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Ribeiro AJM, Ramos MJ, Fernandes PA. The Catalytic Mechanism of HIV-1 Integrase for DNA 3′-End Processing Established by QM/MM Calculations. J Am Chem Soc 2012; 134:13436-47. [DOI: 10.1021/ja304601k] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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Gesto DS, Cerqueira NMFSA, Fernandes PA, Ramos MJ. Gemcitabine: a critical nucleoside for cancer therapy. Curr Med Chem 2012; 19:1076-87. [PMID: 22257063 DOI: 10.2174/092986712799320682] [Citation(s) in RCA: 71] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2011] [Revised: 12/16/2011] [Accepted: 12/19/2011] [Indexed: 11/22/2022]
Abstract
Gemcitabine (dFdC, 2',2'-difluorodeoxycytidine) is a deoxycytidine nucleoside analogue of deoxycytidine in which two fluorine atoms have been inserted into the deoxyribose ring. Like other nucleoside analogues, gemcitabine is a prodrug. It is inactive in its original form, and depends on the intracellular machinery to gain pharmacological activity. What makes gemcitabine different from other nucleoside analogues is that it is actively transported across the cell membrane, it is phosphorylated more efficiently and it is eliminated at a slower rate. These differences, together with self-potentiation mechanisms, masked DNA chain termination and extensive inhibitory efficiency against several enzymes, are the source of gemcitabine's cytotoxic activity against a wide variety of tumors. This unique combination of metabolic properties and mechanistic characteristics is only found in very few other anticancer drugs, and both the FDA and the EMEA have already approved its use for clinical purposes, for the treatment of several types of tumors. In spite of the promising results associated with gemcitabine, the knowledge of its mode of action and of the enzymes it interacts with is still not fully documented. In this article we propose to review all these aspects and summarize the path of gemcitabine inside the cell.
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Brás NF, Ramos MJ, Fernandes PA. The catalytic mechanism of mouse renin studied with QM/MM calculations. Phys Chem Chem Phys 2012; 14:12605-13. [PMID: 22796659 DOI: 10.1039/c2cp41422h] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Hypertension is a chronic condition that affects nearly 25% of adults worldwide. As the Renin-Angiotensin-Aldosterone System is implicated in the control of blood pressure and body fluid homeostasis, its combined blockage is an attractive therapeutic strategy currently in use for the treatment of several cardiovascular conditions. We have performed QM/MM calculations to study the mouse renin catalytic mechanism in atomistic detail, using the N-terminal His6-Asn14 segment of angiotensinogen as substrate. The enzymatic reaction (hydrolysis of the peptidic bond between residues in the 10th and 11th positions) occurs through a general acid/base mechanism and, surprisingly, it is characterized by three mechanistic steps: it begins with the creation of a first very stable tetrahedral gem-diol intermediate, followed by protonation of the peptidic bond nitrogen, giving rise to a second intermediate. In a final step the peptidic bond is completely cleaved and both gem-diol hydroxyl protons are transferred to the catalytic dyad (Asp32 and Asp215). The final reaction products are two separate peptides with carboxylic acid and amine extremities. The activation energy for the formation of the gem-diol intermediate was calculated as 23.68 kcal mol(-1), whereas for the other steps the values were 15.51 kcal mol(-1) and 14.40 kcal mol(-1), respectively. The rate limiting states were the reactants and the first transition state. The associated barrier (23.68 kcal mol(-1)) is close to the experimental values for the angiotensinogen substrate (19.6 kcal mol(-1)). We have also tested the influence of the density functional on the activation and reaction energies. All eight density functionals tested (B3LYP, B3LYP-D3, X3LYP, M06, B1B95, BMK, mPWB1K and B2PLYP) gave very similar results.
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Moorthy NSHN, Ramos MJ, Fernandes PA. Analysis of van der Waals surface area properties for human ether-a-go-go-related gene blocking activity: computational study on structurally diverse compounds. SAR AND QSAR IN ENVIRONMENTAL RESEARCH 2012; 23:521-536. [PMID: 22452318 DOI: 10.1080/1062936x.2012.666264] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
In the present investigation, a computational analysis was performed on a data set comprised of human ether-a-go-go-related gene (hERG) blockers (triethanolamine, 1,3-thiazol-2-yl and tetrasubstituted imidazoline derivatives) in order to investigate the structural features required to reduce the hERG-induced cardiotoxicity problems in an early stage of drug discovery. The results derived from the quantitative structure-activity relationship (QSAR) analysis showed that the volume, surface area and shape descriptors (vsurf_) contributed significantly in all the models. This reveals that the hydrogen-bonding and hydrophilicity properties (vsurf_HB1, vsurf_CW4 and a_acc) on the van der Waals (vdW) surface of the molecule is negatively contributed for the hERG blocking activity and the hydrophobic property (vsurf_D6) and the total polar volume (vsurf_Wp2) on the vdW surface of the molecule are favourable for the activity. Further, the pharmacophore analysis also shows that the Aro/Hyd/Acc contour is one of the important biophore sites for the hERG blocking activity. This suggests that the presence of aromatic, hydrophobic and hydrogen-bonding groups in the molecules is favourable for interaction. In comparison with our earlier works (explaining the role of topological and hydrophobicity properties for the hERG blocking activity), these studies provided additional information on the importance of vdW surface area properties for the hERG blocking activity. These results can be used with other molecular modelling studies for the design of novel molecules that are free of cardiotoxicity.
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De Rienzo F, Moura Barbosa AJ, Perez MA, Fernandes PA, Ramos MJ, Menziani MC. The extracellular subunit interface of the 5-HT3receptors: a computational alanine scanning mutagenesis study. J Biomol Struct Dyn 2012; 30:280-98. [DOI: 10.1080/07391102.2012.680029] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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Moorthy NSHN, Ramos MJ, Fernandes PA. QSAR and pharmacophore analysis of a series of piperidinyl urea derivatives as HERG blockers and H3 antagonists. Curr Drug Discov Technol 2012; 10:47-58. [PMID: 22564166 DOI: 10.2174/157016313804998889] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2012] [Revised: 03/07/2012] [Accepted: 04/16/2012] [Indexed: 11/22/2022]
Abstract
In the present study, a computational based pharmacophore and structural analysis were performed on a series of piperidinyl urea derivatives, a limited number of compounds which have variation in structures and activities that exhibit hERG blocking and H3 antagonistic activities. The conducted QSAR studies demonstrated that the developed models are statistically significant, which have been confirmed through validation. The Q2 values for the models developed with hERG blocking activity are > 0.8 and with the H3 antagonistic activity are > 0.6. The descriptors contributed in the models show that the distributed polar properties on the vdW surface of the molecules are important for the hERG blocking activity. The vsurf_ descriptors (surface area, volume and shape) such as vsurf_DD13 and vsurf_Wp4 correlate with the H3 antagonistic activity of these compounds. The distances between the pharmacophore sites were measured in order to confirm their significance to the activities. The results reveal that the acceptor (acc), donor (don), hydrophobic (hyd) and aromatic/hydrophobic (aro/hyd) pharmacophore properties are favorable contours sites for both the activities. Also, our study reveals that the distance between the polar contours (acc, don, etc) has to be small for better hERG blocking activity. The distances between the aro/hyd to the polar groups should be higher for better hERG blocking activity. However, the H3 antagonistic activity for these series depends upon hydrophobic property of the molecules, particularly the hyd and the hyd/aro contours of the molecules. Hence, these results reveal the requirements on the structural properties and the distances between the pharmacophore contour sites of the molecules responsible for their hERG and H3 antagonistic activities.
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Moorthy NSHN, Ramos MJ, Fernandes PA. Structural analysis of 2-piperidin-4-yl-actamide derivatives for hERG blocking and MCH R1 antagonistic activities. Curr Drug Discov Technol 2012; 9:25-38. [PMID: 22235926 DOI: 10.2174/157016312799304543] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2011] [Accepted: 11/14/2011] [Indexed: 05/31/2023]
Abstract
In the present investigation, a computational based structural analysis was performed on a series of 2-piperidin- 4-yl-acetamide derivatives to investigate the physicochemical features of the molecules responsible for the hERG blocking and melanin concentrating hormone receptor-1 (MCH R1) antagonistic activities. The QSAR models derived from MLR analysis were validated by various validation methods and they provided significant statistical results such as Q(2), F, t(test), R, predicated residual error values, etc. These significant models were constructed with different type of physicochemical descriptors which showed that the hydrophobic properties on the vdW surface of the molecules are favorable for both the activities (MCH R1 antagonistic and hERG blocking activities) and the presence of polar/electronegative groups in the molecules is detrimental for those activities. The presence of flexible aromatic rings in the molecules has favorable hERG blocking activity. The MCH R1 antagonistic activity also depends upon the vdW volume, shape and flexibility of the molecules. In addition, the presented results will guide for the optimized design of novel bioactive molecules with less/free of hERG blocking activities to avoid unwanted potential cardiotoxic side effects related with the use of these possible antiarrhythmic and anti-obesity agents in humans.
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Perez MAS, Sousa SF, Oliveira EFT, Fernandes PA, Ramos MJ. Detection of Farnesyltransferase Interface Hot Spots through Computational Alanine Scanning Mutagenesis. J Phys Chem B 2011; 115:15339-54. [DOI: 10.1021/jp205481y] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
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159
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Brás NF, Perez MAS, Fernandes PA, Silva PJ, Ramos MJ. Accuracy of Density Functionals in the Prediction of Electronic Proton Affinities of Amino Acid Side Chains. J Chem Theory Comput 2011; 7:3898-908. [DOI: 10.1021/ct200309v] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
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160
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S. Hari Narayana Moorthy N, J. Ramos M, A. Fernandes P. Analysis of the α-Glucosidase Inhibitory Activity of Chromenone Derivatives Based on their Molecular Features: A Computational Study. Med Chem 2011; 7:526-33. [DOI: 10.2174/157340611797928389] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2011] [Revised: 05/26/2011] [Accepted: 06/15/2011] [Indexed: 11/22/2022]
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Narayana Moorthy NSH, Ramos MJ, Fernandes PA. Comparative structural analysis of α-glucosidase inhibitors on difference species: a computational study. Arch Pharm (Weinheim) 2011; 345:265-74. [PMID: 22006830 DOI: 10.1002/ardp.201100047] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2011] [Revised: 07/11/2011] [Accepted: 07/18/2011] [Indexed: 11/10/2022]
Abstract
Structural feature analysis of chlorogenic acid derivatives made up of varying lengths of alkyl groups as α-glucosidases inhibitors were performed by QSAR techniques. The statistically significant models derived from the study were validated by leave one out, Y-randomization and test set methods. The predictive capacity of the models was assessed by its validation parameters such as crossvalidated correlation coefficients (Q(2)), predictive residual analysis and other correlation parameters. The results obtained from the study show that the models were constructed with vsurf like properties (vsurf_ID4, vsurf_ID7 and vsurf_CW8), partial charge (Q_VSA_FNEG) and conformation dependent charged (dipoleX) descriptors. The integy moments of hydrophobicity descriptors (ID4 and ID7) are contributed for the inhibitory activity of the α-glucosidases enzymes of both the species. The vsurf_ID7 descriptor has contributed significantly (negatively) for the inhibitory activity prediction of α-glucosidases enzymes of S. cerevisiae. The partial negative charge on the surface of the molecules is detrimental for the activity, which reveals that the active site of the enzymes may have negatively charged groups. The pharmacophore analysis results also confirm the presence of hydrophilic properties on the vdW surface of the molecules. These results explain that the active sites of α-glucosidase enzymes of both the species have the same environment for the interaction. The alkyl side chain on the molecules is important for the pharmacokinetic behavior of the molecules and reduces the interaction energy of the molecules with the water. Hence, these results will be useful for designing novel molecules with multiple activities.
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Oliveira EF, Cerqueira NMFSA, Fernandes PA, Ramos MJ. Mechanism of Formation of the Internal Aldimine in Pyridoxal 5′-Phosphate-Dependent Enzymes. J Am Chem Soc 2011; 133:15496-505. [DOI: 10.1021/ja204229m] [Citation(s) in RCA: 78] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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163
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Narayana Moorthy NSH, Ramos MJ, Fernandes PA. Structural analysis of structurally diverse α-glucosidase inhibitors for active site feature analysis. J Enzyme Inhib Med Chem 2011; 27:649-57. [DOI: 10.3109/14756366.2011.605359] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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164
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Narayana Moorthy NSH, Sousa SF, Ramos MJ, Fernandes PA. In Silico–Based Structural Analysis of Arylthiophene Derivatives for FTase Inhibitory Activity, hERG, and Other Toxic Effects. ACTA ACUST UNITED AC 2011; 16:1037-46. [DOI: 10.1177/1087057111414899] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
In the present investigation, the authors have performed an in silico–based analysis on a series of arylthiophene derivatives for the determination of their structural features responsible for farnesyltransferase (FTase) inhibitory activity, hERG blocking activity, and toxicity by quantitative structure–activity relationship and pharmacophore analysis techniques. The statistically significant models derived through multiple linear regression analysis were validated by different validation methods. The applicability of the descriptors contributed in the selected models show that the polar and polarizable properties on the van der Waals (vdW) surface area of the molecules are important for the FTase inhibitory and hERG blocking activities, while being detrimental for the toxicity of the molecules. It is interesting to note that the topological properties, molecular flexibility, and connectivity of the molecules are positively correlated to all the activities (FTase inhibition, hERG blocking, and toxicity). This implies that the flexibility of the molecules is the common feature for interaction in all targets, whereas the presence of polar groups on the molecular surface (vdW) is a determinant for the favorable (FTase inhibition) or unwanted effect (hERG blocking and toxicity) of the molecules. The pharmacophore analysis of the molecules demonstrated that the aromatic/hydrophobicity and polarizability features are important pharmacophore contours favorable for these activities.
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Sousa SF, Cerqueira NMFSA, Fernandes PA, Ramos MJ. Virtual screening in drug design and development. Comb Chem High Throughput Screen 2011; 13:442-53. [PMID: 20236061 DOI: 10.2174/138620710791293001] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2009] [Accepted: 03/08/2010] [Indexed: 11/22/2022]
Abstract
Virtual screening (VS) is presently a key component in the process of drug design and development. VS is normally regarded as the selection of likely drug candidates from large libraries of chemical structures by using computational methodologies. However, the generic definition of VS is significantly wider and may encompass many different methods. This review tries to present a comprehensive overview of the virtual screening process and of its importance in the present drug discovery and development paradigm. Following a focused contextualization on the subject, an introduction to the general types of virtual screening methodologies is presented. The main stages of a virtual screening campaign, including its strengths and limitations, are the subject of particular attention in this review. This analysis is complemented with a careful selection of VS success stories. Finally, a reflection on the future challenges of this promising methodology is drawn.
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Carvalho ATP, Fernandes PA, Ramos MJ. The Catalytic Mechanism of RNA Polymerase II. J Chem Theory Comput 2011; 7:1177-88. [PMID: 26606364 DOI: 10.1021/ct100579w] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Eukaryotic RNA polymerase II (RNAP II) transcribes the DNA into mRNA. The presence of two metal ions (usually Mg(2+)) and conserved aspartate residues in the active sites of all nucleic acid polymerases led to the adoption of a universal catalytic mechanism, known as the "two metal ion catalysis". In this scheme, it is assumed that the coordination shell of Mg(2+) (geometry, number, and identity of the ligands) is basically the same for all of the enzymes, despite the significant differences in sequence and structure commonly found in multisubunit RNA polymerases versus single-subunit RNA polymerases and DNA polymerases. Here, we have studied the catalytic mechanism of RNAP II and found very interesting variations to the postulated mechanism. We have used an array of techniques that included thermodynamic integration free energy calculations and electronic structure calculations with pure DFT as well as hybrid DFT/semiempirical methods to understand this important mechanism. We have studied four different catalytic pathways in total, resulting from different combinations of proton donors/acceptors for the two proton transfers experimentally detected (deprotonation of the 3' hydroxyl of the terminal nucleotide (HORNA) and protonation of pyrophosphate). The obtained data unambiguously show that the catalytic mechanism involves the deprotonation of HORNA by a hydroxide ion coming from the bulk solvent, the protonation of pyrophosphate by the active site His1085, and the nucleophilic attack to the substrate by O(-)RNA. The overall barrier is 9.9 kcal/mol. This mechanism differs from those proposed in the identity of the general acid. The deprotonation of the HORNA and the transition state for the nucleophilic attack are similar to some (but not all) of the family members.
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Hari Narayana Moorthy NS, Sousa SF, Ramos MJ, Fernandes PA. Structural feature study of benzofuran derivatives as farnesyltransferase inhibitors. J Enzyme Inhib Med Chem 2011; 26:777-91. [DOI: 10.3109/14756366.2011.552885] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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168
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Moorthy NSHN, Ramos MJ, Fernandes PA. Topological, hydrophobicity, and other descriptors on α-glucosidase inhibition: a QSAR study on xanthone derivatives. J Enzyme Inhib Med Chem 2011; 26:755-66. [PMID: 21284409 DOI: 10.3109/14756366.2010.549089] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Quantitative structure activity relationship analysis was performed on a series of xanthone derivatives to establish the structural features required for α-glucosidase inhibitory activity. The computational and statistical analysis was performed with V life MDS (Molecular Design Suite) and Statistica software. The selected models show significant predictive power, stability, and reliability in terms of cross-validated correlation coefficient (Q(2)(cv) > 0.74 and Q(2)(test) > 0.5) and other validation parameters. The results show that the SaaaC count, MMFF_6 and dipole moment are mainly contributed for the activity along with the hydrophobicity descriptors. It describes that heteroatoms (oxygen atom connected with carbon atom) in the molecules are favourable for α-glucosidase inhibitory activity. The E-state count descriptor suggests that when carbon atoms connected with three aromatic bonds and hydrogen or other atoms are favourable for the activity. The SAHA and SAMH descriptors show that the hydrophilic area in the molecule is important for the activity while high hydrophilicity is unfavourable for the activity. This study concluded that hydrophilic, polar and/or electron negative groups, which are responsible for hydrogen bonding and interaction with the enzyme for favourable activity.
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Oliveira J, Petrov V, Parola AJ, Pina F, Azevedo J, Teixeira N, Brás NF, Fernandes PA, Mateus N, Ramos MJ, de Freitas V. Chemical behavior of methylpyranomalvidin-3-O-glucoside in aqueous solution studied by NMR and UV-visible spectroscopy. J Phys Chem B 2011; 115:1538-45. [PMID: 21250736 DOI: 10.1021/jp110593c] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
In the present work, the proton-transfer reactions of the methylpyranomalvidin-3-O-glucoside pigment in water with different pH values was studied by NMR and UV-visible spectroscopies. The results showed four equilibrium forms: the methylpyranomalvidin-3-O-glucoside cation, the neutral quinoidal base, the respective anionic quinoidal base, and a dianionic base unprotonated at the methyl group. According to the NMR data, it seems that for methylpyranomalvidin-3-O-glucoside besides the acid-base equilibrium between the pyranoflavylium cation and the neutral quinoidal base, a new species is formed at pD 4.88-6.10. This is corroborated by the appearance of a new set of signals in the NMR spectrum that may be assigned to the formation of hemiketal/cis-chalcone species to a small extent. The two ionization constants (pK(a1) and pK(a2)) obtained by both methods (NMR and UV-visible) for methylpyranomalvidin-3-O-glucoside are in agreement (pK(a1) = 5.17 ± 0.03; pK(a2) = 8.85 ± 0.08; and pK(a1) = 4.57 ± 0.07; pK(a2) = 8.23 ± 0.04 obtained by NMR and UV-visible spectroscopies, respectively). Moreover, the fully dianionic unprotonated form (at the methyl group) of the methylpyranomalvidin-3-O-glucoside is converted slowly into a new structure that displays a yellow color at basic pH. On the basis of the results obtained through LC-MS and NMR, the proposed structure was found to correspond to the flavonol syringetin-3-glucoside.
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S. Hari Narayana Moorthy N, J. Ramos M, A. Fernandes P. QSAR Analysis of Isosteviol Derivatives as α-Glucosidase Inhibitors with Element Count and Other Descriptors. LETT DRUG DES DISCOV 2011. [DOI: 10.2174/157018011793663859] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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171
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Moorthy NHN, Ramos MJ, Fernandes PA. hERG binding feature analysis of structurally diverse compounds by QSAR and fragmental analysis. RSC Adv 2011. [DOI: 10.1039/c1ra00131k] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
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172
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Hari Narayana Moorthy NS, Ramos MJ, Fernandes PA. Prediction of the relationship between the structural features of andrographolide derivatives and α-glucosidase inhibitory activity: A quantitative structure-activity relationship (QSAR) Study. J Enzyme Inhib Med Chem 2010; 26:78-87. [DOI: 10.3109/14756361003724760] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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173
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Hari Narayana Moorthy NS, Cerqueira NS, Ramos MJ, Fernandes PA. QSAR analysis of 2-benzoxazolyl hydrazone derivatives for anticancer activity and its possible target prediction. Med Chem Res 2010. [DOI: 10.1007/s00044-010-9510-3] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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174
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Brás NF, Gonçalves R, Mateus N, Fernandes PA, Ramos MJ, de Freitas V. Inhibition of pancreatic elastase by polyphenolic compounds. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2010; 58:10668-10676. [PMID: 20839876 DOI: 10.1021/jf1017934] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
Polyphenols are plant secondary metabolites commonly present in the human diet that possess the ability to bind and inhibit digestive proteins. In the present study, kinetic measurements of porcine pancreatic elastase (PPE) activity were determined using Suc-(Ala)(3)-p-nitroanilide as substrate and polyphenolic compounds as inhibitors. A positive relationship between the degree of polyphenol polymerization and the capacity of the polyphenols to inhibit PPE was observed. Procyanidins with a molecular weight of at least 1154 Da were necessary to observe a significant inhibitory ability. Kinetic parameters were also calculated and confirmed that the inhibition is reversible and competitive. Molecular docking and dynamics simulations demonstrated that the tetramer structure has a higher affinity to the enzyme due the establishment of more contact points with the amino acids present in its active site. Hydrogen bond interactions and hydrophobic effects established between the polyphenol groups and the side chain of residues stabilize and favor the binding mode of this procyanidin. This work is relevant to the study of the antinutritional effects caused by dietary tannins on the digestive enzymes' activity, reducing food digestibility and the absorption of nutrients. In general, the elastase model studied herein allows a better understanding of the inhibitory ability of polyphenol compounds.
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Brás NF, Gonçalves R, Fernandes PA, Mateus N, Ramos MJ, de Freitas V. Understanding the binding of procyanidins to pancreatic elastase by experimental and computational methods. Biochemistry 2010; 49:5097-108. [PMID: 20481639 DOI: 10.1021/bi100410q] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Human diets are rich in secondary metabolites such as polyphenols. These compounds perform a wide range of crucial functions in biological systems and are of great interest for the pharmaceutical and food industries. In this work, the binding mode of the natural polyphenolic compounds from grape seed on the porcine pancreatic elastase surface was studied by experimental and computational methods. Fluorescence quenching, circular dichroism, nephelometry, dynamic light scattering (DLS), molecular docking, and molecular dynamics simulation studies were performed. A decrease in fluorescence intensities was observed with addition of increasing polyphenol concentrations. The order of binding ability obtained was oligomeric fraction of procyanidins (OFP) > tetramer > trimer > dimer B3 procyanidins. Thus a relationship between higher molecular weight and binding ability was observed. The interaction between these molecules and the enzyme occurs by a static mechanism, as inferred from the high apparent fluorescence and bimolecular quenching constants. A blue shift in the maximal emission wavelength could be seen, which indicates that the tryptophan residues acquire a more hydrophobic character upon procyanidin binding. Molecular docking and dynamics simulations also demonstrate that the SASA (solvent-accessible surface area) values of tryptophans decrease with the binding of these compounds, preventing the accessibility of water molecules, which agrees with the referred blue shift. Circular dichroism studies indicate a decrease in alpha-helix content, followed by an increase in the beta-sheet component of secondary structures of this enzyme. DLS and nephelometry techniques also indicate a relationship between large procyanidins and aggregate formation ability.
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Ribeiro AJM, Ramos MJ, Fernandes PA. Benchmarking of DFT Functionals for the Hydrolysis of Phosphodiester Bonds. J Chem Theory Comput 2010; 6:2281-92. [PMID: 26613486 DOI: 10.1021/ct900649e] [Citation(s) in RCA: 62] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Phosphodiester bonds are an important chemical component of biological systems, and their hydrolysis and formation reactions are involved in major steps throughout metabolic pathways of all organisms. In this work, we applied dimethylphosphate as a model for this kind of bonds and calculated the potential energy surface for its hydrolysis at the approximated CCSD(T)/CBS//B3LYP/6-311++G(2d,2p) level. By varying the nucleophile (water or hydroxide) and the medium (vacuum or aqueous implicit solvent) we obtained and described four reaction paths. These structures were then used in a DFT functional benchmarking in which we tested a total of 52 functionals. Furthermore, the performances of HF, MP2, MP3, MP4, and CCSD were also evaluated. This benchmarking showed that MPWB1K, MPW1B95, and PBE1PBE are the more accurate functionals to calculate the energies of dimethylphosphate hydrolysis as far as activation and reaction energies are concerned. If considering only the activation energies, MPWB1K, MPW1B95, and B1B95 give the lowest errors when comparing to CCSD(T). A basis set benchmarking on the same system shows that 6-311+G(2d,2p) is the best basis set concerning the relationship between computational time and accuracy. We believe that our results will be of great help to further studies on related phosphodiester systems. This includes not only pure chemical problems but also biochemical studies in which DNA, RNA, and phospholipids are required to be depicted at a quantum level.
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Perez MAS, Fernandes PA, Ramos MJ. Substrate recognition in HIV-1 protease: a computational study. J Phys Chem B 2010; 114:2525-32. [PMID: 20121080 DOI: 10.1021/jp910958u] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
HIV-1 protease is a crucial enzyme for the life cycle of the human immunodeficiency virus, the retrovirus that triggers AIDS. It is well documented that HIV-1 protease mediates the cleavage of Gag, Gag-Pol, and Nef precursor polyproteins and is highly selective concerning the set of 12 different amino acid sequences that cleaves. However, the governing principles and physical parameters, which determine substrate recognition and specificity, remain poorly understood despite the many speculative proposals that abound in the literature. In fact, it has been difficult so far to circumvent the fact that protease's substrates share little sequence identity and lack an obvious consensus binding motif. We have used microsecond time scale MD simulations to quantitatively show that some sequences of the polyprotein Gag-Pol that are not cleaved (nonsubstrates) have in fact a higher affinity to the active site of HIV-1 protease than a substrate; i.e., recognition is not governed by affinity to the active site. On the basis of a detailed analysis of the results and experimental data, we propose that the recognition is based on the geometric specificity of PR:Gag and PR:Gag-Pol multiprotein complex, that selects which residues lie in the specific position that makes them accessible to the active site for cleavage.
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Brás NF, Ramos MJ, Fernandes PA. DFT studies on the β-glycosidase catalytic mechanism: The deglycosylation step. ACTA ACUST UNITED AC 2010. [DOI: 10.1016/j.theochem.2009.08.039] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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179
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Cecon E, Fernandes PA, Pinato L, Ferreira ZS, Markus RP. DAILY VARIATION OF CONSTITUTIVELY ACTIVATED NUCLEAR FACTOR KAPPA B (NFKB) IN RAT PINEAL GLAND. Chronobiol Int 2010; 27:52-67. [DOI: 10.3109/07420521003661615] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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180
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Sousa SF, Carvalho ES, Ferreira DM, Tavares IS, Fernandes PA, Ramos MJ, Gomes JANF. Comparative analysis of the performance of commonly available density functionals in the determination of geometrical parameters for zinc complexes. J Comput Chem 2010; 30:2752-63. [PMID: 19399915 DOI: 10.1002/jcc.21304] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
A set of 44 Zinc-ligand bond-lengths and of 60 ligand-metal-ligand bond angles from 10 diverse transition-metal complexes, representative of the coordination spheres of typical biological Zn systems, were used to evaluate the performance of a total of 18 commonly available density functionals in geometry determination. Five different basis sets were considered for each density functional, namely two all-electron basis sets (a double-zeta and triple-zeta formulation) and three basis sets including popular types of effective-core potentials: Los Alamos, Steven-Basch-Krauss, and Stuttgart-Dresden. The results show that there are presently several better alternatives to the popular B3LYP density functional for the determination of Zn-ligand bond-lengths and angles. BB1K, MPWB1K, MPW1K, B97-2 and TPSS are suggested as the strongest alternatives for this effect presently available in most computational chemistry software packages. In addition, the results show that the use of effective-core potentials (in particular Stuttgart-Dresden) has a very limited impact, in terms of accuracy, in the determination of metal-ligand bond-lengths and angles in Zinc-complexes, and is a good and safe alternative to the use of an all-electron basis set such as 6-31G(d) or 6-311G(d,p).
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Brás NF, Fernandes PA, Ramos MJ. QM/MM Studies on the β-Galactosidase Catalytic Mechanism: Hydrolysis and Transglycosylation Reactions. J Chem Theory Comput 2010; 6:421-33. [DOI: 10.1021/ct900530f] [Citation(s) in RCA: 73] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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182
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Cerqueira NMFSA, Sousa SF, Fernandes PA, Ramos MJ. Virtual screening of compound libraries. Methods Mol Biol 2010; 572:57-70. [PMID: 20694685 DOI: 10.1007/978-1-60761-244-5_4] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
During the last decade, Virtual Screening (VS) has definitively established itself as an important part of the drug discovery and development process. VS involves the selection of likely drug candidates from large libraries of chemical structures by using computational methodologies, but the generic definition of VS encompasses many different methodologies. This chapter provides an introduction to the field by reviewing a variety of important aspects, including the different types of virtual screening methods, and the several steps required for a successful virtual screening campaign within a state-of-the-art approach, from target selection to postfilter application. This analysis is further complemented with a small collection important VS success stories.
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Moreira IS, Fernandes PA, Ramos MJ. Protein-protein docking dealing with the unknown. J Comput Chem 2009; 31:317-42. [DOI: 10.1002/jcc.21276] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
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184
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Brás NF, Moura-Tamames SA, Fernandes PA, Ramos MJ. Mechanistic studies on the formation of glycosidase-substrate and glycosidase-inhibitor covalent intermediates. J Comput Chem 2008; 29:2565-74. [DOI: 10.1002/jcc.21013] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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185
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Marques AT, Fernandes PA, Ramos MJ. Molecular dynamics simulations of the amyloid-beta binding alcohol dehydrogenase (ABAD) enzyme. Bioorg Med Chem 2008; 16:9511-8. [PMID: 18835182 DOI: 10.1016/j.bmc.2008.09.043] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2008] [Revised: 09/10/2008] [Accepted: 09/16/2008] [Indexed: 11/26/2022]
Abstract
In this work, we present 10 ns molecular dynamics simulations of the homotetramer of the ABAD enzyme, as well as of the structural units, dimer and monomer, that assemble to form the tetramer, in the presence and absence of a NAD-inhibitor adduct. The aim was to compare the stability of the different structures and to study the effects of the inhibitor binding on the flexibility of the enzyme structure. The results indicate that the tetramer, dimer and monomer show a comparable stability and that tetramerization stabilizes some regions of the protein that when exposed to the solvent in dimer and monomer become more flexible. Binding of the cofactor and inhibitor stabilizes the protein, the main effect being a stabilization of the substrate binding loop. In the absence of the ligand, this region was found to have a much higher flexibility and to adopt an open conformation. An interesting result emerging from this work is the conformational flexibility exhibited by the azepane and benzene rings of the inhibitor moiety of the adduct, which appears to be influenced by the mobility of the substrate binding loop. This highlights the importance of integrate the flexibility of the substrate binding loop into de novo design of inhibitors of ABAD.
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Sousa SF, Fernandes PA, Ramos MJ. Farnesyltransferase inhibitors: a detailed chemical view on an elusive biological problem. Curr Med Chem 2008; 15:1478-92. [PMID: 18537624 DOI: 10.2174/092986708784638825] [Citation(s) in RCA: 93] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Farnesyltransferase (FTase) is a zinc enzyme that has been the subject of particular attention in anti-cancer research. This enzyme promotes the addition of a farnesyl group from farnesyl diphosphate (FPP) to a cysteine residue of a protein substrate containing a typical -CAAX motif at the carboxyl terminus. Initial interest in FTase inhibition was prompted by the finding that farnesylation was absolutely required for the oncogenic forms of ras proteins to transform cells, as ras proteins have been implicated in around 30% of all human cancers. This discovery led to frenetic search for FTase inhibitors (FTIs), with more than 400 patents registered in less than a decade. However, despite the very promising initial results, the outcome of Phase II and Phase III clinical trials was, is general, rather disappointing, with the most advanced FTIs failing to demonstrate anti-tumor activity in ras dependent cancers, presumably because K-ras, the most frequently mutated form of ras in human cancers, is able to bypass FTI blockade through cross-prenylation by the related enzyme geranylgeranyltransferase I (GGTase I). Surprisingly, several of these compounds were later shown to have anti-tumor activity against non-ras dependent cancers, launching the grounds for a new and exciting era in FTIs research and development, although the precise target for the FTIs activity of these compounds still remains unknown. This review reports the recent progress in the field, presenting a comprehensive summary of the most promising FTIs, in terms of their chemical structure and properties, taking into account the topology of the enzyme's active-site, and the most recent mechanistic results on the catalytic activity of FTase, both at the theoretical and mechanistic level. These features are presented in close linking with the available results on the biological activity of these inhibitors, and with the outcome of the most recent clinical trials.
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Sousa SF, Fernandes PA, Ramos MJ. Enzyme Flexibility and the Catalytic Mechanism of Farnesyltransferase: Targeting the Relation. J Phys Chem B 2008; 112:8681-91. [DOI: 10.1021/jp711214j] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Abstract
Computational methodologies are playing increasingly important roles in elucidating and presenting the complete and detailed mechanisms of enzymatic reactions because of their capacity to determine and characterize intermediates and transition states from both structural and energetics points of view, independent of their reduced lifetimes and without interfering with the natural reactional flux. These features are turning the field into an active and interesting area of research, involving a diverse range of studies, mostly directed at understanding the ways in which enzymes function under certain circumstances and predicting how they will behave under others. The accuracy of the computational data obtained for a given mechanistic hypothesis depends essentially on three mutually exclusive factors: the accuracy of the Hamiltonian of the reaction mechanism, consideration of the modulating aspect of the enzyme's structure in the energetics of the active center, and consideration of the enzyme's conformational fluctuations and dynamics. Although, unfortunately, it is impossible at present to optimize these crucial factors simultaneously, the success of any enzymatic mechanistic study depends on the level of equilibrium achieved among them. Different authors adopt different solutions, and this Account summarizes the most favored, with emphasis placed on our own preferences. Another crucial aspect in computational enzymatic catalysis is the model used in the calculations. Our aim is to build the simplest model that captures the essence of the catalytic power of an enzyme, allowing us to apply the highest possible theoretical level and minimize accidental errors. The choice is, however, far from obvious, ranging from simple models containing tens of atoms up to models of full enzymes plus solvent. Many factors underlie the choice of an appropriate model; here, examples are presented of very different modeling strategies that have been employed to obtain meaningful results. One particular case study, that of enzyme ribonucleotide reductase (RNR), a radical enzyme that catalyzes the reduction of ribonucleotides into deoxyribonucleotides, is one of the examples illustrating how the successive increase of the system's size does not dramatically change the thermodynamics and kinetics of the reaction. The values obtained and presented speak for themselves in that the only ones that are distinctly different are those calculated using an exceedingly small model, which omitted the amino acids that establish hydrogen bonds with the reactive unit of the substrate. This Account also describes our computational analysis of the mechanism of farnesyltransferase, a heterodimeric zinc metalloenzyme that is currently one of the most fascinating targets in cancer research. We focus on the present methodologies that we have been using, our models and understanding of the problem, and the accuracy of results and associated problems within this area of research.
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Moreira IS, Fernandes PA, Ramos MJ. Protein–protein recognition: a computational mutagenesis study of the MDM2–P53 complex. Theor Chem Acc 2008. [DOI: 10.1007/s00214-008-0432-9] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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Cerqueira NMFSA, Fernandes PA, Ramos MJ. Ribonucleotide reductase: a critical enzyme for cancer chemotherapy and antiviral agents. Recent Pat Anticancer Drug Discov 2008; 2:11-29. [PMID: 18221051 DOI: 10.2174/157489207779561408] [Citation(s) in RCA: 71] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Ribonucleotide Reductase (RNR) plays a critical role in DNA synthesis, and is a well-recognized target for cancer chemotherapeutic and antiviral agents. RNR inhibition precludes DNA transcription and repair, from which results cell apoptosis. Many regulation checkpoints concerning RNR activity have been unravelled through the last two decades, with potential use to inhibit enzyme activity. This was accomplished by researchers from different but complementary areas, and from which several and different inhibitors have resulted. The volume of these studies has generated over 4000 articles since the discovery of RNR in 1960. This review summarises patents and papers during the period 1958 - 2005 dealing with the present understanding of ribonucleotide reductase biochemistry, mechanism of action and the most relevant data concerning RNR inhibition. Special attention is given to the inhibitors that have been patented and are currently in clinical use.
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Carvalho ATP, Swart M, van Stralen JNP, Fernandes PA, Ramos MJ, Bickelhaupt FM. Mechanism of thioredoxin-catalyzed disulfide reduction. Activation of the buried thiol and role of the variable active-site residues. J Phys Chem B 2008; 112:2511-23. [PMID: 18237164 DOI: 10.1021/jp7104665] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Thioredoxins (Trx) are enzymes with a characteristic CXYC active-site motif that catalyze the reduction of disulfide bonds in other proteins. We have theoretically explored this reaction mechanism, both in the gas phase and in water, using density functional theory. The mechanism of disulfide reduction involves two consecutive thiol-disulfide exchange reactions, that is, nucleophilic substitutions at sulfur (S(N)2@S): first, by one Trx cysteine-thiolate group (Cys-32) at a sulfur atom of the disulfide substrate and, second, by the other Trx cysteine-thiolate group (the buried thiol of Cys-35) at the sulfur atom of the first Trx cysteine. We have investigated the intrinsic nature of such S(N)2@S substitution using the simple CH3S(-) + CH3SSCH3 model and how it is affected by solvation in aqueous solution. Next, we have examined how the behavior of the elementary S(N)2@S steps changes in the more realistic enzyme-substrate model CGPC + CH3SSCH3, which contains the active-site of Trx. In all model reactions, solvation turns the hypervalent trisulfide anion (i.e., the S(N)2@S transition species) from a stable complex into a transition state. Importantly, our analyses suggest that the deprotonation of the buried thiol (which is required before the latter can enter into the second S(N)2@S step) is done by the leaving group evolving from the first S(N)2@S step. Finally, molecular dynamics (MD) simulations, in the gas phase and in water, of CGPC, CGGC, and the corresponding wild-type Trx and P34G Trx show that the activity of the thioredoxin active-site motif (CXYC) is determined not only by the structural rigidity associated with the particular variable residues (XY) but also by the number of amide N-H groups. The latter are involved in the stabilization of the Cys-32 thiolate and thus affect the acidity and nucleophilicity of this residue.
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Cerqueira NMFSA, Fernandes PA, Ramos MJ. Understanding Ribonucleotide Reductase Inactivation by Gemcitabine. Chemistry 2007; 13:8507-15. [PMID: 17636467 DOI: 10.1002/chem.200700260] [Citation(s) in RCA: 98] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
This paper focuses on the inhibition of ribonucleotide reductase (RNR) by gemcitabine, 2',2'-difluoro-2'-deoxycytidine (dFdC), a deoxycytidine analogue that is a very active drug against solid tumors and is currently commercialized as gemzar. RNR inactivation is reductant-dependent and occurs in a very different way from that of other known substrate analogues. In the presence of reductants monomer R1 of RNR is inhibited, whereas in the absence of reductants the radical is lost and monomer R2 is inhibited. As inside the cell reductants are available, it is likely that R1 inactivation is the most favorable mechanism responsible for drug cytotoxicity. This inhibition pathway has been unknown to date, but we have conducted a theoretical study that has led us to the first proposal of a mechanism for RNR inhibition by dFdC in the presence of reductants.
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Perez MAS, Fernandes PA, Ramos MJ. Drug design: New inhibitors for HIV-1 protease based on Nelfinavir as lead. J Mol Graph Model 2007; 26:634-42. [PMID: 17459746 DOI: 10.1016/j.jmgm.2007.03.009] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2007] [Revised: 03/20/2007] [Accepted: 03/20/2007] [Indexed: 10/23/2022]
Abstract
Nelfinavir (Viracept) is a potent, non-peptidic inhibitor of HIV-1 Protease, which has been marketed for the treatment of HIV infected patients. However, HIV-1 develops drug-resistance which decreases the affinity of Nelfinavir for the binding pocket of Protease. We present here three new variants of Nelfinavir, which we have designed with computational tools, with greater affinity for HIV-1 Protease than Nelfinavir itself. Accordingly, we have introduced rational modifications in Nelfinavir, optimizing its affinity to the most conserved amino acids in Protease, in order to increase the efficiency of the three new inhibitors. Minimization and molecular dynamics simulations have been carried out on four complexes, HIV-1 Protease with Nelfinavir and subsequently with the new inhibitors, respectively, in order to analyze the behavior of the systems. Additionally, we have calculated the binding free energy differences Protease:inhibitor, which gave us a quantitative idea of the new molecules inhibitory efficiency in silico.
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Carvalho ATP, Fernandes PA, Ramos MJ. The excision mechanism in reverse transcriptase: pyrophosphate leaving and fingers opening are uncoupled events with the analogues AZT and d4T. J Phys Chem B 2007; 111:12032-9. [PMID: 17887788 DOI: 10.1021/jp0746594] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
We conducted molecular dynamics simulations of complexes of HIV-1 reverse transcriptase (RT) with the substrate and the antiretrovirals AZT and d4T for which resistance emerges via the excision mechanism. It is currently believed that excision results from the inability of AZT to translocate to the P site because of the steric hindrances imposed by the azide group. However, such explanation is far from satisfactory as d4T does not have such steric hindrances and still suffers from excision. Such contradiction motivated us for the present study. The results point to a new explanation for excision. RT preferably excises these inhibitors over the substrate as a consequence of a different pattern of hydrogen bridges they establish with the N site after incorporation. In the complexes with normal nucleotides, the fingers residues K65 and R72 establish hydrogen bonds mainly with the leaving PPi. With the inhibitors, those same residues establish hydrogen bonds primarily with the substituted nucleotides. Consequently, pyrophosphate is eliminated before the opening of the fingers domain, which allows ATP binding, with subsequent excision and development of drug resistance.
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Cerqueira NMFSA, Fernandes PA, Ramos MJ. Enzyme ribonucleotide reductase: unraveling an enigmatic paradigm of enzyme inhibition by furanone derivatives. J Phys Chem B 2007; 110:21272-81. [PMID: 17048956 DOI: 10.1021/jp0608269] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Several 2'-substituted-2'-deoxyribonucleotides are potent inactivators of the enzyme ribonucleotide reductase (RNR), by destroying the essential tyrosyl radical located in subunit R2 or/and covalently alkylating the subunit R1. In the absence of external reductants, the inactivation is achieved by alkylation of subunit R1 by a methylene-3(2H)-furanone. The furanone is generated in solution through degradation of a keto-deoxyribonucleotide intermediate, produced during the inhibitory mechanism of a wide group of 2'-substituted inhibitors, and is easily detected experimentally by UV spectroscopy. Interestingly, the same keto-deoxyribonucleotide is also a proposed intermediate of the normal substrate pathway, but by some unknown reason, it does not dissociate from the active site and does not inactivate the enzyme. Therefore, if the currently accepted mechanism for substrate reduction is correct, there must be some specific reason that makes such a reactive intermediate behave differently, not dissociating from the active site during substrate reduction. In this article, we propose to validate the current substrate mechanism by showing that the keto-deoxyribonucleotide dissociates from the active site only in the case of the inhibitors, and therefore, it corresponds to a viable intermediate in the substrate mechanism. Furthermore, we answer unexplained experimental observations that concern the predomination of the normal reduction mechanism over the abnormal ketone formation in the FdNDP and the release of F(-), either in the normal or in the abnormal turnover. For that purpose, we have investigated the interaction between the enzyme and this keto-deoxyribonucleotide generated from the normal substrate and from two widely studied representative inhibitors. A model containing 140 atoms was used to represent the desired structures. The results allowed us to conclude that the solvation free energy of the 2'-substituents, its influence inside the active site, and the charge transfer mechanism from a protein side chain to solution are the thermodynamic driving forces for the intermediate dissociation and subsequent RNR inhibition. Such charge transfer cannot be accomplished by the natural substrate, preventing its dissociation. These results elucidate a paradox which has been unexplained for more than 20 years and further validates both the proposed substrate and inhibition chemical mechanisms.
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Branco RJF, Fernandes PA, Ramos MJ. Molecular dynamics simulations of the enzyme Cu, Zn superoxide dismutase. J Phys Chem B 2007; 110:16754-62. [PMID: 16913815 DOI: 10.1021/jp056855l] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The enzyme Cu, Zn superoxide dismutase (Cu,Zn-SOD) is a ubiquitous oxireductase, which is responsible for the cellular defense against oxidative stress caused by the high toxicity of the superoxide radical, and has been also linked to some cases of familiar amyotrophic lateral sclerosis. In the present study a set of molecular mechanics parameters for the active site of Cu,Zn-SOD has been derived. Afterward, an extensive molecular dynamics simulation has been carried out in an aqueous environment. The obtained results shed a further light on the structural flexibility of the backbone, where the active site is nested, and the solvation shell occupancy. The relatively small backbone deviation, shown by a root-mean-square deviation below 1.0 A, confirms the accuracy of the parameters. The solvent shell analysis has shown that the first solvation shell is located at about 5 A from the copper ion, generating an empty cavity with enough space to accommodate the superoxide radical. The low residence time means that a high permutation rate of water molecules in both solvation shells is consistent with the efficiency of this catalytic mechanism. Hybrid studies using ONIOM methodologies can now be done to evaluate the mechanistic implications of the explicit inclusion of the whole system.
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Moreira IS, Fernandes PA, Ramos MJ. Hot spots-A review of the protein-protein interface determinant amino-acid residues. Proteins 2007; 68:803-12. [PMID: 17546660 DOI: 10.1002/prot.21396] [Citation(s) in RCA: 537] [Impact Index Per Article: 31.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Proteins tendency to bind to one another in a highly specific manner forming stable complexes is fundamental to all biological processes. A better understanding of complex formation has many practical applications, which include the rational design of new therapeutic agents, and the analysis of metabolic and signal transduction networks. Alanine-scanning mutagenesis made possible the detection of the functional epitopes, and demonstrated that most of the protein-protein binding energy is related only to a group of few amino acids at intermolecular protein interfaces: the hot spots. The scope of this review is to summarize all the available information regarding hot spots for a better atomic understanding of their structure and function. The ultimate objective is to improve the rational design of complexes of high affinity and specificity as well as that of small molecules, which can mimic the functional epitopes of the proteic complexes.
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Moreira IS, Fernandes PA, Ramos MJ. Backbone Importance for Protein−Protein Binding. J Chem Theory Comput 2007; 3:885-93. [DOI: 10.1021/ct6003824] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Moreira IS, Fernandes PA, Ramos MJ. Hot Spot Occlusion from Bulk Water: a Comprehensive Study of the Complex between the Lysozyme HEL and the Antibody FVD1.3. J Phys Chem B 2007; 111:2697-706. [PMID: 17315919 DOI: 10.1021/jp067096p] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Alanine scanning of protein-protein interfaces has shown that there are some residues in the protein-protein interfaces, responsible for most of the binding free energy, which are called hot spots. Hot spots tend to exist in densely packed central clusters, and a hypothesis has been proposed that considers that inaccessibility to the solvent must be a necessary condition to define a residue as a binding hot spot. This O-ring hypothesis is mainly based on the analysis of the accessible surface area (ASA) of 23 static, crystallographic structures of protein complexes. It is known, however, that protein flexibility allows for temporary exposures of buried interfacial groups, and even though the ASA provides a general trend of the propensity for hydration, protein/solvent-specific interactions or hydrogen bonding cannot be considered here. Therefore, a microscopic level, atomistic picture of hot spot solvation is needed to support the O-ring hypothesis. In this study, we began by applying a computational alanine-scanning mutagenesis technique, which reproduces the experimental results and allows for decomposing the binding free energy difference in its different energetic factors. Subsequently, we calculated the radial distribution function and residence times of the water molecules near the hot/warm spots to study the importance of the water environment around those energetically important amino acid residues. This study shows that within a flexible, dynamic protein framework, the warm/hot spot residues are, indeed, kept sheltered from the bulk solvent during the whole simulation, which allows a better interacting microenvironment.
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Carvalho ATP, Fernandes PA, Ramos MJ. Insights on resistance to reverse transcriptase: the different patterns of interaction of the nucleoside reverse transcriptase inhibitors in the deoxyribonucleotide triphosphate binding site relative to the normal substrate. J Med Chem 2007; 49:7675-82. [PMID: 17181150 DOI: 10.1021/jm060698c] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
It is presently known that the long-term failure in the treatment of AIDS with the currently available nucleotide reverse transcriptase inhibitors (NRTIs) is related to the development of resistance by reverse transcriptase (RT) at the binding or incorporation level or both, or subsequent to the nucleotide incorporation (excision). To achieve greater insight on the differential interactions of two NRTIs that are mainly discriminated by different mechanisms, 2',3'-didehydro-2',3'-dideoxythymidine-5'-triphosphate (d4TTP, that is, phosphorylated stavudine) and 2',3'-dideoxycytidine-5'-triphosphate (ddCTP, that is, phosphorylated zalcitabine), with the primer/template (p/t) and with the N binding site of reverse transcriptase (RT) in relation to the normal substrate (dNTP), we have conducted a series of molecular dynamics (MD) simulations. We propose that the different resistance profiles arise from the different conformations adopted by the inhibitors at the N site. d4TTP adopts an ideal conformation for catalysis because it forms an ion-dipole intramolecular interaction with the beta-phosphate oxygen of the triphosphate, as does the normal substrate. In ddCTP, the lack of this essential interaction results in a different, noncatalytic conformation.
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