Current Drug Discovery Technologies (v.10, #1)
Editorial by Vladimir Torchilin (1-1).
Science of the Science, Drug Discovery and Artificial Neural Networks by Jigneshkumar Patel (2-7).
Drug discovery process many times encounters complex problems, which may be difficult to solve by human intelligence. Artificial Neural Networks (ANNs) are one of the Artificial Intelligence (AI) technologies used for solving such complex problems. ANNs are widely used for primary virtual screening of compounds, quantitative structure activity relationship studies, receptor modeling, formulation development, pharmacokinetics and in all other processes involving complex mathematical modeling. Despite having such advanced technologies and enough understanding of biological systems, drug discovery is still a lengthy, expensive, difficult and inefficient process with low rate of new successful therapeutic discovery. In this paper, author has discussed the drug discovery science and ANN from very basic angle, which may be helpful to understand the application of ANN for drug discovery to improve efficiency.
Genotoxicity of Different Nanocarriers: Possible Modifications for the Delivery of Nucleic Acids by Vatsal Shah, Oleh Taratula, Olga B. Garbuzenko, Mahesh L. Patil, Ronak Savla, Min Zhang, Tamara Minko (8-15).
The prevention of cyto- and genotoxicity of nanocarriers is an important task in nanomedicine. In the present investigation, we, at the first time using similar experimental conditions, compared genotoxicity of nanocarriers with different composition, architecture, size, molecular weight and charge. Poly(ethylene glycol) polymers, neutral and cationic liposomes, micelles, poly(amindo amine) and poly(propyleneimine) dendrimers, quantum dots, mesoporous silica, and supermagnetic iron oxide (SPIO) nanoparticles were studied. All nanoparticles were used in non-cytotoxic concentrations. However, even in these concentrations, positively charged cationic liposomes, dendrimers, and SPIO nanoparticles induced genotoxicity leading to the significant formation of micronuclei in cells. Negatively charged and neutral nanocarriers were not genotoxic. A strong positive correlation was found between the number of formed micronuclei and the positive charge of nanocarriers. We proposed modifications of both types of dendrimers and SPIO nanoparticles that substantially decreased their genotoxicity and allowed for an efficient intracellular delivery of nucleic acids.
Macromolecular Prodrug of 4-Aminosalicylic Acid for Targeted Delivery to Inflamed Colon by Gaurav Vadnerkar, Suneela Dhaneshwar (16-24).
Sterically hindered esters or esters of drugs with macromolecular carriers like dextran and cyclodextrin find wide applicability in colon-targeted delivery. We report here synthesis, in vitro release kinetics of macromolecular prodrug of 4-aminosalicylic acid (4-ASA) with β-cyclodextrin and its extensive pharmacological evaluation in 2, 4, 6- trinitrobenzenesulphonic acid - induced colitis in rats. Formyl 4-ASA was conjugated with β-cyclodextrin by CDI coupling followed by deprotection of the final product which was then characterized by IR, 1H-NMR and LC-MS. In vitro stability and release were studied in buffers (pH 1.2 and 7.4), stomach/small intestinal homogenates and rat cecal/fecal matters. The prodrug resisted pH-dependent hydrolysis. In stomach and small intestinal homogenates 20-23% release was observed (t1/2: 1278 and 1103 min respectively) while 68% and 92% release was furnished in rat cecal and fecal matters (t1/2: 341 and 245 min respectively). Mitigating effect of 4-AβCyd on colitis was moderate when compared with sulfasalazine or 4/5-ASA administered rectally, but it was comparable to that of aminosalicylates administered orally, suggesting incomplete delivery of 4-ASA to colon due to partial hydrolysis of 4-AβCyd in the upper GIT. The histological assessment of pancreas and liver of the prodrug-treated group showed no pathological changes indicating its better safety profile than that of sulfasalazine or oral 5-ASA. The prodrug brought about significant lowering in ulcer index compared to aminosalicylates suggesting significant improvement in gastro-protective effect than oral aminosalicylates.
Plant Bio-transformable HMG-CoA Reductase Gene Loaded Calcium Phosphate Nanoparticle: In vitro Characterization and Stability Study by Mehrnaz S. Ohadi R, Amene Alvari, M. Samim, Malik Z. Abdin (25-34).
Encapsulation of plasmid DNA in nanoparticle is expected to enhance the stability of DNA, reproducibility and frequency of the genetic transformation in plants. Here we report the formulation of HMG Co-A reductase gene loaded calcium phosphate nanoparticles (Cap nanoparticles) and their in-vitro, in-vivo characterization. The developed Cap nanoparticles were characterized by DSC, FT-IR, and XRD. Developed Cap nanoparticles were spherical in shape having the particle size and zeta potential in the range of 10.86±0.09nm to 33.42±0.18nm and -25.5±0.07mV to -31.7±0.07mV (for Cap-I to Cap-IV). DNA releasing in acidic media showed, initially slow release followed by fast release with a maximum release of Cap-I (95.77±1.39%) > Cap-II (87.32±2.07%) > Cap-III (76.54±2.01%) > Cap-IV (72.93±1.75%) over 60min. Cap nanoparticles were quite stable at storage condition of 40±0.5°C/75±5%RH, 25±0.5°C/60±RH, 4±0.5°C/ambient humidity and the integrity of pDNA encapsulated was confirmed by gel electrophoresis. Compared to wild type C. intybus, transformation efficiency and enhanced biosynthesis of esculin with the DNA nanoparticles in C. intybus were about 10% and 71%, respectively. Antioxidant activity capacity of the biotransformed plants was significantly higher than the normal plant due to high accumulation of esculin.
Past, Present and Future of Nutrigenomics and its Influence on Drug Development by Kenneth Lundstrom (35-46).
The importance of nutrition in disease prevention and treatment has gained much attention with the emergence of next generation sequence technologies allowing full-genome sequencing at reduced cost in weeks rather than months. The vast genetic information needs to be efficiently channeled into a useful format to provide applicability for improved health and treatment of disease. Recently, it also led to the birth of nutrigenomics, which facilitates the investigation of the effects of nutrition on gene expression and beyond. At present, a number of studies have showed the effect of nutrition on gene expression in health and disease. For instance, weight loss and as importantly weight keeping has been demonstrated to be efficiently achieved in obesity treatment through personalized diet planning. Likewise, intensive dietary interventions have showed a significant effect on the expression pattern on cancer-related genes in prostate cancer patients. Epigenetic modifications such as DNA methylation, histone modifications, and microRNA-based gene silencing are strongly affected by nutritional intake. Better understanding of the human genome will further accelerate nutrigenomics applications and the development of nutritional modifications including personalized nutrition for our well-being and will also present a strong influence on future drug discovery.
QSAR and Pharmacophore Analysis of a Series of Piperidinyl Urea Derivatives as hERG Blockers and H3 Antagonists by N. S. Hari Narayana Moorthy, Maria J. Ramos, Pedro A. Fernandes (47-58).
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.
Methods of High Throughput Biophysical Characterization in Biopharmaceutical Development by Vladimir I. Razinkov, Michael J. Treuheit, Gerald W. Becker (59-70).
Discovery and successful development of biopharmaceutical products depend on a thorough characterization of the molecule both before and after formulation. Characterization of a formulated biotherapeutic, typically a protein or large peptide, requires a rigorous assessment of the molecule’s physical stability. Stability of a biotherapeutic includes not only chemical stability, i.e., degradation of the molecule to form undesired modifications, but also structural stability, including the formation of aggregates. In this review, high throughput biophysical characterization techniques are described according to their specific applications during biopharmaceutical discovery, development and manufacturing. The methods presented here are classified according to these attributes, and include spectroscopic assays based on absorbance, polarization, intrinsic and extrinsic fluorescence, surface plasmon resonance instrumentation, calorimetric methods, dynamic and static light scattering techniques, several visible particle counting and sizing methods, new viscosity assay, based on light scattering and mass spectrometry. Several techniques presented here are already implemented in industry; but, many high throughput biophysical methods are still in the initial stages of implementation or even in the prototype stage. Each technique in this report is judged by the specific application of the method through the biopharmaceutical development process.
Application of Decoy Oligonucleotides as Novel Therapeutic Strategy: A Contemporary Overview by Mohammad Zaki Ahmad, Sohail Akhter, Neha Mallik, Mohammad Anwar, Wajda Tabassum, Farhan Jalees Ahmad (71-84).
Molecular therapy is emerging as a potential strategy for the treatment of many diseases. Correct regulation of gene expression is essential for both, to normal development and proper functioning of the all the organisms. Even after four decades of intensive research, it is still a major problem from regulatory and technical point of view, to replace defective genes. The technology of decoy oligonucleotides has received considerable attention to treat and cure a variety of diseases and abnormal physiological conditions, because they provide a rational way to design and selective regulation of a specific gene expression. Decoy oligonucleotides are widely used as inhibitors of specific gene expression because they can offer exciting possibility of expression and blocking of a particular gene without any changes in the functions of other genes. Advances in the decoy oligonucleotides are rapidly paving the way to new insights into the origin and treatment of inflammatory, cancer and/or other immune disorders. The review covers the progress achieved towards the development of decoy oligonucleotides as a potential strategy in a new class of molecular therapy.
PfRIO-2 Kinase is a Potential Therapeutic Target of Antimalarial Protein Kinase Inhibitors by Swagata Nag, KMN Prasad, Ananya Bhowmick, Rohitas Deshmukh, Vishal Trivedi (85-91).
Protein kinases (PKs) present in Plasmodium falciparum catalyze phosphorylation reaction to control growth and differentiation of the parasite throughout the life cycle. Protein kinase inhibitors are found to kill the parasite but their cellular target enzymes are not known. Protein kinase inhibitors are evaluated in an in sillico docking studies using plasmodium falciparum RIO-2 kinase (right open reading frame-2 protein kinase) as target enzyme. Most of the protein kinase inhibitors showed appropriate docking within the ATP binding domain of the PfRIO-2 kinase. The initial docking experiments were further validated by a substrate competition experiment to validate the preliminary screening results and test the potentials of these inhibitors under in vivo conditions. Docking and substrate competition study identifies wortmannin, enzastaurin, indirubin-3'-monoxime, apigenin, kaempferol and 8-hydroxy-4-methyl-9-nitro-2H-benzo[g]chromen-2-one as lead inhibitors against native/active form of the PfRIO-2 kinase. The top protein kinase inhibitors bind into the ATP binding site with a similar conformation as ATP. The docking result is in good agreement with the antimalarial schizonticidal IC50 (μg/ml) of an inhibitor and gives a correlation factor (R2) of 0.82 whereas top hit antimalarial inhibitors gives a correlation factor (R2) of 0.99. In summary, our work highlights the importance of PfRIO-2 kinase as a target behind the antimalarial action of protein kinase inhibitors and might help to design a new set of antimalarial remedies.