Computation in BioInformatics. Группа авторов

       MOLINSPIRATION: It provides a wide range of cheminformatic softwares and tools which supports manipulation and processing of molecules. It also includes SD file conversion, SMILES, fragmentation of molecules, creation of tautomers, and calculating molecular properties that are required in QSAR, modeling and designing of drugs, depiction of high quality molecule, and molecular database tools which supports substructure and similarity searches. Molinspiration is user friendly and can be easily accessed at https://www.molinspiration.com/.

1.3 Various Softwares Used in the Steps of Drug Designing

Bioinformatics tools provides information about potential targets that include nucleotide and protein sequencing information, protein and gene expression data, prediction of the function, information of the pathway, mapping information, disease associations, information of the structure, and taxonomic distribution, among others. This helps in reducing time, effort, and money in characterization of different targets. The field of bioinformatics has thus become a major component of the drug discovery pipeline, playing a vital role for validating drug targets. Table 1.4 illustrates some of the most commonly used software for drug design, along with their descriptions.

Table 1.4 The list of softwares used in the steps of drug designing is represented in tabular form.

Sr. no.	Software name	Description
1	DDDPlus	It helps in dissolution and disintegration study.
2	GastroPlus	Correlation for various formulations in in vivo and in vitro.
3	MapCheck	It helps in comparing dose or fluency measurement.
4	AutoDock	They help in evaluating the ligand-protein interaction.
5	Schrodinger	They perform ligand-receptor docking.
6	GOLD	They perform protein-ligand docking.
7	BioSuite	It performs genome analyzing and sequence analyzing.
8	Maestro	It involves molecular modeling analysis.
9	ArgusLab	They perform Molecular docking calculations and provides molecular modeling package.
10	GRAMM	Protein-protein docking and protein-ligand docking.
11	SYBYL-X Suite	It involves molecular modeling and ligand-based designing.
12	Sanjeevini	It can predict protein-ligand binding affinity.
13	PASS	It can create and analysis of SAR models.
14	AMIDE (A Medical Image Data Examiner)	They provide medical image analysis in molecular imaging.
15	Discovery Studio® Visualizer	It helps in viewing and analyzing protein data.
16	Imaging Software SCGE-Pro	They perform cytogenetic and DNA damage analysis.
17	Xenogen Living Image Software	It involves in vivo imaging display and analysis.
18	GeneSpring	It can identify variation across set of sample and for correction method in samples.
19	QSARPro	It involves protein-protein interaction study.
20	REST 2009 Software	They perform analysis of gene expression data.
21	EthoWatcher	It performs behavior analysis.
22	MARS (Multimodal Animal Rotation System)	It can perform animal activity tracking, enzyme activity, and nanoparticle tracking and delivery study.

1.4 Applications

      Bioinformatics plays an important role in defining and classifying the nucleotide compositions of human genome sequence. This field helps in identifying and analyzing a large number of biological drug targets, thereby greatly increasing the possibility of potential drugs. This approach provides strategies and algorithm to predict new drug targets and also stores and control available drug target information. The annual expenditure of developing a new drug has been reduced due to the application of bioinformatics in drug discovery. They play a major role in determining the variation of species on the basis of similarity or dissimilarity of gene structure or amino acid sequence in protein. The level of sequence similarity can also be determined using bioinformatics analysis tools. Bioinformatics techniques are mainly applied in two different phases of drug discovery. First is extracting interesting information. Second is finding important genes and proteins, thereby speeding the process of drug discovery.

Genome sequencing of various organisms has become possible due to bioinformatics. There are almost hundred organisms whose genome has been mapped so far using bioinformatics tools [48]. The databases of these organisms are increasing day by day as every day a new information about any organism. Bioinformatics and genomics have been adopted by pharmaceutical industries for drug targets and drug discovery. The possibility of designing and developing drugs is due to the understanding of molecular biology with the help of bioinformatics tools. In the recent years, bioinformatics has made it easier for the researchers to easily target the molecules in the in vitro environment. Screening of newly developed compounds can now be done against the molecules of the proteins or genetically modified cells thereby giving efficient results. This way of drug development has made the process of identification of the disease easier in an organism.

      Several studies have been carried which highlights the role and application of bioinformatics tools in drug designing. Some of these are as follows.

      In 2013, an investigation was done to evaluate the activity of anti-dengue in compounds that are isolated from eight