65 results on '"Minky Son"'
Search Results
2. Integration of virtual screening and computational simulation identifies photodynamic therapeutics against human Protoporphyrinogen Oxidase IX (hPPO)
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Amir Zeb, Chanin Park, Minky Son, Ayoung Baek, Yeongrae Cho, Donghwan Kim, Shailima Rampogu, Gihwan Lee, Youn-Sig Kwak, Seok Ju Park, and Keun Woo Lee
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Chemistry ,QD1-999 - Abstract
Photodynamic therapy (PDT) is a rapidly evolving area of cancer management against solid tumors. PDT is either administrated by injecting photosensitizer (porphyrins) or by accumulation of intracellular protoporphyrin IX via the inhibition of human Protoporphyrinogen Oxidase IX (hPPO). In this study, novel inhibitors of hPPO have been investigated by integrating virtual screening, molecular docking, and molecular dynamics (MD) simulation. A ligand-based pharmacophore was generated from a training set of 22 inhibitors of hPPO. The selected pharmacophore had four chemical features including three hydrogen bond acceptors and one hydrophobic. The pharmacophore was characterized by highest correlation coefficient of 0.96, cost difference of 53.20, and lowest root mean square deviation of 0.73. The resultant pharmacophore was validated by Fischer’s Randomization and Test Set Validation methods. The validated pharmacophore was used as a 3D query to screen chemical databases including NCI, Asinex, Chembridge, and Maybridge. The screening of chemical databases and the subsequent application of Lipinski’s Rule of Five, and ADMET Assessment Test, retrieved 1176 drug-like compounds. The drug-like compounds were subjected to molecular docking studies in the active site of hPPO to eliminate false positive hits and to elucidate their true binding orientation. Top three candidate molecules with high docking scores and hydrogen bond interactions with catalytic active residues were selected as best candidate inhibitors against hPPO. The binding stability of selected candidate inhibitors was evaluated by MD simulation. The MD simulation of hits portrayed strong hydrogen bonds and key hydrophobic interactions with catalytic active residues of hPPO including R59, R97, G159, G332 and flavin moiety of FAD (coenzyme of hPPO). Our study predicts three hit compounds against hPPO, which could possibly accumulate high concentration of protoporphyrinogen-IX, and thereby acting as an intracellular photosensitizer against tumor cells through photodynamic therapy. Keywords: Photodynamic therapy (PDT), hPPO Inhibition, Virtual screening, Pharmacophore modeling, Molecular docking simulation, Molecular dynamics (MD) simulation
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- 2020
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3. Computational Simulations Identified Two Candidate Inhibitors of Cdk5/p25 to Abrogate Tau-associated Neurological Disorders
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Amir Zeb, Minky Son, Sanghwa Yoon, Ju Hyun Kim, Seok Ju Park, and Keun Woo Lee
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Biotechnology ,TP248.13-248.65 - Abstract
Deregulation of Cdk5 is a hallmark in neurodegenerative diseases and its complex with p25 forms Cdk5/p25, thereby causes severe neuropathological insults. Cdk5/p25 abnormally phosphorylates tau protein, and induces tau-associated neurofibrillary tangles in neurological disorders. Therefore, the pharmacological inhibition of Cdk5/p25 alleviates tau-associated neurological disorders. Herein, computational simulations probed two candidate inhibitors of Cdk5/p25. Structure-based pharmacophore investigated the essential complementary chemical features of ATP-binding site of Cdk5 in complex with roscovitine. Resultant pharmacophore harbored polar interactions with Cys83 and Asp86 residues and non-polar interactions with Ile10, Phe80, and Lys133 residues of Cdk5. The chemical space of selected pharmacophore was comprised of two hydrogen bond donors, one hydrogen bond acceptor, and three hydrophobic features. Decoy test validation of pharmacophore obtained highest Guner-Henry score (0.88) and enrichment factor score (7.23). The screening of natural product drug-like databases by validated pharmacophore retrieved 1126 compounds as candidate inhibitors of Cdk5/p25. The docking of candidate inhibitors filtered 10 molecules with docking score >80.00 and established polar and non-polar interactions with the ATP-binding site residues of Cdk5/p25. Finally, molecular dynamics simulation and binding free energy analyses identified two candidate inhibitors of Cdk5/p25. During 30 ns simulation, the candidate inhibitors established
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- 2019
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4. Evidence that phytochrome functions as a protein kinase in plant light signalling
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Ah-Young Shin, Yun-Jeong Han, Ayoung Baek, Taeho Ahn, Soo Young Kim, Thai Son Nguyen, Minky Son, Keun Woo Lee, Yu Shen, Pill-Soon Song, and Jeong-Il Kim
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Science - Abstract
Phytochromes regulate plant responses to environmental light conditions but despite extensive research the initial events in phytochrome signaling remain uncertain. Here, Shin et al. provide evidence that phytochrome phosphorylates target proteins via kinase activity in the N-terminal core domain.
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- 2016
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5. A Computational Approach with Biological Evaluation: Combinatorial Treatment of Curcumin and Exemestane Synergistically Regulates DDX3 Expression in Cancer Cell Lines
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Shailima Rampogu, Seong Min Kim, Minky Son, Ayoung Baek, Chanin Park, Gihwan Lee, Yumi Kim, Gon Sup Kim, Ju Hyun Kim, and Keun Woo Lee
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DDX3 ,cancers ,natural compounds ,combinatorial treatment ,Microbiology ,QR1-502 - Abstract
DDX3 belongs to RNA helicase family that demonstrates oncogenic properties and has gained wider attention due to its role in cancer progression, proliferation and transformation. Mounting reports have evidenced the role of DDX3 in cancers making it a promising target to abrogate DDX3 triggered cancers. Dual pharmacophore models were generated and were subsequently validated. They were used as 3D queries to screen the InterBioScreen database, resulting in the selection of curcumin that was escalated to molecular dynamics simulation studies. In vitro anti-cancer analysis was conducted on three cell lines such as MCF-7, MDA-MB-231 and HeLa, which were evaluated along with exemestane. Curcumin was docked into the active site of the protein target (PDB code 2I4I) to estimate the binding affinity. The compound has interacted with two key residues and has displayed stable molecular dynamics simulation results. In vitro analysis has demonstrated that both the candidate compounds have reduced the expression of DDX3 in three cell lines. However, upon combinatorial treatment of curcumin (10 and 20 μM) and exemestane (50 μM) a synergism was exhibited, strikingly downregulating the DDX3 expression and has enhanced apoptosis in three cell lines. The obtained results illuminate the use of curcumin as an alternative DDX3 inhibitor and can serve as a chemical scaffold to design new small molecules.
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- 2020
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6. Discovery of Small Molecules That Target Vascular Endothelial Growth Factor Receptor-2 Signalling Pathway Employing Molecular Modelling Studies
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Shailima Rampogu, Ayoung Baek, Chanin Park, Minky Son, Shraddha Parate, Saravanan Parameswaran, Yohan Park, Baji Shaik, Ju Hyun Kim, Seok Ju Park, and Keun Woo Lee
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anti-angiogenic inhibitors ,type-II anti-angiogenic inhibitors ,VEGFR-2 ,natural products ,protein kinase inhibitors ,Cytology ,QH573-671 - Abstract
Angiogenesis is defined as the formation of new blood vessels and is a key phenomenon manifested in a host of cancers during which tyrosine kinases play a crucial role. Vascular endothelial growth factor receptor-2 (VEGFR-2) is pivotal in cancer angiogenesis, which warrants the urgency of discovering new anti-angiogenic inhibitors that target the signalling pathways. To obtain this objective, a structure-based pharmacophore model was built from the drug target VEGFR-2 (PDB code: 4AG8), complexed with axitinib and was subsequently validated and employed as a 3D query to retrieve the candidate compounds with the key inhibitory features. The model was escalated to molecular docking studies resulting in seven candidate compounds. The molecular docking studies revealed that the seven compounds displayed a higher dock score than the reference-cocrystallised compound. The GROningen MAchine for Chemical Simulations (GROMACS) package guided molecular dynamics (MD) results determined their binding mode and affirmed stable root mean square deviation. Furthermore, these compounds have preserved their key interactions with the residues Glu885, Glu917, Cys919 and Asp1046. The obtained findings deem that the seven compounds could act as novel anti-angiogenic inhibitors and may further assist as the prototype in designing and developing new inhibitors.
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- 2019
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7. Discovery of Non-Peptidic Compounds against Chagas Disease Applying Pharmacophore Guided Molecular Modelling Approaches
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Shailima Rampogu, Gihwan Lee, Ayoung Baek, Minky Son, Chanin Park, Amir Zeb, Sang Hwa Yoon, Suhyeon Park, and Keun Woo Lee
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Chagas disease ,Trypanosome cruzi ,cruzipian ,cysteine protease ,molecular docking simulations ,molecular dynamics simulations ,Organic chemistry ,QD241-441 - Abstract
Chagas disease is one of the primary causes of heart diseases accounting to 50,000 lives annually and is listed as the neglected tropical disease. Because the currently available therapies have greater toxic effects with higher resistance, there is a dire need to develop new drugs to combat the disease. In this pursuit, the 3D QSAR ligand-pharmacophore (pharm 1) and receptor-based pharmacophore (pharm 2) search was initiated to retrieve the candidate compounds from universal natural compounds database. The validated models were allowed to map the universal natural compounds database. The obtained lead candidates were subjected to molecular docking against cysteine protease (PDB code: 1ME3) employing -Cdocker available on the discovery studio. Subsequently, two Hits have satisfied the selection criteria and were escalated to molecular dynamics simulation and binding free energy calculations. These Hits have demonstrated higher dock scores, displayed interactions with the key residues portraying an ideal binding mode complemented by mapping to all the features of pharm 1 and pharm 2. Additionally, they have rendered stable root mean square deviation (RMSD) and potential energy profiles illuminating their potentiality as the prospective antichagastic agents. The study further demonstrates the mechanism of inhibition by tetrad residues compromising of Gly23 and Asn70 holding the ligand at each ends and the residues Gly65 and Gly160 clamping the Hits at the center. The notable feature is that the Hits lie in close proximity with the residues Glu66 and Leu67, accommodating within the S1, S2 and S3 subsites. Considering these findings, the study suggests that the Hits may be regarded as effective therapeutics against Chagas disease.
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- 2018
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8. Functional mechanism of C-terminal tail in the enzymatic role of porcine testicular carbonyl reductase: a combined experiment and molecular dynamics simulation study of the C-terminal tail in the enzymatic role of PTCR.
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Minky Son, Woo Young Bang, Chanin Park, Yuno Lee, Seul Gi Kwon, Sam Woong Kim, Chul Wook Kim, and Keun Woo Lee
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Medicine ,Science - Abstract
Porcine testicular carbonyl reductase, PTCR which is one of the short chain dehydrogenases/reductases (SDR) superfamily catalyzes the NADPH-dependent reduction of carbonyl compounds including steroids and prostaglandins. Previously we reported C-terminal tail of PTCR was deleted due to a nonsynonymous single nucleotide variation (nsSNV). Here we identified from kinetic studies that the enzymatic properties for 5α-dihydrotestosterone (5α-DHT) were different between wild-type and C-terminal-deleted PTCRs. Compared to wild-type PTCR, C-terminal-deleted PTCR has much higher reduction rate. To investigate structural difference between wild-type and C-terminal-deleted PTCRs upon 5α-DHT binding, we performed molecular dynamics simulations for two complexes. Using trajectories, molecular interactions including hydrogen bonding patterns, distance between 5α-DHT and catalytic Tyr193, and interaction energies are analyzed and compared. During the MD simulation time, the dynamic behavior of C-terminal tail in wild-type PTCR is also examined using essential dynamics analysis. The results of our simulations reveal that the binding conformation of 5α-DHT in C-terminal-deleted PTCR is more favorable for reduction reaction in PTCR, which shows strong agreement with kinetic data. These structural findings provide valuable information to understand substrate specificity of PTCR and further kinetic properties of enzymes belonging to the SDR superfamily.
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- 2014
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9. Exploration of virtual candidates for human HMG-CoA reductase inhibitors using pharmacophore modeling and molecular dynamics simulations.
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Minky Son, Ayoung Baek, Sugunadevi Sakkiah, Chanin Park, Shalini John, and Keun Woo Lee
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Medicine ,Science - Abstract
3-hydroxy-3-methylglutaryl coenzyme A reductase (HMGR) is a rate-controlling enzyme in the mevalonate pathway which involved in biosynthesis of cholesterol and other isoprenoids. This enzyme catalyzes the conversion of HMG-CoA to mevalonate and is regarded as a drug target to treat hypercholesterolemia. In this study, ten qualitative pharmacophore models were generated based on chemical features in active inhibitors of HMGR. The generated models were validated using a test set. In a validation process, the best hypothesis was selected based on the statistical parameters and used for virtual screening of chemical databases to find novel lead candidates. The screened compounds were sorted by applying drug-like properties. The compounds that satisfied all drug-like properties were used for molecular docking study to identify their binding conformations at active site of HMGR. The final hit compounds were selected based on docking score and binding orientation. The HMGR structures in complex with the hit compounds were subjected to 10 ns molecular dynamics simulations to refine the binding orientation as well as to check the stability of the hits. After simulation, binding modes including hydrogen bonding patterns and molecular interactions with the active site residues were analyzed. In conclusion, four hit compounds with new structural scaffold were suggested as novel and potent HMGR inhibitors.
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- 2013
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10. MP-V1 from the Venom of Social Wasp Vespula vulgaris Is a de Novo Type of Mastoparan that Displays Superior Antimicrobial Activities
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Yangseon Kim, Minky Son, Eun-Young Noh, Soonok Kim, Changmu Kim, Joo-Hong Yeo, Chanin Park, Keun Woo Lee, and Woo Young Bang
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antimicrobial activity ,mastoparan ,MP-V1 ,peptide ,venom ,wasp ,Organic chemistry ,QD241-441 - Abstract
Mastoparans from the venom of social wasps have attracted considerable attention as effective antibiotic candidates. In this study, mastoparan V1 (MP-V1) from Vespula vulgaris was first disclosed to have a peptide amino acid sequence distinct from typical mastoparans and its biochemical properties and antimicrobial effects were compared with those of typical mastoparans MP-L, -X(V) and -B. Circular dichroism (CD) spectroscopy revealed that MP-V1 and -X(V) form more stable α-helical conformations in lipid membrane-like environments than MP-L and -B. In parallel, these two also showed more effective antimicrobial activities against the pathogens than did MP-L and -B. Although MP-V1 had a less stable α-helical conformation than MP-X(V), it showed stronger antimicrobial effects against Streptococcus mutans and Salmonella enterica than MP-X(V). In the meantime, analysis of hemolytic activity revealed a range of doses (~50 μM) that exhibited little potent cytotoxicity on human erythrocytes. Finally, the atypical MP-V1 peptide amino acid sequence provided important clues to understanding its antimicrobial mechanism from a structural perspective. Therefore, it has been concluded that MP-V1 is a de novo type of mastoparan with superior antimicrobial activities against both pathogenic bacteria and fungi, which may be useful in developing multipurpose antimicrobial drugs against infectious diseases.
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- 2016
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11. RNA-Seq approach for genetic improvement of meat quality in pig and evolutionary insight into the substrate specificity of animal carbonyl reductases.
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Won Yong Jung, Seul Gi Kwon, Minky Son, Eun Seok Cho, Yuno Lee, Jae Hwan Kim, Byeong-Woo Kim, Da Hye Park, Jung Hye Hwang, Tae Wan Kim, Hwa Choon Park, Beom Young Park, Jong-Soon Choi, Kwang Keun Cho, Ki Hwa Chung, Young Min Song, Il Suk Kim, Sang Keun Jin, Doo Hwan Kim, Seung-Won Lee, Keun Woo Lee, Woo Young Bang, and Chul Wook Kim
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Medicine ,Science - Abstract
Changes in meat quality traits are strongly associated with alterations in postmortem metabolism which depend on genetic variations, especially nonsynonymous single nucleotide variations (nsSNVs) having critical effects on protein structure and function. To selectively identify metabolism-related nsSNVs, next-generation transcriptome sequencing (RNA-Seq) was carried out using RNAs from porcine liver, which contains a diverse range of metabolic enzymes. The multiplex SNV genotyping analysis showed that various metabolism-related genes had different nsSNV alleles. Moreover, many nsSNVs were significantly associated with multiple meat quality traits. Particularly, ch7:g.22112616A>G SNV was identified to create a single amino acid change (Thr/Ala) at the 145th residue of H1.3-like protein, very close to the putative 147th threonine phosphorylation site, suggesting that the nsSNV may affect multiple meat quality traits by affecting the epigenetic regulation of postmortem metabolism-related gene expression. Besides, one nonsynonymous variation, probably generated by gene duplication, led to a stop signal in porcine testicular carbonyl reductase (PTCR), resulting in a C-terminal (E281-A288) deletion. Molecular docking and energy minimization calculations indicated that the binding affinity of wild-type PTCR to 5α-DHT, a C(21)-steroid, was superior to that of C-terminal-deleted PTCR or human carbonyl reductase, which was very consistent with experimental data, reported previously. Furthermore, P284 was identified as an important residue mediating the specific interaction between PTCR and 5α-DHT, and phylogenetic analysis showed that P284 is an evolutionarily conserved residue among animal carbonyl reductases, which suggests that the C-terminal tails of these reductases may have evolved under evolutionary pressure to increase the substrate specificity for C(21)-steroids and facilitate metabolic adaptation. Altogether, our RNA-Seq revealed that selective nsSNVs were associated with meat quality traits that could be useful for successful marker-assisted selection in pigs and also represents a useful resource to enhance understanding of protein folding, substrate specificity, and the evolution of enzymes such as carbonyl reductase.
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- 2012
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12. Identification of Novel Scaffolds with Dual Role as Antiepileptic and Anti-Breast Cancer.
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Shailima Rampogu, Ayoung Baek, Rohit Bavi, Minky Son, Guang Ping Cao, Raj Kumar, Chanin Park, Amir Zeb, Rabia Mukthar Rana, Seok Ju Park, and Keun Woo Lee
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- 2019
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13. Targeting natural compounds against HER2 kinase domain as potential anticancer drugs applying pharmacophore based molecular modelling approaches.
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Shailima Rampogu, Minky Son, Ayoung Baek, Chanin Park, Rabia Mukthar Rana, Amir Zeb, Saravanan Parameswaran, and Keun Woo Lee
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- 2018
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14. Investigation of non-hydroxamate scaffolds against HDAC6 inhibition: A pharmacophore modeling, molecular docking, and molecular dynamics simulation approach.
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Amir Zeb, Chanin Park, Minky Son, Shailima Rampogu, Syed Ibrar Alam, Seok Ju Park, and Keun Woo Lee
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- 2018
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15. Natural compounds as potential Hsp90 inhibitors for breast cancer-Pharmacophore guided molecular modelling studies.
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Shailima Rampogu, Shraddha Parate, Saravanan Parameswaran, Chanin Park, Ayoung Baek, Minky Son, YoHan Park, Seok Ju Park, and Keun Woo Lee
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- 2019
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16. Molecular interactions of UvrB protein and DNA from Helicobacter pylori: Insight into a molecular modeling approach.
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Rohit Bavi, Raj Kumar, Shailima Rampogu, Minky Son, Chanin Park, Ayoung Baek, Hyong-Ha Kim, Jung-Keun Suh, Seok Ju Park, and Keun Woo Lee
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- 2016
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17. Correction to 'Identification of Novel Scaffolds with Dual Role as Antiepileptic and Anti-Breast Cancer'.
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Shailima Rampogu, Seok Ju Park, Keun Woo Lee, Ayoung Baek, Rohit Bavi, Minky Son, Guang Ping Cao, Raj Kumar, Chanin Park, Amir Zeb, and Rabia Mukthar Rana
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- 2020
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18. Integration of virtual screening and computational simulation identifies photodynamic therapeutics against human Protoporphyrinogen Oxidase IX (hPPO)
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Seok Ju Park, Ayoung Baek, Amir Zeb, Yeongrae Cho, Minky Son, Gihwan Lee, Youn-Sig Kwak, Donghwan Kim, Keun Woo Lee, Shailima Rampogu, and Chanin Park
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Virtual screening ,Protoporphyrin IX ,biology ,Chemistry ,General Chemical Engineering ,Active site ,General Chemistry ,Combinatorial chemistry ,lcsh:Chemistry ,chemistry.chemical_compound ,lcsh:QD1-999 ,Docking (molecular) ,Lipinski's rule of five ,biology.protein ,Photosensitizer ,Protoporphyrinogen oxidase ,Pharmacophore - Abstract
Photodynamic therapy (PDT) is a rapidly evolving area of cancer management against solid tumors. PDT is either administrated by injecting photosensitizer (porphyrins) or by accumulation of intracellular protoporphyrin IX via the inhibition of human Protoporphyrinogen Oxidase IX (hPPO). In this study, novel inhibitors of hPPO have been investigated by integrating virtual screening, molecular docking, and molecular dynamics (MD) simulation. A ligand-based pharmacophore was generated from a training set of 22 inhibitors of hPPO. The selected pharmacophore had four chemical features including three hydrogen bond acceptors and one hydrophobic. The pharmacophore was characterized by highest correlation coefficient of 0.96, cost difference of 53.20, and lowest root mean square deviation of 0.73. The resultant pharmacophore was validated by Fischer’s Randomization and Test Set Validation methods. The validated pharmacophore was used as a 3D query to screen chemical databases including NCI, Asinex, Chembridge, and Maybridge. The screening of chemical databases and the subsequent application of Lipinski’s Rule of Five, and ADMET Assessment Test, retrieved 1176 drug-like compounds. The drug-like compounds were subjected to molecular docking studies in the active site of hPPO to eliminate false positive hits and to elucidate their true binding orientation. Top three candidate molecules with high docking scores and hydrogen bond interactions with catalytic active residues were selected as best candidate inhibitors against hPPO. The binding stability of selected candidate inhibitors was evaluated by MD simulation. The MD simulation of hits portrayed strong hydrogen bonds and key hydrophobic interactions with catalytic active residues of hPPO including R59, R97, G159, G332 and flavin moiety of FAD (coenzyme of hPPO). Our study predicts three hit compounds against hPPO, which could possibly accumulate high concentration of protoporphyrinogen-IX, and thereby acting as an intracellular photosensitizer against tumor cells through photodynamic therapy. Keywords: Photodynamic therapy (PDT), hPPO Inhibition, Virtual screening, Pharmacophore modeling, Molecular docking simulation, Molecular dynamics (MD) simulation
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- 2020
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19. Discovery of Lonafarnib-Like Compounds: Pharmacophore Modeling and Molecular Dynamics Studies
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Keun Woo Lee, Sanghwa Yoon, Shailima Rampogu, Chanin Park, Shraddha Parate, Ayoung Baek, and Minky Son
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Premature aging ,Progeria ,biology ,General Chemical Engineering ,Farnesyltransferase ,General Chemistry ,Computational biology ,medicine.disease ,Article ,chemistry.chemical_compound ,Molecular dynamics ,Chemistry ,chemistry ,DOCK ,biology.protein ,medicine ,Lonafarnib ,Pharmacophore ,QD1-999 ,Discovery Studio - Abstract
Progeria is a globally noticed rare genetic disorder manifested by premature aging with no effective treatment. Under these circumstances, farnesyltransferase inhibitors (FTIs) are marked as promising drug candidates. Correspondingly, a pharmacophore model was generated exploiting the features of lonafarnib. The selected pharmacophore model was allowed to screen the InterBioScreen natural compound database to retrieve the potential lead candidates. A series of filtering steps were applied to assess the drug-likeness of the compounds. The obtained compounds were advanced to molecular docking employing the CDOCKER module available with Discovery Studio (DS). Subsequently, three compounds (Hits) have displayed a higher dock score and demonstrated key residue interactions with stable molecular dynamics simulation results compared to the reference compound. Taken together, we therefore put forth three identified Hits as FTIs that may further serve as chemical spaces in designing new compounds.
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- 2020
20. Investigation of novel chemical scaffolds targeting prolyl oligopeptidase for neurological therapeutics
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Shraddha Parate, Amir Zeb, Gihwan Lee, Saravanan Parameswaran, Rohit Bavi, Raj Kumar, Shailima Rampogu, Keun Woo Lee, Rabia Mukhtar Rana, Chanin Park, Minky Son, and Ayoung Baek
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Serine Proteinase Inhibitors ,Quantitative Structure-Activity Relationship ,Oligopeptidase ,Computational biology ,Molecular Dynamics Simulation ,01 natural sciences ,Workflow ,03 medical and health sciences ,Materials Chemistry ,Humans ,Physical and Theoretical Chemistry ,Spectroscopy ,030304 developmental biology ,0303 health sciences ,Virtual screening ,Binding Sites ,Training set ,Molecular Structure ,biology ,Chemistry ,Serine Endopeptidases ,Active site ,Hydrogen Bonding ,Computer Graphics and Computer-Aided Design ,0104 chemical sciences ,Molecular Docking Simulation ,010404 medicinal & biomolecular chemistry ,Docking (molecular) ,Drug Design ,biology.protein ,Cost analysis ,Nervous System Diseases ,Pharmacophore ,Prolyl Oligopeptidases ,Hydrophobic and Hydrophilic Interactions ,Databases, Chemical ,Chemical database ,Protein Binding - Abstract
Prolyl oligopeptidase (POP) is a potential therapeutic target for treatment of several neurological disorders and α-synucleinopathies including Parkinson's disease. Most of the known POP inhibitors failed in the clinical trials due to poor pharmacokinetic properties and blood-brain impermeability. Therefore, a training set of 30 structurally diverse compounds with a wide range of inhibitory activity against POP was used to generate a quantitative pharmacophore model, Hypo 3, to identify potential POP inhibitors with desirable drug-like properties. Validations through test set, cost analysis, and Fisher's randomization methods proved that Hypo 3 accurately predicted the known inhibitors among inactive compounds. Hypo 3 was employed as 3D query for virtual screening on an in-house drug-like chemical database containing compounds with good brain permeability and ADMET parameters. Database screening with Hypo 3 resulted in 99 compounds that were narrowed down to 21 compounds through molecular docking. Among them, five compounds were identified in our earlier studies, while two compounds showed in vitro POP inhibition. The current study proposed new 16 virtually screened compounds as potential inhibitors against POP that possess Gold docking score in the range of 64.61–75.74 and Chemscore of −32.25 to −38.35. Furthermore, the top scoring four hit compounds were subjected to molecular dynamics simulations to reveal their appropriate binding modes and assessing binding free energies. The hit compounds interacted with POP effectively via hydrogen bonds with important active site residues along with hydrophobic interactions. Moreover, the hit compounds had key inter-molecular interactions and better binding free energies as compared to the reference inhibitor. A potential new hydrogen bond interaction was discovered between Hit 2 with the Arg252 residue of POP. To conclude, we propose four hit compounds with new structural scaffolds against POP for the lead development of POP-based therapeutics for neurological disorders.
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- 2019
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21. Tryptamine–Triazole Hybrid Compounds for Selective Butyrylcholinesterase Inhibition
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Yujung Kang, Keun Woo Lee, Minky Son, Cheolmin Jeon, Jeong Ho Park, Haneul Lee, and Chanin Park
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Tryptamine ,chemistry.chemical_compound ,chemistry ,Triazole ,General Chemistry ,Combinatorial chemistry ,Butyrylcholinesterase - Published
- 2019
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22. Pharmacotherapeutics and Molecular Mechanism of Phytochemicals in Alleviating Hormone-Responsive Breast Cancer
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Gihwan Lee, Minky Son, Raj Kumar, Shraddha Parate, Smita C. Pawar, Keun Woo Lee, Amir Zeb, Rohit Bavi, Yohan Park, Chanin Park, Seok Ju Park, D. Ravinder, Ayoung Baek, and Shailima Rampogu
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Hormone Responsive ,Drug ,Aging ,Article Subject ,media_common.quotation_subject ,Phytochemicals ,Breast Neoplasms ,Molecular Dynamics Simulation ,Pharmacology ,Biochemistry ,Molecular Docking Simulation ,Structure-Activity Relationship ,chemistry.chemical_compound ,Catalytic Domain ,Humans ,Structure–activity relationship ,lcsh:QH573-671 ,Aromatase ,media_common ,biology ,lcsh:Cytology ,Cell Biology ,General Medicine ,Hormones ,chemistry ,Curcumin ,biology.protein ,Thermodynamics ,Female ,Pharmacophore ,Research Article ,Discovery Studio - Abstract
Breast cancer (BC) is the leading cause of death among women worldwide devoid of effective treatment. It is therefore important to develop agents that can reverse, reduce, or slow the growth of BC. The use of natural products as chemopreventive agents provides enormous advantages. The aim of the current investigation is to determine the efficacy of the phytochemicals against BC along with the approved drugs to screen the most desirable and effective phytocompound. In the current study, 36 phytochemicals have been evaluated against aromatase to identify the potential candidate drug along with the approved drugs employing the Cdocker module accessible on the Discovery Studio (DS) v4.5 and thereafter analysing the stability of the protein ligand complex using GROningen MAchine for Chemical Simulations v5.0.6 (GROMACS). Additionally, these compounds were assessed for the inhibitory features employing the structure-based pharmacophore (SBP). The Cdocker protocol available with the DS has computed higher dock scores for the phytochemicals complemented by lower binding energies. The top-ranked compounds that have anchored with key residues located at the binding pocket of the protein were subjected to molecular dynamics (MD) simulations employing GROMACS. The resultant findings reveal the stability of the protein backbone and further guide to comprehend on the involvement of key residues Phe134, Val370, and Met374 that mechanistically inhibit BC. Among 36 compounds, curcumin, capsaicin, rosmarinic acid, and 6-shogaol have emerged as promising phytochemicals conferred with the highest Cdocker interaction energy, key residue interactions, stable MD results than reference drugs, and imbibing the key inhibitory features. Taken together, the current study illuminates the use of natural compounds as potential drugs against BC. Additionally, these compounds could also serve as scaffolds in designing and development of new drugs.
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- 2019
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23. Modulation of aromatase by natural compounds—A pharmacophore guided molecular modelling simulations
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Gihwan Lee, Shailima Rampogu, Amir Zeb, Chanin Park, Ayoung Baek, Minky Son, and Keun Woo Lee
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0106 biological sciences ,Drug ,Quantitative structure–activity relationship ,biology ,Mechanism (biology) ,Chemistry ,media_common.quotation_subject ,Plant Science ,Computational biology ,Ligand (biochemistry) ,01 natural sciences ,0104 chemical sciences ,010404 medicinal & biomolecular chemistry ,DOCK ,biology.protein ,Aromatase ,Pharmacophore ,010606 plant biology & botany ,Discovery Studio ,media_common - Abstract
Globally, breast cancer is one of the primary reasons of death noticed in women. Despite continuous efforts to formulate effective treatments, search to identify promising therapeutics is underway. Consequently, a drug with low toxicity, high efficacy, and which can escape resistance mechanism is in a high demand. Natural compounds are bestowed with several medicinal properties demonstrating low toxicity. Therefore, the current research focuses on the use of several plant- derived chemical compounds against aromatase, a validated drug target for breast cancer. Correspondingly, employing the known inhibitors, a 3D QSAR pharmacophore model was generated and was subsequently validated. Using the three-featured pharmacophore as the 3D query, the alkaloids, flavonoids, coumarins and the AfroDB were scrupulously examined to retrieve the compounds with inhibitory activities complemented by the pharmacophore model. The obtained compounds were subjected to molecular docking studies executed employing the Cdocker accessible on discovery studio v4.5. The resultant ideal poses from the largest cluster conferred with key reside interactions and higher dock scores than the reference and the Food and Drug Administration (FDA) approved drugs were escalated to molecular dynamics simulation studies conducted employing GROMACS v5.0.6 for 30 ns. Correspondingly, the Hits (ZINC95486358, ZINC95486354, and ZINC90711737) have displayed stable root mean square deviations, coupled by appropriate positioning at the active site displaying greater number of hydrogen bonds. Moreover, the Hits (ZINC95486358, ZINC95486354, and ZINC90711737) were noticed to anchor with various key residues essential for clamping the ligand at the binding pocket. Therefore, these findings guide us to determine that the identified Hits can act effectively against breast cancer, thereby increasing the life expectancy. Furthermore, they can assist as scaffolds for designing novel drugs that aid in curing the cancer.
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- 2019
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24. A Computational Approach with Biological Evaluation: Combinatorial Treatment of Curcumin and Exemestane Synergistically Regulates DDX3 Expression in Cancer Cell Lines
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Yumi Kim, Ayoung Baek, Shailima Rampogu, Gihwan Lee, Keun Woo Lee, Gon Sup Kim, Minky Son, Ju Hyun Kim, Seong Min Kim, and Chanin Park
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0301 basic medicine ,Models, Molecular ,Curcumin ,Cell Survival ,combinatorial treatment ,lcsh:QR1-502 ,Protein Data Bank (RCSB PDB) ,Down-Regulation ,Apoptosis ,Biochemistry ,lcsh:Microbiology ,Article ,HeLa ,DEAD-box RNA Helicases ,03 medical and health sciences ,chemistry.chemical_compound ,0302 clinical medicine ,Exemestane ,DDX3 ,Tumor Cells, Cultured ,cancers ,natural compounds ,Humans ,Enzyme Inhibitors ,Molecular Biology ,Cell Proliferation ,biology ,Dose-Response Relationship, Drug ,Molecular Structure ,biology.organism_classification ,Small molecule ,In vitro ,Cell biology ,Androstadienes ,030104 developmental biology ,chemistry ,Cell culture ,030220 oncology & carcinogenesis ,Pharmacophore - Abstract
DDX3 belongs to RNA helicase family that demonstrates oncogenic properties and has gained wider attention due to its role in cancer progression, proliferation and transformation. Mounting reports have evidenced the role of DDX3 in cancers making it a promising target to abrogate DDX3 triggered cancers. Dual pharmacophore models were generated and were subsequently validated. They were used as 3D queries to screen the InterBioScreen database, resulting in the selection of curcumin that was escalated to molecular dynamics simulation studies. In vitro anti-cancer analysis was conducted on three cell lines such as MCF-7, MDA-MB-231 and HeLa, which were evaluated along with exemestane. Curcumin was docked into the active site of the protein target (PDB code 2I4I) to estimate the binding affinity. The compound has interacted with two key residues and has displayed stable molecular dynamics simulation results. In vitro analysis has demonstrated that both the candidate compounds have reduced the expression of DDX3 in three cell lines. However, upon combinatorial treatment of curcumin (10 and 20 &mu, M) and exemestane (50 &mu, M) a synergism was exhibited, strikingly downregulating the DDX3 expression and has enhanced apoptosis in three cell lines. The obtained results illuminate the use of curcumin as an alternative DDX3 inhibitor and can serve as a chemical scaffold to design new small molecules.
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- 2020
25. Correction to 'Identification of Novel Scaffolds with Dual Role as Antiepileptic and Anti-Breast Cancer'
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Ayoung Baek, Guang Ping Cao, Rabia Mukthar Rana, Seok Ju Park, Shailima Rampogu, Amir Zeb, Raj Kumar, Keun Woo Lee, Chanin Park, Rohit Bavi, and Minky Son
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Dual role ,Anti breast cancer ,business.industry ,Applied Mathematics ,Genetics ,Cancer research ,Medicine ,Identification (biology) ,business ,Biotechnology - Published
- 2020
26. Targeting natural compounds against HER2 kinase domain as potential anticancer drugs applying pharmacophore based molecular modelling approaches
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Chanin Park, Ayoung Baek, Shailima Rampogu, Amir Zeb, Minky Son, Rabia Mukthar Rana, Keun Woo Lee, and Saravanan Parameswaran
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0301 basic medicine ,Receptor, ErbB-2 ,Antineoplastic Agents ,Breast Neoplasms ,Computational biology ,Biochemistry ,Structure-Activity Relationship ,03 medical and health sciences ,0302 clinical medicine ,Protein Domains ,Structural Biology ,DOCK ,Humans ,ERBB3 ,skin and connective tissue diseases ,Protein Kinase Inhibitors ,Cell Proliferation ,Dose-Response Relationship, Drug ,Molecular Structure ,biology ,Chemistry ,Organic Chemistry ,Active site ,Molecular Docking Simulation ,Computational Mathematics ,030104 developmental biology ,Protein kinase domain ,030220 oncology & carcinogenesis ,Lipinski's rule of five ,biology.protein ,Female ,Drug Screening Assays, Antitumor ,Pharmacophore ,Decoy ,Discovery Studio - Abstract
Human epidermal growth factor receptors are implicated in several types of cancers characterized by aberrant signal transduction. This family comprises of EGFR (ErbB1), HER2 (ErbB2, HER2/neu), HER3 (ErbB3), and HER4 (ErbB4). Amongst them, HER2 is associated with breast cancer and is one of the most valuable targets in addressing the breast cancer incidences. For the current investigation, we have performed 3D-QSAR based pharmacophore search for the identification of potential inhibitors against the kinase domain of HER2 protein. Correspondingly, a pharmacophore model, Hypo1, with four features was generated and was validated employing Fischer's randomization, test set method and the decoy test method. The validated pharmacophore was allowed to screen the colossal natural compounds database (UNPD). Subsequently, the identified 33 compounds were docked into the proteins active site along with the reference after subjecting them to ADMET and Lipinski's Rule of Five (RoF) employing the CDOCKER implemented on the Discovery Studio. The compounds that have displayed higher dock scores than the reference compound were scrutinized for interactions with the key residues and were escalated to MD simulations. Additionally, molecular dynamics simulations performed by GROMACS have rendered stable root mean square deviation values, radius of gyration and potential energy values. Eventually, based upon the molecular dock score, interactions between the ligands and the active site residues and the stable MD results, the number of Hits was culled to two identifying Hit1 and Hit2 has potential leads against HER2 breast cancers.
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- 2018
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27. Computational Simulations Identify Pyrrolidine-2,3-Dione Derivatives as Novel Inhibitors of Cdk5/p25 Complex to Attenuate Alzheimer’s Pathology
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Rabia Mukhtar Rana, Keun Woo Lee, Jae-Yean Kim, Minky Son, Donghwan Kim, Raj Kumar, Shraddha Parate, Amir Zeb, Saravanan Parameswaran, Rahul Mahadev Shelake, Sayed Ibrar Alam, and Shailima Rampogu
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Pathology ,medicine.medical_specialty ,inhibition of tau-protein phosphorylation ,lcsh:Medicine ,01 natural sciences ,Pyrrolidine ,Article ,Alzheimer’s pathology ,03 medical and health sciences ,Molecular dynamics ,chemistry.chemical_compound ,medicine ,Cdk5/p25 inhibition ,030304 developmental biology ,0303 health sciences ,biology ,Kinase ,business.industry ,Cyclin-dependent kinase 5 ,lcsh:R ,Calpain ,General Medicine ,Ligand (biochemistry) ,pyrrolidine-2,3-dione ,Phenotype ,female genital diseases and pregnancy complications ,eye diseases ,0104 chemical sciences ,010404 medicinal & biomolecular chemistry ,molecular dynamics simulation ,chemistry ,nervous system ,biology.protein ,pharmacophore modeling ,Pharmacophore ,business - Abstract
Mechanistically, neurotoxic insults provoke Ca2+-mediated calpain activation, which cleaves the cytoplasmic region of membrane-embedded p35 and produces its truncated form p25. Upon physical interaction, cyclin-dependent kinase 5 (Cdk5) and p25 forms hyperactivated Cdk5/p25 complex and causes severe neuropathological aberrations including hyperphosphorylated tau-mediated neurofibrillary tangles formation, Alzheimer’s symptoms, and neuronal death. Therefore, the inhibition of Cdk5/p25 complex may relieve p-tau-mediated Alzheimer’s pathology. Herein, computational simulations have identified pyrrolidine-2,3-dione derivatives as novel inhibitors of Cdk5/p25 complex. A ligand-based pharmacophore was designed and employed as 3D query to retrieve drug-like molecules from chemical databases. By molecular docking, drug-like molecules obtaining dock score > 67.67 (Goldcore of the reference compound) were identified. Molecular dynamics simulation and binding free energy calculation retrieved four pyrrolidine-2,3-dione derivatives as novel candidate inhibitors of Cdk5/p25. The root means square deviation of Cdk5/p25 in complex with candidate inhibitors obtained an average value of ~2.15 Å during the 30 ns simulation period. Molecular interactions analysis suggested that each inhibitor occupied the ATP-binding site of Cdk5/p25 and formed stable interactions. Finally, the binding free energy estimation suggested that each inhibitor had lowest binding energy than the reference compound (−113.10 kJ/mol) to recapitulate their strong binding with Cdk5/p25. Overall, these inhibitors could mitigate tau-mediated Alzheimer’s phenotype.
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- 2019
28. In Silico Study Probes Potential Inhibitors of Human Dihydrofolate Reductase for Cancer Therapeutics
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Amir Zeb, Sarvanan Parameswaran, Ayoung Baek, Gihwan Lee, Seok Ju Park, Shailima Rampogu, Sanghwa Yoon, Chanin Park, Keun Woo Lee, Minky Son, and Rabia Mukhtar Rana
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Stereochemistry ,In silico ,lcsh:Medicine ,01 natural sciences ,Article ,03 medical and health sciences ,Dihydrofolate reductase ,Medicine ,dihydrofolate reductase inhibition ,pharmacophore modeling ,molecular docking ,molecular dynamics simulation ,binding free energy ,030304 developmental biology ,chemistry.chemical_classification ,0303 health sciences ,Virtual screening ,biology ,business.industry ,lcsh:R ,Active site ,General Medicine ,0104 chemical sciences ,010404 medicinal & biomolecular chemistry ,Enzyme ,chemistry ,Docking (molecular) ,biology.protein ,Lipinski's rule of five ,Pharmacophore ,business - Abstract
Dihydrofolate reductase (DHFR) is an essential cellular enzyme and thereby catalyzes the reduction of dihydrofolate to tetrahydrofolate (THF). In cancer medication, inhibition of human DHFR (hDHFR) remains a promising strategy, as it depletes THF and slows DNA synthesis and cell proliferation. In the current study, ligand-based pharmacophore modeling identified and evaluated the critical chemical features of hDHFR inhibitors. A pharmacophore model (Hypo1) was generated from known inhibitors of DHFR with a correlation coefficient (0.94), root mean square (RMS) deviation (0.99), and total cost value (125.28). Hypo1 was comprised of four chemical features, including two hydrogen bond donors (HDB), one hydrogen bond acceptor (HBA), and one hydrophobic (HYP). Hypo1 was validated using Fischer’s randomization, test set, and decoy set validations, employed as a 3D query in a virtual screening at Maybridge, Chembridge, Asinex, National Cancer Institute (NCI), and Zinc databases. Hypo1-retrieved compounds were filtered by an absorption, distribution, metabolism, excretion, and toxicity (ADMET) assessment test and Lipinski’s rule of five, where the drug-like hit compounds were identified. The hit compounds were docked in the active site of hDHFR and compounds with Goldfitness score was greater than 44.67 (docking score for the reference compound), clustering analysis, and hydrogen bond interactions were identified. Furthermore, molecular dynamics (MD) simulation identified three compounds as the best inhibitors of hDHFR with the lowest root mean square deviation (1.2 Å to 1.8 Å), hydrogen bond interactions with hDHFR, and low binding free energy (−127 kJ/mol to −178 kJ/mol). Finally, the toxicity prediction by computer (TOPKAT) affirmed the safety of the novel inhibitors of hDHFR in human body. Overall, we recommend novel hit compounds of hDHFR for cancer and rheumatoid arthritis chemotherapeutics.
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- 2019
29. QSAR modeling to design selective histone deacetylase 8 (HDAC8) inhibitors
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Keun Woo Lee, Yongseong Kim, Sundarapandian Thangapandian, Yeung-Joon Choi, Raj Kumar, Guang Ping Cao, Minky Son, Yong Jung Kwon, Jung-Keun Suh, and Hyong-Ha Kim
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0301 basic medicine ,Quantitative structure–activity relationship ,Databases, Factual ,Quantitative Structure-Activity Relationship ,Feature selection ,Computational biology ,Molecular Dynamics Simulation ,Histone Deacetylases ,Cross-validation ,03 medical and health sciences ,0302 clinical medicine ,Molecular descriptor ,Drug Discovery ,Humans ,Virtual screening ,Chemistry ,Organic Chemistry ,Matthews correlation coefficient ,Combinatorial chemistry ,Histone Deacetylase Inhibitors ,Repressor Proteins ,030104 developmental biology ,Drug Design ,030220 oncology & carcinogenesis ,Test set ,Molecular Medicine ,Chemical database - Abstract
HDAC8 inhibitors have become an attractive treatment for cancer. This study aimed to facilitate the identification of potential chemical scaffolds for the selective inhibition of histone deacetylase 8 (HDAC8) using in silico approaches. Non-linear QSAR classification and regression models of HDAC8 inhibitors were developed with support vector machine. Mean impact value-based sequential forward feature selection and grid search strategy were used for molecular descriptor selection and parameter optimization, respectively. The generated QSAR models were validated by leave-one-out cross validation and an external test set. The best QSAR classification model yielded 84 % of accuracy on the external test prediction and Matthews correlation coefficient is 0.69. The best QSAR regression model showed low root-mean-square error (0.63) and high squared correlation coefficient (0.53) for the test set. The validated QSAR models together with various drug-like properties, molecular docking and molecular dynamics simulation were sequentially used as a multi-step query in chemical database virtual screening. Finally, two hit compounds were discovered as new structural scaffolds which can be used for further in vitro and in vivo activity analyses. The strategy used in this study could be a promising computational strategy which can be utilized for other target drug design.
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- 2016
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30. Evidence that phytochrome functions as a protein kinase in plant light signalling
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Yu Shen, Pill-Soon Song, Yun-Jeong Han, Keun Woo Lee, Taeho Ahn, Jeong-Il Kim, Soo Young Kim, Thai Son Nguyen, Ayoung Baek, Minky Son, and Ah-Young Shin
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0106 biological sciences ,0301 basic medicine ,Light Signal Transduction ,Avena ,Science ,General Physics and Astronomy ,Biology ,MAP3K7 ,01 natural sciences ,Article ,General Biochemistry, Genetics and Molecular Biology ,MAP2K7 ,03 medical and health sciences ,Phytochrome A ,Protein Domains ,Basic Helix-Loop-Helix Transcription Factors ,c-Raf ,Phosphorylation ,Kinase activity ,Protein kinase A ,MAPK14 ,Multidisciplinary ,Phytochrome ,food and beverages ,General Chemistry ,Plants, Genetically Modified ,Cell biology ,030104 developmental biology ,Biochemistry ,Mutation ,010606 plant biology & botany - Abstract
It has been suggested that plant phytochromes are autophosphorylating serine/threonine kinases. However, the biochemical properties and functional roles of putative phytochrome kinase activity in plant light signalling are largely unknown. Here, we describe the biochemical and functional characterization of Avena sativa phytochrome A (AsphyA) as a potential protein kinase. We provide evidence that phytochrome-interacting factors (PIFs) are phosphorylated by phytochromes in vitro. Domain mapping of AsphyA shows that the photosensory core region consisting of PAS-GAF-PHY domains in the N-terminal is required for the observed kinase activity. Moreover, we demonstrate that transgenic plants expressing mutant versions of AsphyA, which display reduced activity in in vitro kinase assays, show hyposensitive responses to far-red light. Further analysis reveals that far-red light-induced phosphorylation and degradation of PIF3 are significantly reduced in these transgenic plants. Collectively, these results suggest a positive relationship between phytochrome kinase activity and photoresponses in plants., Phytochromes regulate plant responses to environmental light conditions but despite extensive research the initial events in phytochrome signaling remain uncertain. Here, Shin et al. provide evidence that phytochrome phosphorylates target proteins via kinase activity in the N-terminal core domain.
- Published
- 2016
31. Cinnamic acid amides from Tribulus terrestris displaying uncompetitive α-glucosidase inhibition
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Jeong Yoon Kim, Heung Joo Yuk, Ki Hun Park, Marcus J. Curtis-Long, Keun Woo Lee, Dae Wook Kim, Yeong Hun Song, Chanin Park, and Minky Son
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Models, Molecular ,0301 basic medicine ,Tribulus terrestris ,Tribulus ,Glycoside Hydrolase Inhibitors ,Stereochemistry ,01 natural sciences ,Cinnamic acid ,Structure-Activity Relationship ,03 medical and health sciences ,chemistry.chemical_compound ,Amide ,Drug Discovery ,Structure–activity relationship ,Pharmacology ,chemistry.chemical_classification ,Dose-Response Relationship, Drug ,Molecular Structure ,biology ,010405 organic chemistry ,Organic Chemistry ,alpha-Glucosidases ,General Medicine ,biology.organism_classification ,Amides ,0104 chemical sciences ,Kinetics ,030104 developmental biology ,Enzyme ,chemistry ,Biochemistry ,Cinnamates ,Uncompetitive inhibitor - Abstract
The α-glucosidase inhibitory potential of Tribulus terrestris extracts has been reported but as yet the active ingredients are unknown. This study attempted to isolate the responsible metabolites and elucidate their inhibition mechanism of α-glucosidase. By fractionating T. terristris extracts, three cinnamic acid amide derivatives (1–3) were ascertained to be active components against α-glucosidase. The lead structure, N-trans-coumaroyltyramine 1, showed significant inhibition of α-glucosidase (IC50 = 0.42 μM). Moreover, all active compounds displayed uncompetitive inhibition mechanisms that have rarely been reported for α-glucosidase inhibitors. This kinetic behavior was fully demonstrated by showing a decrease of both Km and Vmax, and Kik/Kiv ratio ranging between 1.029 and 1.053. We progressed to study how chemical modifications to the lead structure 1 may impact inhibition. An α, β-unsaturation carbonyl group and hydroxyl group in A-ring of cinnamic acid amide emerged to be critical functionalities for α-glucosidase inhibition. The molecular modeling study revealed that the inhibitory activities are tightly related to π-π interaction as well as hydrogen bond interaction between enzyme and inhibitors.
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- 2016
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32. Identification of Novel Scaffolds with Dual Role as Antiepileptic and Anti-Breast Cancer
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Keun Woo Lee, Minky Son, Shailima Rampogu, Seok Ju Park, Amir Zeb, Guang Ping Cao, Rabia Mukthar Rana, Chanin Park, Raj Kumar, Ayoung Baek, and Rohit Bavi
- Subjects
Hydrogen bond ,Chemistry ,Aromatase Inhibitors ,Applied Mathematics ,0206 medical engineering ,Binding energy ,Computational Biology ,Antineoplastic Agents ,Breast Neoplasms ,02 engineering and technology ,Ligand (biochemistry) ,Combinatorial chemistry ,Molecular Docking Simulation ,DOCK ,Drug Design ,Genetics ,Lipinski's rule of five ,Molecule ,Humans ,Density functional theory ,Anticonvulsants ,Female ,Pharmacophore ,020602 bioinformatics ,Biotechnology - Abstract
Aromatase inhibitors with an $\mathrm{IC}_{50}$ IC 50 value ranging from 1.4 to 49.7 µM are known to act as antiepileptic drugs besides being potential breast cancer inhibitors. The aim of the present study is to identify novel antiepileptic aromatase inhibitors with higher activity exploiting the ligand-based pharmacophore approach utilizing the experimentally known inhibitors. The resultant Hypo1 consists of four features and was further validated by using three different strategies. Hypo1 was allowed to screen different databases to identify lead molecules and were further subjected to Lipinski's Rule of Five and ADMET to establish their drug-like properties. Consequently, the obtained 68-screened molecules were subjected to molecular docking by GOLD v5.2.2. Furthermore, the compounds with the highest dock scores were assessed for molecular interactions. Later, the MD simulation was applied to evaluate the protein backbone stabilities and binding energies adapting GROMACS v5.0.6 and MM/PBSA which was followed by the density functional theory (DFT), to analyze their orbital energies, and further the energy gap between them. Eventually, the number of Hit molecules was culled to three projecting Hit1, Hit2, and Hit3 as the potential lead compounds based on their highest dock scores, hydrogen bond interaction, lowest energy gap, and the least binding energies and stable MD results.
- Published
- 2018
33. Discovery of Non-Peptidic Compounds against Chagas Disease Applying Pharmacophore Guided Molecular Modelling Approaches
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Ayoung Baek, Amir Zeb, Keun Woo Lee, Minky Son, Shailima Rampogu, Sang Hwa Yoon, Chanin Park, Gihwan Lee, and Suhyeon Park
- Subjects
0301 basic medicine ,Chagas disease ,Quantitative structure–activity relationship ,molecular docking simulations ,Binding free energy ,Computer science ,cruzipian ,Protein Data Bank (RCSB PDB) ,Drug Evaluation, Preclinical ,Pharmaceutical Science ,Quantitative Structure-Activity Relationship ,Computational biology ,Cysteine Proteinase Inhibitors ,Molecular Dynamics Simulation ,Article ,Analytical Chemistry ,lcsh:QD241-441 ,Trypanosome cruzi ,03 medical and health sciences ,lcsh:Organic chemistry ,Cysteine Proteases ,DOCK ,Drug Discovery ,medicine ,Humans ,cysteine protease ,Prospective Studies ,Physical and Theoretical Chemistry ,Biological Products ,Molecular Structure ,Organic Chemistry ,Computational Biology ,molecular dynamics simulations ,medicine.disease ,Molecular Docking Simulation ,030104 developmental biology ,Chemistry (miscellaneous) ,Molecular Medicine ,Pharmacophore ,Discovery Studio ,Protein Binding - Abstract
Chagas disease is one of the primary causes of heart diseases accounting to 50,000 lives annually and is listed as the neglected tropical disease. Because the currently available therapies have greater toxic effects with higher resistance, there is a dire need to develop new drugs to combat the disease. In this pursuit, the 3D QSAR ligand-pharmacophore (pharm 1) and receptor-based pharmacophore (pharm 2) search was initiated to retrieve the candidate compounds from universal natural compounds database. The validated models were allowed to map the universal natural compounds database. The obtained lead candidates were subjected to molecular docking against cysteine protease (PDB code: 1ME3) employing -Cdocker available on the discovery studio. Subsequently, two Hits have satisfied the selection criteria and were escalated to molecular dynamics simulation and binding free energy calculations. These Hits have demonstrated higher dock scores, displayed interactions with the key residues portraying an ideal binding mode complemented by mapping to all the features of pharm 1 and pharm 2. Additionally, they have rendered stable root mean square deviation (RMSD) and potential energy profiles illuminating their potentiality as the prospective antichagastic agents. The study further demonstrates the mechanism of inhibition by tetrad residues compromising of Gly23 and Asn70 holding the ligand at each ends and the residues Gly65 and Gly160 clamping the Hits at the center. The notable feature is that the Hits lie in close proximity with the residues Glu66 and Leu67, accommodating within the S1, S2 and S3 subsites. Considering these findings, the study suggests that the Hits may be regarded as effective therapeutics against Chagas disease.
- Published
- 2018
34. Investigation of non-hydroxamate scaffolds against HDAC6 inhibition: A pharmacophore modeling, molecular docking, and molecular dynamics simulation approach
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Seok Ju Park, Shailima Rampogu, Keun Woo Lee, Syed Ibrar Alam, Amir Zeb, Chanin Park, and Minky Son
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0301 basic medicine ,Stereochemistry ,Drug Evaluation, Preclinical ,Quantitative Structure-Activity Relationship ,Molecular Dynamics Simulation ,Histone Deacetylase 6 ,Hydroxamic Acids ,Biochemistry ,Molecular Docking Simulation ,03 medical and health sciences ,Molecular dynamics ,Catalytic Domain ,Humans ,Computer Simulation ,Molecular Biology ,Root-mean-square deviation ,Binding Sites ,biology ,Chemistry ,Hydrogen bond ,Active site ,Reproducibility of Results ,Hydrogen Bonding ,Ligand (biochemistry) ,Computer Science Applications ,Histone Deacetylase Inhibitors ,030104 developmental biology ,Drug Design ,biology.protein ,Lipinski's rule of five ,Pharmacophore ,Databases, Chemical - Abstract
Proteins deacetylation by Histone deacetylase 6 (HDAC6) has been shown in various human chronic diseases like neurodegenerative diseases and cancer, and hence is an important therapeutic target. Since, the existing inhibitors have hydroxamate group, and are not HDAC6-selective, therefore, this study has designed to investigate non-hydroxamate HDAC6 inhibitors. Ligand-based pharmacophore was generated from 26 training set compounds of HDAC6 inhibitors. The statistical parameters of pharmacophore (Hypo1) included lowest total cost of 115.63, highest cost difference of 135.00, lowest RMSD of 0.70 and the highest correlation of 0.98. The pharmacophore was validated by Fischer’s Randomization and Test Set validation, and used as screening tool for chemical databases. The screened compounds were filtered by fit value ([Formula: see text]), estimated Inhibitory Concentration (IC[Formula: see text]) ([Formula: see text]), Lipinski’s Rule of Five and Absorption, Distribution, Metabolism, Excretion, and Toxicity (ADMET) Descriptors to identify drug-like compounds. Furthermore, the drug-like compounds were docked into the active site of HDAC6. The best docked compounds were selected having goldfitness score [Formula: see text] and [Formula: see text], and hydrogen bond interaction with catalytic active residues. Finally, three inhibitors having sulfamoyl group were selected by Molecular Dynamic (MD) simulation, which showed stable root mean square deviation (RMSD) (1.6–1.9[Formula: see text]Å), lowest potential energy ([Formula: see text][Formula: see text]kJ/mol), and hydrogen bonding with catalytic active residues of HDAC6.
- Published
- 2018
35. Novel chemical scaffolds of the tumor marker AKR1B10 inhibitors discovered by 3D QSAR pharmacophore modeling
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Raj Kumar, Hyong-Ha Kim, Chanin Park, Keun Woo Lee, Jung-Keun Suh, Guang Ping Cao, Minky Son, Yongseong Kim, Rohit Bavi, Yong Jung Kwon, Venkatesh Arulalapperumal, and Yuno Lee
- Subjects
Models, Molecular ,Quantitative structure–activity relationship ,Stereochemistry ,In silico ,Aldo-Keto Reductases ,Quantitative Structure-Activity Relationship ,Medicinal chemistry ,Small Molecule Libraries ,Aldehyde Reductase ,Biomarkers, Tumor ,Humans ,Pharmacology (medical) ,Pharmacology ,Virtual screening ,biology ,Chemistry ,Drug discovery ,Active site ,General Medicine ,Docking (molecular) ,Drug Design ,biology.protein ,Thermodynamics ,Original Article ,Pharmacophore ,Chemical database - Abstract
Recent evidence suggests that aldo-keto reductase family 1 B10 (AKR1B10) may be a potential diagnostic or prognostic marker of human tumors, and that AKR1B10 inhibitors offer a promising choice for treatment of many types of human cancers. The aim of this study was to identify novel chemical scaffolds of AKR1B10 inhibitors using in silico approaches. The 3D QSAR pharmacophore models were generated using HypoGen. A validated pharmacophore model was selected for virtual screening of 4 chemical databases. The best mapped compounds were assessed for their drug-like properties. The binding orientations of the resulting compounds were predicted by molecular docking. Density functional theory calculations were carried out using B3LYP. The stability of the protein-ligand complexes and the final binding modes of the hit compounds were analyzed using 10 ns molecular dynamics (MD) simulations. The best pharmacophore model (Hypo 1) showed the highest correlation coefficient (0.979), lowest total cost (102.89) and least RMSD value (0.59). Hypo 1 consisted of one hydrogen-bond acceptor, one hydrogen-bond donor, one ring aromatic and one hydrophobic feature. This model was validated by Fischer's randomization and 40 test set compounds. Virtual screening of chemical databases and the docking studies resulted in 30 representative compounds. Frontier orbital analysis confirmed that only 3 compounds had sufficiently low energy band gaps. MD simulations revealed the binding modes of the 3 hit compounds: all of them showed a large number of hydrogen bonds and hydrophobic interactions with the active site and specificity pocket residues of AKR1B10. Three compounds with new structural scaffolds have been identified, which have stronger binding affinities for AKR1B10 than known inhibitors.
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- 2015
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36. Identification of Undifferentiated Embryonic Cell Transcription Factor 1 as a Potential Substrate of Carboxyl-Terminal Domain Small Phosphatases
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Hackyoung Kim, Minky Son, Jimoo Hong, Keun Woo Lee, Young-Jun Kim, and Chanin Park
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Biochemistry ,Chemistry (miscellaneous) ,Phosphatase ,Chemical Engineering (miscellaneous) ,Substrate (chemistry) ,Identification (biology) ,Enzyme kinetics ,Biology ,Stem cell ,Embryonic stem cell ,Transcription factor ,Protein dephosphorylation - Abstract
Division of Applied Life Science, Systems and Synthetic Agrobiotech Center, Plant Molecular Biology and BiotechnologyResearch Center, Research Institute of Natural Science, Gyeongsang National University,501 Jinju-daero, Jinju 660-701, Korea(Received January 24, 2015; Accepted February 26, 2015)Key words: Protein phosphatase, Stem cell regulation, Protein dephosphorylation, Enzyme kinetics, Molecular docking
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- 2015
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37. Competitive protein tyrosine phosphatase 1B (PTP1B) inhibitors, prenylated caged xanthones from Garcinia hanburyi and their inhibitory mechanism
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Chanin Park, Ki Hun Park, Xue Fei Tan, Zia Uddin, Yeong Hun Song, Minky Son, and Keun Woo Lee
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0301 basic medicine ,Models, Molecular ,Stereochemistry ,Proton Magnetic Resonance Spectroscopy ,Xanthones ,Clinical Biochemistry ,Static Electricity ,Pharmaceutical Science ,Biochemistry ,03 medical and health sciences ,chemistry.chemical_compound ,0302 clinical medicine ,Prenylation ,Ursolic acid ,Drug Discovery ,Humans ,Binding site ,Carbon-13 Magnetic Resonance Spectroscopy ,Enzyme Inhibitors ,Molecular Biology ,IC50 ,chemistry.chemical_classification ,Protein Tyrosine Phosphatase, Non-Receptor Type 1 ,biology ,Organic Chemistry ,biology.organism_classification ,030104 developmental biology ,Enzyme ,chemistry ,Garcinia hanburyi ,030220 oncology & carcinogenesis ,Molecular Medicine ,Gambogic acid ,Pharmacophore ,Garcinia - Abstract
Protein tyrosine phosphatase 1B (PTP1B) plays important role in diabetes, obesity and cancer. The methanol extract of the gum resin of Garcinia hanburyi (G. hanburyi) showed potent PTP1B inhibition at 10µg/ml. The active compounds were identified as prenylated caged xanthones (1-9) which inhibited PTP1B in dose-dependent manner. Carboxybutenyl group within caged motif (A ring) was found to play a critical role in enzyme inhibition such as 1-6 (IC50s=0.47-4.69µM), whereas compounds having hydroxymethylbutenyl 7 (IC50=70.25µM) and methylbutenyl 8 (IC50>200µM) showed less activity. The most potent inhibitor, gambogic acid 1 (IC50=0.47µM) showed 30-fold more potency than ursolic acid (IC50=15.5µM), a positive control. In kinetic study, all isolated xanthones behaved as competitive inhibitors which were fully demonstrated with Km, Vmax and Kik/Kiv ratio. It was also proved that inhibitor 1 operated under the enzyme isomerization model having k5=0.0751µM-1S-1, k6=0.0249µM-1S-1 and Kiapp=0.499µM. To develop a pharmacophore model, we explored the binding sites of compound 1 and 7 in PTP1B. These modeling results were in agreement with our findings, which revealed that the inhibitory activities are tightly related to caged motif and prenyl group in A ring.
- Published
- 2017
38. Sulfonanilide Derivatives in Identifying Novel Aromatase Inhibitors by Applying Docking, Virtual Screening, and MD Simulations Studies
- Author
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Keun Woo Lee, Chanin Park, Hyong-Ha Kim, Jung-Keun Suh, Minky Son, and Shailima Rampogu
- Subjects
0301 basic medicine ,Article Subject ,lcsh:Medicine ,Breast Neoplasms ,Computational biology ,Molecular Dynamics Simulation ,Bioinformatics ,Molecular Docking Simulation ,General Biochemistry, Genetics and Molecular Biology ,03 medical and health sciences ,chemistry.chemical_compound ,Aromatase ,0302 clinical medicine ,Exemestane ,DOCK ,Humans ,Anilides ,Virtual screening ,General Immunology and Microbiology ,Aromatase Inhibitors ,lcsh:R ,General Medicine ,Neoplasm Proteins ,030104 developmental biology ,chemistry ,Docking (molecular) ,030220 oncology & carcinogenesis ,Lipinski's rule of five ,Female ,Pharmacophore ,Research Article ,Discovery Studio - Abstract
Breast cancer is one of the leading causes of death noticed in women across the world. Of late the most successful treatments rendered are the use of aromatase inhibitors (AIs). In the current study, a two-way approach for the identification of novel leads has been adapted. 81 chemical compounds were assessed to understand their potentiality against aromatase along with the four known drugs. Docking was performed employing the CDOCKER protocol available on the Discovery Studio (DS v4.5). Exemestane has displayed a higher dock score among the known drug candidates and is labeled as reference. Out of 81 ligands 14 have exhibited higher dock scores than the reference. In the second approach, these 14 compounds were utilized for the generation of the pharmacophore. The validated four-featured pharmacophore was then allowed to screen Chembridge database and the potential Hits were obtained after subjecting them to Lipinski’s rule of five and the ADMET properties. Subsequently, the acquired 3,050 Hits were escalated to molecular docking utilizing GOLD v5.0. Finally, the obtained Hits were consequently represented to be ideal lead candidates that were escalated to the MD simulations and binding free energy calculations. Additionally, the gene-disease association was performed to delineate the associated disease caused by CYP19A1.
- Published
- 2017
39. Computational Exploration for Lead Compounds That Can Reverse the Nuclear Morphology in Progeria
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Yeongrae Cho, Raj Kumar, Seok Ju Park, Shailima Rampogu, Yohan Park, Chanin Park, Donghwan Kim, Amir Zeb, Yeonuk Choi, Keun Woo Lee, Ayoung Baek, Minky Son, and Gihwan Lee
- Subjects
0301 basic medicine ,Premature aging ,Article Subject ,Pyridines ,Farnesyltransferase ,lcsh:Medicine ,Computational biology ,Molecular Dynamics Simulation ,Bioinformatics ,General Biochemistry, Genetics and Molecular Biology ,03 medical and health sciences ,chemistry.chemical_compound ,Progeria ,Piperidines ,medicine ,Farnesyltranstransferase ,Humans ,Lonafarnib ,Enzyme Inhibitors ,Virtual screening ,General Immunology and Microbiology ,biology ,Chemistry ,lcsh:R ,General Medicine ,medicine.disease ,Molecular Docking Simulation ,030104 developmental biology ,Docking (molecular) ,Drug Design ,Lipinski's rule of five ,biology.protein ,Pharmacophore ,Research Article - Abstract
Progeria is a rare genetic disorder characterized by premature aging that eventually leads to death and is noticed globally. Despite alarming conditions, this disease lacks effective medications; however, the farnesyltransferase inhibitors (FTIs) are a hope in the dark. Therefore, the objective of the present article is to identify new compounds from the databases employing pharmacophore based virtual screening. Utilizing nine training set compounds along with lonafarnib, a common feature pharmacophore was constructed consisting of four features. The validated Hypo1 was subsequently allowed to screen Maybridge, Chembridge, and Asinex databases to retrieve the novel lead candidates, which were then subjected to Lipinski’s rule of 5 and ADMET for drug-like assessment. The obtained 3,372 compounds were forwarded to docking simulations and were manually examined for the key interactions with the crucial residues. Two compounds that have demonstrated a higher dock score than the reference compounds and showed interactions with the crucial residues were subjected to MD simulations and binding free energy calculations to assess the stability of docked conformation and to investigate the binding interactions in detail. Furthermore, this study suggests that the Hits may be more effective against progeria and further the DFT studies were executed to understand their orbital energies.
- Published
- 2017
40. Natural compounds as potential Hsp90 inhibitors for breast cancer-Pharmacophore guided molecular modelling studies
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Seok Ju Park, Chanin Park, Shraddha Parate, Keun Woo Lee, Shailima Rampogu, Minky Son, Ayoung Baek, Saravanan Parameswaran, and Yohan Park
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Models, Molecular ,0301 basic medicine ,In silico ,Drug Evaluation, Preclinical ,Breast Neoplasms ,Computational biology ,Biochemistry ,Structure-Activity Relationship ,03 medical and health sciences ,chemistry.chemical_compound ,0302 clinical medicine ,Structural Biology ,Heat shock protein ,Humans ,HSP90 Heat-Shock Proteins ,Biological Products ,Dose-Response Relationship, Drug ,biology ,Organic Chemistry ,Geldanamycin ,Antineoplastic Agents, Phytogenic ,Hsp90 ,Radicicol ,Computational Mathematics ,030104 developmental biology ,chemistry ,Docking (molecular) ,030220 oncology & carcinogenesis ,biology.protein ,Lipinski's rule of five ,Female ,Pharmacophore - Abstract
Breast cancer is one of the major impediments affecting women globally. The ATP-dependant heat shock protein 90 (Hsp90) forms the central component of molecular chaperone machinery that predominantly governs the folding of newly synthesized peptides and their conformational maturation. It regulates the stability and function of numerous client proteins that are frequently upregulated and/or mutated in cancer cells, therefore, making Hsp90 inhibition a promising therapeutic strategy for the development of new efficacious drugs to treat breast cancer. In the present in silico investigation, a structure-based pharmacophore model was generated with hydrogen bond donor, hydrogen bond acceptor and hydrophobic features complementary to crucial residues Ala55, Lys58, Asp93, Ile96, Met98 and Thr184 directed at inhibiting the ATP-binding activity of Hsp90. Subsequently, the phytochemical dataset of 3210 natural compounds was screened to retrieve the prospective inhibitors after rigorous validation of the model pharmacophore. The retrieved 135 phytocompounds were further filtered by drug-likeness parameters including Lipinski's rule of five and ADMET properties, then investigated via molecular docking-based scoring. Molecular interactions were assessed using Genetic Optimisation for Ligand Docking program for 95 drug-like natural compounds against Hsp90 along with two clinical drugs as reference compounds - Geldanamycin and Radicicol. Docking studies revealed three phytochemicals are better than the investigated clinical drugs. The reference and hit compounds with dock scores of 48.27 (Geldanamycin), 40.90 (Radicicol), 73.04 (Hit1), 72.92 (Hit2) and 68.12 (Hit3) were further validated for their binding stability through molecular dynamics simulations. We propose that the non-macrocyclic scaffolds of three identified phytochemicals might aid in the development of novel therapeutic candidates against Hsp90-driven cancers.
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- 2019
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41. Discovery of Novel Acetylcholinesterase Inhibitors as Potential Candidates for the Treatment of Alzheimer’s Disease
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Keun Woo Lee, Minky Son, Chanin Park, Shailima Rampogu, and Amir Zeb
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0301 basic medicine ,Synaptic cleft ,Quantitative Structure-Activity Relationship ,Computational biology ,Molecular Dynamics Simulation ,030226 pharmacology & pharmacy ,Article ,Catalysis ,lcsh:Chemistry ,Inorganic Chemistry ,03 medical and health sciences ,chemistry.chemical_compound ,Alkaloids ,0302 clinical medicine ,Alzheimer Disease ,Drug Discovery ,medicine ,Galantamine ,Humans ,Donepezil ,Physical and Theoretical Chemistry ,lcsh:QH301-705.5 ,Molecular Biology ,Spectroscopy ,Huperzine A ,Rivastigmine ,Virtual screening ,Binding Sites ,Organic Chemistry ,acetylcholinesterase ,molecular docking ,General Medicine ,Acetylcholinesterase ,Computer Science Applications ,Molecular Docking Simulation ,030104 developmental biology ,lcsh:Biology (General) ,lcsh:QD1-999 ,chemistry ,pharmacophore modeling ,Cholinesterase Inhibitors ,Pharmacophore ,Sesquiterpenes ,Alzheimer’s disease ,Databases, Chemical ,Protein Binding ,medicine.drug - Abstract
Acetylcholinesterase (AChE) catalyzes the hydrolysis of neurotransmitter acetylcholine to acetate and choline in a synaptic cleft. Deficits in cholinergic neurotransmitters are linked closely with the progression of Alzheimer&rsquo, s disease (AD), which is a neurodegenerative disorder characterized by memory impairment, and a disordered cognitive function. Since the previously approved AChE inhibitors, donepezil (Aricept), galantamine (Reminyl), and rivastigmine (Exelon), have side effects and several studies are being carried out out to develop novel AD drugs, we have applied a three-dimensional quantitative structure&minus, activity relationship (3D QSAR) and structure-based pharmacophore modeling methodologies to identify potential candidate inhibitors against AChE. Herein, 3D QSAR and structure-based pharmacophore models were built from known inhibitors and crystal structures of human AChE in complex with donepezil, galantamine, huperzine A, and huprine W, respectively. The generated models were used as 3D queries to screen new scaffolds from various chemical databases. The hit compounds obtained from the virtual screening were subjected to an assessment of drug-like properties, followed by molecular docking. The final hit compounds were selected based on binding modes and molecular interactions in the active site of the enzyme. Furthermore, molecular dynamics simulations for AChE in complex with the final hits were performed to evaluate that they maintained stable interactions with the active site residues. The binding free energies of the final hits were also calculated using molecular mechanics/Poisson-Boltzmann surface area method. Taken together, we proposed that these hits can be promising candidates for anti-AD drugs.
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- 2019
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42. New insights in the activation of human cholesterol esterase to design potent anti-cholesterol drugs
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Keun Woo Lee, Chanin Park, Sundarapandian Thangapandian, Shalini John, Minky Son, and Prettina Lazar
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Molecular Dynamics Simulation ,Catalysis ,Bile Acids and Salts ,Inorganic Chemistry ,Structure-Activity Relationship ,Enzyme activator ,chemistry.chemical_compound ,Biosynthesis ,Catalytic Domain ,Drug Discovery ,Sterol esterase ,Hydroxides ,Animals ,Humans ,Structure–activity relationship ,Physical and Theoretical Chemistry ,Binding site ,Molecular Biology ,chemistry.chemical_classification ,Activator (genetics) ,Anticholesteremic Agents ,Organic Chemistry ,Hydrogen Bonding ,General Medicine ,Sterol Esterase ,Enzyme Activation ,Enzyme ,Anti-cholesterol ,chemistry ,Biochemistry ,Drug Design ,Cattle ,Information Systems - Abstract
Primary hypercholesterolemia is the root cause for major health issues like coronary heart disease and atherosclerosis. Regulating plasma cholesterol level, which is the product of biosynthesis as well as dietary intake, has become one of the major therapeutic strategies to effectively control these diseases. Human cholesterol esterase (hCEase) is an interesting target involved in the regulation of plasma cholesterol level and thus inhibition of this enzyme is highly effective in the treatment of hypercholesterolemia. This study was designed to understand the activation mechanism that enables the enzyme to accommodate long chain fatty acids and to identify the structural elements for the successful catalysis. Primarily the activation efficiencies of three different bile salts were studied and compared using molecular dynamics simulations. Based on the conformations of major surface loops, hydrogen bond interactions, and distance analyses, taurocholate was concluded as the preferred activator of the enzyme. Furthermore, the importance of two bile salt binding sites (proximal and remote) and the crucial role of 7α-OH group of the bile salts in the activation of hCEase was examined and evidenced. The results of our study explain the structural insights of the activation mechanism and show the key features of the bile salts responsible for the enzyme activation which are very useful in hypolipidemic drug designing strategies.
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- 2013
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43. MP-V1 from the Venom of Social Wasp Vespula vulgaris Is a de Novo Type of Mastoparan that Displays Superior Antimicrobial Activities
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Eun-Young Noh, Yangseon Kim, Minky Son, Woo Young Bang, Joo-Hong Yeo, Soonok Kim, Chanin Park, Keun Woo Lee, and Changmu Kim
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0301 basic medicine ,Models, Molecular ,Erythrocytes ,Antibiotics ,Wasps ,Pharmaceutical Science ,venom ,Peptide ,Venom ,Wasp Venoms ,medicine.disease_cause ,MP-V1 ,Protein Structure, Secondary ,Analytical Chemistry ,Streptococcus mutans ,Anti-Infective Agents ,Drug Discovery ,Peptide sequence ,Cells, Cultured ,chemistry.chemical_classification ,biology ,Circular Dichroism ,Salmonella enterica ,Antimicrobial ,peptide ,antimicrobial activity ,mastoparan ,wasp ,Chemistry (miscellaneous) ,Molecular Medicine ,Intercellular Signaling Peptides and Proteins ,medicine.drug_class ,Vespula vulgaris ,Microbial Sensitivity Tests ,complex mixtures ,Article ,Microbiology ,lcsh:QD241-441 ,03 medical and health sciences ,Structure-Activity Relationship ,lcsh:Organic chemistry ,medicine ,Animals ,Humans ,Amino Acid Sequence ,Physical and Theoretical Chemistry ,Organic Chemistry ,Pathogenic bacteria ,biology.organism_classification ,030104 developmental biology ,chemistry ,Mastoparan ,Peptides - Abstract
Mastoparans from the venom of social wasps have attracted considerable attention as effective antibiotic candidates. In this study, mastoparan V1 (MP-V1) from Vespula vulgaris was first disclosed to have a peptide amino acid sequence distinct from typical mastoparans and its biochemical properties and antimicrobial effects were compared with those of typical mastoparans MP-L, -X(V) and -B. Circular dichroism (CD) spectroscopy revealed that MP-V1 and -X(V) form more stable α-helical conformations in lipid membrane-like environments than MP-L and -B. In parallel, these two also showed more effective antimicrobial activities against the pathogens than did MP-L and -B. Although MP-V1 had a less stable α-helical conformation than MP-X(V), it showed stronger antimicrobial effects against Streptococcus mutans and Salmonella enterica than MP-X(V). In the meantime, analysis of hemolytic activity revealed a range of doses (~50 μM) that exhibited little potent cytotoxicity on human erythrocytes. Finally, the atypical MP-V1 peptide amino acid sequence provided important clues to understanding its antimicrobial mechanism from a structural perspective. Therefore, it has been concluded that MP-V1 is a de novo type of mastoparan with superior antimicrobial activities against both pathogenic bacteria and fungi, which may be useful in developing multipurpose antimicrobial drugs against infectious diseases.
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- 2016
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44. Molecular Docking and Dynamics Simulation, Receptor-based Hypothesis: Application to Identify Novel Sirtuin 2 Inhibitors
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Minky Son, Sugunadevi Sakkiah, Chanin Park, Sundarapandian Thangapandian, and Keun W. Lee
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Pharmacology ,biology ,Drug discovery ,Organic Chemistry ,Computational biology ,SIRT2 ,Biochemistry ,Small molecule ,LigandScout ,Drug Discovery ,Sirtuin ,biology.protein ,Lipinski's rule of five ,Molecular Medicine ,Binding site ,Decoy - Abstract
Sirtuin, NAD(+)-dependent histone deacetylase enzyme, emerged as a potential therapeutic target, and modulations by small molecules could be effective drugs for various diseases. Owing to the absence of complex structure of sirtuin 2 (SIRT2), sirtinol was docked in the NAD(+) binding site and subjected to 5-nseconds molecular dynamics (MD) simulation. LigandScout was used to develop hypotheses based on 3-representative SIRT2 complex structures from MD. Three structure-based hypotheses are generated and merged to form dynamics hypothesis. The dynamics hypothesis was validated using test and decoy sets. The results showed that dynamic hypothesis represents the complementary features of SIRT2 active site. Dynamic hypothesis was used to screen ChemDiv database, and hits were filtered through ADMET, rule of five, and two different molecular docking studies. Finally, 21 molecules were selected as potent leads based on consensus score from LigandFit, Gold fitness score, binding affinity from VINA as well as based on the important interactions with critical residues in SIRT2 active site. Hence, we suggest that the dynamic hypothesis will be reliable in the identification of SIRT2 new lead as well as to reduce time and cost in the drug discovery process.
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- 2012
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45. Binding conformation prediction between human acetylcholinesterase and cytochrome c using molecular modeling methods
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Keun Woo Lee, Sundarapandian Thangapandian, Minky Son, Songmi Kim, Ayoung Baek, Prettina Lazar, Na Young Jeong, Yuno Lee, and Young Hyun Yoo
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Anions ,Models, Molecular ,Cytochrome ,Molecular model ,Protein Conformation ,Stereochemistry ,Heme ,Molecular Dynamics Simulation ,Crystallography, X-Ray ,chemistry.chemical_compound ,Molecular dynamics ,Apoptosomes ,Protein Interaction Mapping ,Materials Chemistry ,Humans ,Amino Acid Sequence ,Physical and Theoretical Chemistry ,Protein Structure, Quaternary ,Spectroscopy ,Binding Sites ,biology ,Hydrogen bond ,Cytochrome c ,Cytochromes c ,Hydrogen Bonding ,Computer Graphics and Computer-Aided Design ,Acetylcholinesterase ,Models, Chemical ,chemistry ,Docking (molecular) ,biology.protein ,Sequence Alignment ,Protein Binding - Abstract
The acetylcholinesterase (AChE) is important to terminate acetylcholine-mediated neurotransmission at cholinergic synapses. The pivotal role of AChE in apoptosome formation through the interactions with cytochrome c (Cyt c) was demonstrated in recent study. In order to investigate the proper binding conformation between the human AChE (hAChE) and human Cyt c (hCyt c), macro-molecular docking simulation was performed using DOT 2.0 program. The hCyt c was bound to peripheral anionic site (PAS) on hAChE and binding mode of the docked conformation was very similar to the reported crystal structure of the AChE and fasciculin-II (Fas-II) complex. Two 10 ns molecular dynamics (MD) simulations were carried out to refine the binding mode of docked structure and to observe the differences of the binding conformations between the absent (Apo) and presence (Holo) of heme group. The key hydrogen bonding residues between hAChE and hCyt c proteins were found in Apo and Holo systems, as well as each Tyr341 and Trp286 residue of hAChE was participated in cation-pi (π) interactions with Lys79 of hCyt c in Apo and Holo systems, respectively. From the present study, although the final structures of the Apo and Holo systems have similar binding pattern, several differences were investigated in flexibilities, interface interactions, and interface accessible surface areas. Based on these results, we were able to predict the reasonable binding conformation which is indispensable for apoptosome formation.
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- 2011
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46. Pharmacophore Identification for Peroxisome Proliferator-Activated Receptor Gamma Agonists
- Author
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Jung-Keun Suh, Songmi Kim, Swan Hwang, Yuno Lee, Minky Son, Chanin Park, Keun Woo Lee, Young-sik Sohn, Ayoung Baek, and Hyong-Ha Kim
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chemistry.chemical_classification ,Virtual screening ,Training set ,Nuclear receptor ,chemistry ,Biochemistry ,Peroxisome proliferator-activated receptor ,General Chemistry ,Pharmacophore ,Peroxisome ,Receptor ,Binding affinities - Abstract
Peroxisome proliferator-activated receptors (PPARs) are members of nuclear receptors and their activation induces regulation of fatty acid storage and glucose metabolism. Therefore, the PPARγ is a major target for the treatment of type 2 diabetes mellitus. In order to generate pharmacophore model, 1080 known agonists database was constructed and a training set was selected. The Hypo7, selected from 10 hypotheses, contains four features: three hydrogen-bond acceptors (HBA) and one general hydrophobic (HY). This pharmacophore model was validated by using 862 test set compounds with a correlation coefficient of 0.903 between actual and estimated activity. Secondly, CatScramble method was used to verify the model. Hence, the validated Hypo7 was utilized for searching new lead compounds over 238,819 and 54,620 chemical structures in NCI and Maybridge database, respectively. Then the leads were selected by screening based on the pharmacophore model, predictive activity, and Lipinski’s rules. Candidates were obtained and subsequently the binding affinities to PPARγ were investigated by the molecular docking simulations. Finally the best two compounds were presented and would be useful to treat type 2 diabetes.
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- 2011
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47. Discovery of Potential Plant-Derived Peptide Deformylase (PDF) Inhibitors for Multidrug-Resistant Bacteria Using Computational Studies
- Author
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Minky Son, Shailima Rampogu, Keun Woo Lee, Ayoung Baek, Chanin Park, and Amir Zeb
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0301 basic medicine ,business.industry ,lcsh:R ,multidrug-resistant bacteria ,lcsh:Medicine ,General Medicine ,Computational biology ,phytochemicals ,molecular dynamics (MD) simulation ,Ligand (biochemistry) ,dual pharmacophores ,Article ,03 medical and health sciences ,Peptide deformylase ,030104 developmental biology ,Multidrug resistant bacteria ,Medicine ,Pharmacophore ,business ,Decoy ,Discovery Studio - Abstract
Bacterial peptide deformylase (PDF) is an attractive target for developing novel inhibitors against several types of multidrug-resistant bacteria. The objective of the current study is to retrieve potential phytochemicals as prospective drugs against Staphylococcus aureus peptide deformylase (SaPDF). The current study focuses on applying ligand-based pharmacophore model (PharmL) and receptor-based pharmacophore (PharmR) approaches. Utilizing 20 known active compounds, pharmL was built and validated using Fischer’s randomization, test set method and the decoy set method. PharmR was generated from the knowledge imparted by the Interaction Generation protocol implemented on the Discovery Studio (DS) v4.5 and was validated using the decoy set that was employed for pharmL. The selection of pharmR was performed based upon the selectivity score and further utilizing the Pharmacophore Comparison module available on the DS. Subsequently, the validated pharmacophore models were escalated for Taiwan Indigenous Plants (TIP) database screening and furthermore, a drug-like evaluation was performed. Molecular docking was initiated for the resultant compounds, employing CDOCKER (available on the DS) and GOLD. Eventually, the stability of the final PDF⁻hit complexes was affirmed using molecular dynamics (MD) simulation conducted by GROMACS v5.0.6. The redeemed hits demonstrated a similar binding mode and stable intermolecular interactions with the key residues, as determined by no aberrant behaviour for 30 ns. Taken together, it can be stated that the hits can act as putative scaffolds against SaPDF, with a higher therapeutic value. Furthermore, they can act as fundamental structures for designing new drug candidates.
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- 2018
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48. Synthesis of Substituted Imidazolidin-2-ones as Aminoacyl-tRNA Synthase Inhibitors
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Heesung Eum, Keun Woo Lee, Yuno Lee, Hyun Joon Ha, Songmi Kim, Won Koo Lee, Minky Son, Sae Young Yun, Ayoung Baek, Seung Whan Ko, and Sunghoon Kim
- Subjects
Aminoacyl-tRNA ,ATP synthase ,biology ,Triphosgene ,Chemistry ,Stereochemistry ,General Chemistry ,Chloride ,Reductive amination ,chemistry.chemical_compound ,Docking (molecular) ,medicine ,biology.protein ,medicine.drug - Abstract
Substituted imidazolidin-2-ones deduced as potential inhibitors of IleRS by docking simulations were synthesized from an aziridine-2-carboxaldehyde. Reductive amination of an aziridine-2-carboxaldehyde with dipeptides for the sub- stituents at N1 and followed by aziridine-ring expansion with triphosgene afforded 4-chloromethylimidazolidin-2-ones whose chloride were further manipulated towards phenylurea, pyrimidin-2-yl-urea or benzenesulfonamide at C4.
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- 2010
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49. Structural importance of the C-terminal region in pig aldo-keto reductase family 1 member C1 and their effects on enzymatic activity
- Author
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Keun Woo Lee, Chanin Park, Seul Gi Kwon, Chul Wook Kim, Minky Son, Sam Woong Kim, and Woo Young Bang
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Models, Molecular ,Steroid hormone ,AKR1C1 ,medicine.medical_treatment ,Molecular Sequence Data ,Sus scrofa ,Reductase ,Biology ,Molecular Dynamics Simulation ,Steroid ,Substrate Specificity ,Protein structure ,NADPH-dependent reduction ,Structural Biology ,Catalytic Domain ,medicine ,Animals ,Aldo-keto reductase ,Homology modeling ,Molecular dynamic simulation ,Amino Acid Sequence ,20-Hydroxysteroid Dehydrogenases ,chemistry.chemical_classification ,Dihydrotestosterone ,Hydrogen Bonding ,Protein Structure, Tertiary ,Isoenzymes ,Molecular Docking Simulation ,Kinetics ,Enzyme ,chemistry ,Biochemistry ,Structural Homology, Protein ,NAD+ kinase ,Sequence Alignment ,Research Article - Abstract
Background: Pig aldo-keto reductase family 1 member C1 (AKR1C1) belongs to AKR superfamily which catalyzes the NAD(P) H-dependent reduction of various substrates including steroid hormones. Previously we have reported two paralogous pig AKR1C1s, wild-type AKR1C1 (C-type) and C-terminal-truncated AKR1C1 (T-type). Also, the C-terminal region significantly contributes to the NADPH-dependent reductase activity for 5a-DHT reduction. Molecular modeling studies combined with kinetic experiments were performed to investigate structural and enzymatic differences between wild-type AKR1C1 C-type and T-type. Results: The results of the enzyme kinetics revealed that V-max and k(cat) values of the T-type were 2.9 and 1.6 folds higher than those of the C-type. Moreover, catalytic efficiency was also 1.9 fold higher in T-type compared to C-type. Since x-ray crystal structures of pig AKR1C1 were not available, three dimensional structures of the both types of the protein were predicted using homology modeling methodology and they were used for molecular dynamics simulations. The structural comparisons between C-type and T-type showed that 5a-DHT formed strong hydrogen bonds with catalytic residues such as Tyr55 and His117 in T-type. In particular, C3 ketone group of the substrate was close to Tyr55 and NADPH in T-type. Conclusions: Our results showed that 5a-DHT binding in T-type was more favorable for catalytic reaction to facilitate hydride transfer from the cofactor, and were consistent with experimental results. We believe that our study provides valuable information to understand important role of C-terminal region that affects enzymatic properties for 5a-DHT, and further molecular mechanism for the enzyme kinetics of AKR1C1 proteins.
- Published
- 2014
50. Functional Mechanism of C-Terminal Tail in the Enzymatic Role of PorcineTesticular Carbonyl Reductase: A Combined Experiment and MolecularDynamics Simulation Study of the C-Terminal Tail in the Enzymatic Roleof PTCR
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Keun Woo Lee, Chul Wook Kim, Seul Gi Kwon, Woo Young Bang, Chanin Park, Minky Son, Yuno Lee, and Sam Woong Kim
- Subjects
Male ,Carbonyl Reductase ,Swine ,Aldo-Keto Reductases ,Gene Expression ,lcsh:Medicine ,Plasma protein binding ,Molecular Dynamics ,Biochemistry ,Substrate Specificity ,Molecular dynamics ,Computational Chemistry ,Catalytic Domain ,Testis ,Biochemical Simulations ,Biomacromolecule-Ligand Interactions ,lcsh:Science ,Aldehyde Reductase ,Multidisciplinary ,Chemistry ,Hydrogen bond ,Dihydrotestosterone ,Enzymes ,Molecular Docking Simulation ,Physical Sciences ,Thermodynamics ,Oxidation-Reduction ,Research Article ,Protein Binding ,Biophysical Simulations ,Stereochemistry ,Recombinant Fusion Proteins ,Kinetics ,Biophysics ,Molecular Dynamics Simulation ,Escherichia coli ,Animals ,Enzyme kinetics ,Enzyme Kinetics ,Short-chain dehydrogenase ,lcsh:R ,Biology and Life Sciences ,Computational Biology ,Protein Structure, Tertiary ,Enzymology ,Biocatalysis ,lcsh:Q ,NADP - Abstract
Porcine testicular carbonyl reductase, PTCR which is one of the short chain dehydrogenases/reductases (SDR) superfamily catalyzes the NADPH-dependent reduction of carbonyl compounds including steroids and prostaglandins. Previously we reported C-terminal tail of PTCR was deleted due to a nonsynonymous single nucleotide variation (nsSNV). Here we identified from kinetic studies that the enzymatic properties for 5 alpha-dihydrotestosterone (5 alpha-DHT) were different between wild-type and C-terminal-deleted PTCRs. Compared to wild-type PTCR, C-terminal-deleted PTCR has much higher reduction rate. To investigate structural difference between wild-type and C-terminal-deleted PTCRs upon 5a-DHT binding, we performed molecular dynamics simulations for two complexes. Using trajectories, molecular interactions including hydrogen bonding patterns, distance between 5a-DHT and catalytic Tyr193, and interaction energies are analyzed and compared. During the MD simulation time, the dynamic behavior of C-terminal tail in wild-type PTCR is also examined using essential dynamics analysis. The results of our simulations reveal that the binding conformation of 5 alpha-DHT in C-terminal-deleted PTCR is more favorable for reduction reaction in PTCR, which shows strong agreement with kinetic data. These structural findings provide valuable information to understand substrate specificity of PTCR and further kinetic properties of enzymes belonging to the SDR superfamily.
- Published
- 2014
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