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2.
J Chem Inf Model ; 58(1): 68-89, 2018 01 22.
Article in English | MEDLINE | ID: mdl-29243930

ABSTRACT

Several drugs elicit their therapeutic efficacy by modulating multiple cellular targets and possess varied polypharmacological actions. The identification of the molecular targets of a potent bioactive molecule is essential in determining its overall polypharmacological profile. Experimental procedures are expensive and time-consuming. Therefore, computational approaches are actively implemented in rational drug discovery. Here, we demonstrate a computational pipeline, based on reverse virtual screening technique using several consensus scoring strategies, and perform structure-based kinase profiling of 12 FDA-approved drugs. This target prediction showed an overall good performance, with an average AU-ROC greater than 0.85 for most drugs, and identified the true targets even at the top 2% cutoff. In contrast, 10 non-kinase binder drugs exhibited lower binding efficiency and appeared in the bottom of ranking list. Subsequently, we validated this pipeline on a potent therapeutic molecule, mahanine, whose polypharmacological profile related to targeting kinases is unknown. Our target-prediction method identified different kinases. Furthermore, we have experimentally validated that mahanine is able to modulate multiple kinases that are involved in cross-talk with different signaling molecules, which thereby exhibits its polypharmacological action. More importantly, in vitro kinase assay exhibited the inhibitory effect of mahanine on two such predicted kinases' (mTOR and VEGFR2) activity, with IC50 values being ∼12 and ∼22 µM, respectively. Next, we generated a comprehensive drug-protein interaction fingerprint that explained the basis of their target selectivity. We observed that it is controlled by variations in kinase conformations followed by significant differences in crucial hydrogen-bond and van der Waals interactions. Such structure-based kinase profiling could provide useful information in revealing the unknown targets of therapeutic molecules from their polypharmacological behavior and would assist in drug discovery.


Subject(s)
Polypharmacology , Protein Kinases/chemistry , Protein Kinases/metabolism , Area Under Curve , Cell Line, Tumor , Computer Simulation , Drug Approval , Drug Discovery/methods , Female , High-Throughput Screening Assays , Humans , Inhibitory Concentration 50 , Molecular Docking Simulation , Molecular Structure , Quantitative Structure-Activity Relationship , ROC Curve , Real-Time Polymerase Chain Reaction , Reproducibility of Results , Signal Transduction , Substrate Specificity , United States , United States Food and Drug Administration
3.
Biochim Biophys Acta Gen Subj ; 1861(12): 3096-3108, 2017 Dec.
Article in English | MEDLINE | ID: mdl-28887103

ABSTRACT

BACKGROUND: Glycosylation of proteins is the most common, multifaceted co- and post-translational modification responsible for many biological processes and cellular functions. Significant alterations and aberrations of these processes are related to various pathological conditions, and often turn out to be disease biomarkers. Conventional N-glycosylation occurs through the recognition of the consensus sequon, asparagine (Asn)-X-serine (Ser)/threonine (Thr), where X is any amino acid except for proline, with N-acetylglucosamine (GlcNAc) as the first glycosidic linkage. Usually, O-glycosylation adds a glycan to the hydroxyl group of Ser or Thr beginning with N-acetylgalactosamine (GalNAc). SCOPE OF REVIEW: Protein glycosylation is further governed by additional diversifications in sequon and structure, which are yet to be fully explored. This review mainly focuses on the occurrence of N-glycosylation in non-consensus motifs, where Ser/Thr at the +2 position is substituted by other amino acids. Additionally, N-glycosylation is also observed in other amide/amine group-containing amino acids. Similarly, O-glycosylation occurs at hydroxyl group-containing amino acids other than serine/threonine. The neighbouring amino acids and local structural features around the potential glycosylation site also play a significant role in determining the extent of glycosylation. All of these phenomena that yield glycosylation at the atypical sites are reported in a variety of biological systems, including different pathological conditions. CONCLUSION AND SIGNIFICANCE: Therefore, the discovery of more novel sequence patterns for N- and O-glycosylation may help in understanding the functions of complex biological processes and cellular functions. Taken together, all these information provided in this review would be helpful for the biological readers.


Subject(s)
Amino Acids/metabolism , Protein Processing, Post-Translational , Proteins/metabolism , Amino Acid Sequence , C-Reactive Protein/metabolism , Glycosylation , Humans , Immunoglobulin G/metabolism
4.
Sci Rep ; 7(1): 4141, 2017 06 23.
Article in English | MEDLINE | ID: mdl-28646156

ABSTRACT

Earlier we have established a carbazole alkaloid (mahanine) isolated from an Indian edible medicinal plant as an anticancer agent with minimal effect on normal cells. Here we report for the first time that mahanine-treated drug resistant and sensitive virulent Leishmania donovani promastigotes underwent apoptosis through phosphatidylserine externalization, DNA fragmentation and cell cycle arrest. An early induction of reactive oxygen species (ROS) suggests that the mahanine-induced apoptosis was mediated by oxidative stress. Additionally, mahanine-treated Leishmania-infected macrophages exhibited anti-amastigote activity by nitric oxide (NO)/ROS generation along with suppression of uncoupling protein 2 and Th1-biased cytokines response through modulating STAT pathway. Moreover, we have demonstrated the interaction of a few antioxidant enzymes present in parasite with mahanine through molecular modeling. Reduced genetic and protein level expression of one such enzyme namely ascorbate peroxidase was also observed in mahanine-treated promastigotes. Furthermore, oral administration of mahanine in acute murine model exhibited almost complete reduction of parasite burden, upregulation of NO/iNOS/ROS/IL-12 and T cell proliferation. Taken together, we have established a new function of mahanine as a potent antileishmanial molecule, capable of inducing ROS and exploit antioxidant enzymes in parasite along with modulation of host's immune response which could be developed as an inexpensive and nontoxic therapeutics either alone or in combination.


Subject(s)
Carbazoles/pharmacology , Leishmania/drug effects , Leishmania/metabolism , Oxidation-Reduction/drug effects , Trypanocidal Agents/pharmacology , Apoptosis/drug effects , Biomarkers , Cell Cycle Checkpoints/drug effects , Dose-Response Relationship, Drug , Homeostasis/drug effects , Humans , Leishmaniasis/drug therapy , Leishmaniasis/parasitology , Macrophages/drug effects , Macrophages/immunology , Macrophages/metabolism , Macrophages/parasitology , Membrane Potential, Mitochondrial/drug effects , Mitochondria/drug effects , Mitochondria/metabolism , Models, Molecular , Molecular Conformation , Nitric Oxide/metabolism , Reactive Oxygen Species/metabolism , Th1 Cells/drug effects , Th1 Cells/immunology , Th1 Cells/metabolism , Trypanocidal Agents/chemistry
5.
J Phys Chem B ; 120(42): 10871-10884, 2016 Oct 27.
Article in English | MEDLINE | ID: mdl-27690446

ABSTRACT

The role of tRNA in protein translational machinery and the influence of polyamines on the interaction of acylated and deacylated tRNA with ribosomes make polyamine-tRNA interaction conspicuous. We studied the interaction of two biogenic polyamines, spermine (SPM) and spermidine (SPD), with tRNAPhe and compared the results to those of the analogue 1-naphthyl acetyl spermine (NASPM). The binding affinity of SPM was comparable to that of NASPM; both were higher than that of SPD. The interactions led to significant thermal stabilization of tRNAPhe and an increase in the enthalpy of transition. All the interactions were exothermic in nature and displayed prominent enthalpy-entropy compensation behavior. The entropy-driven nature of the interaction, the structural perturbations observed, and docking results proved that the polyamines were bound in the groove of the anticodon arm of tRNAPhe. The amine groups of polyamines were involved in extensive electrostatic, H-bonding, and van der Waals interactions with tRNAPhe. The naphthyl group of NASPM showed an additional stacking interaction with G24 and G26 of tRNAPhe, which was absent in others. The results demonstrate that 1-naphthyl acetyl spermine can target the same binding sites as the biogenic polyamines without substituting for the functions played by them, which may lead to exhibition of selective anticancer cytotoxicity.

6.
J Med Chem ; 56(14): 5709-21, 2013 Jul 25.
Article in English | MEDLINE | ID: mdl-23829449

ABSTRACT

Mahanine, a carbazole alkaloid is a potent anticancer molecule. To recognize the structure-activity correlation, mahanine was chemically modified. Antiproliferative activity of these derivatives was determined in 19 cancer cell lines from 7 different origins. Mahanine showed enhanced apoptosis compared to dehydroxy-mahanine-treated cells, indicating significant contribution of the C-7-OH group. O-Methylated-mahanine and N-methylated dehydroxy-mahanine-treated cells exhibited apoptosis only at higher concentrations, suggesting additional contribution of 9-NH group. Using biophysical techniques, we demonstrated that mahanine interacts with DNA through strong association with phosphate backbone compared to other derivatives but is unable to induce any conformational change in DNA, hence suggesting the possibility of being a minor groove binder. This was corroborated by molecular modeling and isothermal titration calorimetry studies. Taken together, the results of the current study represent the first evidence of involvement of C-7-OH and 9-NH group of mahanine for its cytotoxicity and its minor groove binding ability with DNA.


Subject(s)
Antineoplastic Agents/pharmacology , Carbazoles/pharmacology , Antineoplastic Agents/chemical synthesis , Apoptosis/drug effects , Carbazoles/chemical synthesis , Carbazoles/chemistry , Carbazoles/metabolism , DNA/metabolism , DNA Damage , Humans , Membrane Potential, Mitochondrial/drug effects , Methylation , Models, Molecular , Nucleic Acid Conformation , Reactive Oxygen Species/metabolism , Structure-Activity Relationship , Thermodynamics
7.
Int J Cancer ; 132(3): 695-706, 2013 Feb 01.
Article in English | MEDLINE | ID: mdl-22729780

ABSTRACT

Pancreatic cancer is almost always fatal, in part because of its delayed diagnosis, poor prognosis, rapid progression and chemoresistance. Oncogenic proteins are stabilized by the Hsp90, making it a potential therapeutic target. We investigated the oxidative stress-mediated dysfunction of Hsp90 and the hindrance of its chaperonic activity by a carbazole alkaloid, mahanine, as a strategic therapeutic in pancreatic cancer. Mahanine exhibited antiproliferative activity against several pancreatic cancer cell lines through apoptosis. It induced early accumulation of reactive oxygen species (ROS) leading to thiol oxidation, aggregation and dysfunction of Hsp90 in MIAPaCa-2. N-acetyl-L-cysteine prevented mahanine-induced ROS accumulation, aggregation of Hsp90, degradation of client proteins and cell death. Mahanine disrupted Hsp90-Cdc37 complex in MIAPaCa-2 as a consequence of ROS generation. Client proteins were restored by MG132, suggesting a possible role of ubiquitinylated protein degradation pathway. Surface plasmon resonance study demonstrated that the rate of interaction of mahanine with recombinant Hsp90 is in the range of seconds. Molecular dynamics simulation showed its weak interactions with Hsp90. However, no disruption of the Hsp90-Cdc37 complex was observed at an early time point, thus ruling out that mahanine directly disrupts the complex. It did not impede the ATP binding pocket of Hsp90. Mahanine also reduced in vitro migration and tube formation in cancer cells. Further, it inhibited orthotopic pancreatic tumor growth in nude mice. Taken together, these results provide evidence for mahanine-induced ROS-mediated destabilization of Hsp90 chaperone activity resulting in Hsp90-Cdc37 disruption leading to apoptosis, suggesting its potential as a specific target in pancreatic cancer.


Subject(s)
Adenocarcinoma/metabolism , Antineoplastic Agents/pharmacology , Carbazoles/pharmacology , Cell Cycle Proteins/metabolism , Chaperonins/metabolism , HSP90 Heat-Shock Proteins/antagonists & inhibitors , Pancreatic Neoplasms/metabolism , Acetylcysteine/pharmacology , Adenocarcinoma/drug therapy , Adenocarcinoma/pathology , Adenosine Triphosphate/metabolism , Alkaloids/pharmacology , Animals , Apoptosis/drug effects , Cell Line, Tumor , Cell Movement/drug effects , Cell Proliferation/drug effects , Cell Survival/drug effects , HSP90 Heat-Shock Proteins/metabolism , Humans , Leupeptins/pharmacology , Mice , Mice, Nude , Oxidative Stress , Pancreatic Neoplasms/drug therapy , Pancreatic Neoplasms/pathology , Reactive Oxygen Species/metabolism , Sulfhydryl Compounds/metabolism
8.
PLoS One ; 6(12): e28169, 2011.
Article in English | MEDLINE | ID: mdl-22164239

ABSTRACT

Using a lectin, Achatinin-H, having preferential specificity for glycoproteins with terminal 9-O-acetyl sialic acid derivatives linked in α2-6 linkages to subterminal N-acetylgalactosamine, eight distinct disease-associated 9-O-acetylated sialoglycoproteins was purified from erythrocytes of visceral leishmaniaisis (VL) patients (RBC(VL)). Analyses of tryptic fragments by mass spectrometry led to the identification of two high-molecular weight 9-O-acetylated sialoglycoproteins as human erythrocytic α- and ß-spectrin. Total spectrin purified from erythrocytes of VL patients (spectrin(VL)) was reactive with Achatinin-H. Interestingly, along with two high molecular weight bands corresponding to α- and ß-spectrin another low molecular weight 60 kDa band was observed. Total spectrin was also purified from normal human erythrocytes (spectrin(N)) and insignificant binding with Achatinin-H was demonstrated. Additionally, this 60 kDa fragment was totally absent in spectrin(N). Although the presence of both N- and O-glycosylations was found both in spectrin(N) and spectrin(VL), enhanced sialylation was predominantly induced in spectrin(VL). Sialic acids accounted for approximately 1.25 kDa mass of the 60 kDa polypeptide. The demonstration of a few identified sialylated tryptic fragments of α- and ß-spectrin(VL) confirmed the presence of terminal sialic acids. Molecular modelling studies of spectrin suggest that a sugar moiety can fit into the potential glycosylation sites. Interestingly, highly sialylated spectrin(VL) showed decreased binding with spectrin-depleted inside-out membrane vesicles of normal erythrocytes compared to spectrin(N) suggesting functional abnormality. Taken together this is the first report of glycosylated eythrocytic spectrin in normal erythrocytes and its enhanced sialylation in RBC(VL). The enhanced sialylation of this cytoskeleton protein is possibly related to the fragmentation of spectrin(VL) as evidenced by the presence of an additional 60 kDa fragment, absent in spectrin(N) which possibly affects the biology of RBC(VL) linked to both severe distortion of erythrocyte development and impairment of erythrocyte membrane integrity and may provide an explanation for their sensitivity to hemolysis and anemia in VL patients.


Subject(s)
Erythrocytes/metabolism , Leishmaniasis, Visceral/metabolism , Spectrin/biosynthesis , Acetylglucosamine/chemistry , Adult , Carbohydrates/chemistry , Circular Dichroism , Cytoskeleton/metabolism , Erythrocytes/cytology , Female , Glycosylation , Humans , Leishmaniasis, Visceral/blood , Male , Mass Spectrometry/methods , Molecular Weight , Peptides/chemistry , Protein Structure, Tertiary , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization , Trypsin/chemistry
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