rovira i Virgili, Campus de Sescelades, Tarragona, Catalonia, Spain
| | - Montserrat Pinent
- Grup de Recerca en Nutrigenòmica, Departament de Bioquímica i Biotecnologia, Universitat Rovira i Virgili, Campus de Sescelades, Tarragona, Catalonia, Spain
| | - Vincent Zoete
- Molecular Modeling Group, Swiss Institute of Bioinformatics, Quartier UNIL-Sorge, Lausanne, Switzerland
| | - Aurélien Grosdidier
- Molecular Modeling Group, Swiss Institute of Bioinformatics, Quartier UNIL-Sorge, Lausanne, Switzerland
| | - Santiago Garcia-Vallvé
- Grup de Recerca en Nutrigenòmica, Departament de Bioquímica i Biotecnologia, Universitat Rovira i Virgili, Campus de Sescelades, Tarragona, Catalonia, Spain
- Centre Tecnològic de Nutrició i Salut, Reus, Catalonia, Spain
| | - Olivier Michielin
- Molecular Modeling Group, Swiss Institute of Bioinformatics, Quartier UNIL-Sorge, Lausanne, Switzerland
| | - Gerard Pujadas
- Grup de Recerca en Nutrigenòmica, Departament de Bioquímica i Biotecnologia, Universitat Rovira i Virgili, Campus de Sescelades, Tarragona, Catalonia, Spain
- Centre Tecnològic de Nutrició i Salut, Reus, Catalonia, Spain
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Schönbach C, Nakai K, Tan TW, Ranganathan S. InCoB2010 - 9th International Conference on Bioinformatics at Tokyo, Japan, September 26-28, 2010. BMC Bioinformatics 2010; 11 Suppl 7:S1. [PMID: 21106116 PMCID: PMC2957677 DOI: 10.1186/1471-2105-11-s7-s1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023] Open
Abstract
The International Conference on Bioinformatics (InCoB), the annual conference of the Asia-Pacific Bioinformatics Network (APBioNet), is hosted in one of countries of the Asia-Pacific region. The 2010 conference was awarded to Japan and has attracted more than one hundred high-quality research paper submissions. Thorough peer reviewing resulted in 47 (43.5%) accepted papers out of 108 submissions. Submissions from Japan, R.O. Korea, P.R. China, Australia, Singapore and U.S.A totaled 43.8% and contributed to 57.4% of accepted papers. Manuscripts originating from Taiwan and India added up to 42.8% of submissions and 28.3% of acceptances. The fifteen articles published in this BMC Bioinformatics supplement cover disease informatics, structural bioinformatics and drug design, biological databases and software tools, signaling pathways, gene regulatory and biochemical networks, evolution and sequence analysis.
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Affiliation(s)
- Christian Schönbach
- Department of Bioscience and Bioinformatics, Kyushu Institute of Technology, Fukuoka 820-8502, Japan
| | - Kenta Nakai
- Laboratory of Functional Analysis in silico, Human Genome Center, The Institute of Medical Science, The University of Tokyo, Tokyo 108-8639, Japan
| | - Tin Wee Tan
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, 8 Medical Drive, Singapore 117597
| | - Shoba Ranganathan
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, 8 Medical Drive, Singapore 117597
- Department of Chemistry and Biomolecular Sciences and ARC Centre of Excellence in Bioinformatics, Macquarie University, Sydney NSW 2109, Australia
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