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Current developments in bioinformatics and computational biology A systematic review - Pubrica
Current Developments in Bioinformatics and Computational Biology: A
Systematic Review
Dr. Nancy Agnes, Head,
Technical Operations, Pubrica
[email protected]
In-Brief multilingual knowledge to use recent
bioinformatics sources powered with
Bioinformatics includes information advanced operating systems, software, and
technology and computers to large database/networking technologies.
molecular biology data sets. Bioinformatics A systematic review paper helps create a
is anticipated as a cutting-edge branch of review that formulates a question that
the biotechnology sector, which help in uses systematic and reproducible methods to
drug innovation and personalized medical identify, select and critically appraise all
treatments. The field closely associates relevant research, and gather and analyze
artificial intelligence and computer science data from the analysis included in
with microbiology and genomics. the Review.
Keywords: systematic review services, II. SYSTEMATIC REVIEW WRITING
conducting a systematic review, systematic
review paper, systematic review writing Bioinformatics encourages prospects for
service, Systematic Review writing help, novel discoveries and reveals pathways for
systematic review writing, systematic review biological experiments with the support of
writing help data analysis. Research in this field mainly
depends on high-quality databases to offer
I. INTRODUCTION precise outcomes. However, most biological
databases have obtainable mistakes, such as
Bioinformatics is an interdisciplinary field data wrongly classified or incomplete
of life sciences that develops methods and information. These mistakes may be
software tools that help understand problematic. Recent data mining algorithms
biological data, particularly when the data may use the filter data. However, sometimes
sets are large. Its application and research these algorithms cannot treat these faults,
comprise genomics data analysis, genome leading to severe problems for analysis.
annotation, molecular folding, gene/protein Manual data curation and extracted data
prediction and molecular sequence. It also from literature is a solution to this problem.
includes developing databases and data For example, a database of mutations effects
management systems, software and analysis on protein-ligand affinities, composed of
tools. 1,000 mutations, was generated through a
Bioinformatics education and training are deep search in the literature. Nevertheless,
necessary to understand the basics and the manual analysis may be address bias
specifics of bioinformatics and create new risk, which may not collect all possible data
generation specialists and scientists with necessary for a determined study.
integrated, interdisciplinary, and
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Manual curation also permits the It is used in designing the structuring of
identification of mistakes and, when biological molecules and enzymes. There
possible, corrects them. Therefore, are few examples where they are widely in
systematic literature reviews used to collect use de novo protein design, protein-peptide
data for bioinformatics analysis. Systematic interaction, protein-ligand/drug docking,
Review is a technique used to discover, enzyme design, macromolecular complexes,
estimate and summarize the state-of-the-art and structure prediction of biological
of a precise theme in the literature. macromolecules. It supports the prediction
Systematic Review writing helps gather that the structure of a protein depends on the
literature information restrictively that known structure of a homologous protein(s).
allows a rigorous methodological analysis Apart from that, the discovery of secondary,
with lower prejudice than the traditional tertiary, and quaternary structures of
reviews. Conducting a systematic review, proteins is significant to understand proteins'
the objective is to build a general vision of a function. The exact three-dimensional
specific question and give it a reasonable structure is necessary for correct function,
summary of the literature. To perform and a failure to fold into native construct
systematic reviews is essential to follow a generally produces inactive proteins or
pre-established and well-defined protocol. misfolded proteins that can be toxic.
Following the distinct systematic steps may
guarantee the reproducibility of the study.
Some monitors have been proposed to help
commentators to construct Systematic
Literature Review. Also, estimation
approaches of Systematic Literature Review
quality, such as the PRISMA declaration, is
which PRISMA (Preferred Reporting Items
for Systematic Reviews and MetaAnalyses)
describes a set of items to help authors
advance the reporting of Systematic
Literature Review.
III. STRUCTURAL BIOINFORMATICS:
MOLECULAR FOLDING, MODELLING,
AND DESIGN
One of the commonly used applications of
bioinformatics is the identification of three-
dimensional protein molecular modelling,
structure, and folding to forecast the
possible function of proteins or model IV. BIOLOGICAL NETWORKS AND
behaviour of molecules, other molecular SYSTEM BIOLOGY
structures, fold the molecule to its natural
biologically functional three-dimensional The properties of network topology are
structure and help in creating biomedical widely applied in many scientific fields,
drugs for various complicated human including bioinformatics, leading to the
diseases. construction of large-scale biological
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networks represented as "omes" like biome, generation of bioinformatics tools and
interactome, microbiome. software that are user-friendly and must
The above emphasized molecular sequence perform integrated and extended analysis
analysis, annotation, prediction, and with better visualization and graphical
molecular modelling-associated to outputs.
bioinformatics methods are also the Some of the open-source software packages
principal for organizing, building, and include UGENE, EMBOSS, GenGIS,
genetic and biochemical pathways of GENtle, BioPerl, PathVisio, GenoCAD,
complex cellular processes. These signal GenomeSpace, Biopython, Bioclipse,
transduction comprise reception, and gene GeWorkbench, .NET Bio, Apache Taverna,
co-expression and gene regulation. Such BioJS, Bioconductor, BioJava, and
molecular networks incorporate various data BioRuby.
types, including DNA sequences, regulatory
RNA, proteins, gene expression data, VI. TEXT MINING
secondary metabolites, and other small
molecules, which may be connected Bioinformatics research and application aim
physically and functionally. The structuring to use computational algorithms and
and organization of such physically and bioinformatics tools to gather, construct, and
functionally connected molecular networks structure the increasing body of biomedical
of cellular processes can be achieved only literature permutes scientists to question,
by applying the combination of simulative, mine, study, and synthesize the particular
iterative, and model-oriented bioinformatics literature and published articles of their
approaches. research interest.
Therefore, text mining and biomedical
V. SOFTWARE, ANALYSIS TOOLS, literature play a significant role in the
SERVICES, AND WORKFLOW scientific enhancement, inventions, and
application and integration of discoveries to
The key driving force for the present and society through extracting information (EI)
future development of bioinformatics and assessing the relationships of
software and tools, which help in the publications.
progress of genome decoding technologies, Biomedical literature text mining uses
consequent required for their analyses, various "text mining & data mining" tools,
accretion of large volume biological data, as visualization and navigation, information
well as the development of computer retrieval, applying techniques such as data
technologies, visualization, graphics, and clustering and extraction, and text
networking techniques and molecular categorization and summarization.
modelling.
Moreover, the availability of numerous VII. CONCLUSION
shared object models, open-source codes,
and community-maintained plug-ins helps Systematic literature reviews used to collect
collect new ideas from the community and data for bioinformatics analysis. It is a
perform innovative in silico experiments on technique used to discover, estimate and
current "Big Data." summarize the state-of-the-art of a precise
These all make way for research groups and theme in the literature. Systematic Literature
bioinformatics corporations to experiment, Review permits gathering literature
work, and create a more innovative information restrictively that allows a
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rigorous methodological analysis with lower
bias than the traditional reviews. The
objective is to build a general vision of a
specific question and give it a reasonable
summary of the literature. Hence, to perform
systematic reviews is essential to follow a
pre-established and well-defined protocol.
REFERENCES
1. Zomaya, A. Y. (2005). Parallel computing for
bioinformatics and computational biology. Wiley.
2. Gentleman, R. C., Carey, V. J., Bates, D. M., Bolstad,
B., Dettling, M., Dudoit, S., ... & Zhang, J. (2004).
Bioconductor: open software development for
computational biology and bioinformatics. Genome
Biology, 5(10), 1-16.
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