Statistical Data Analysis

Next Generation Sequencing

Genomics & Proteomics

Microarray data analysis

Microarray analysis techniques are used in interpreting the data generated from experiments on DNA, RNA, and protein microarrays, which allow researchers to investigate the expression state of a large number of genes - in many cases, an organism's entire genome - in a single experiment.


Microarray analysis: reference

Transcriptional response: reference

Submission of data in NCBIs Gene Expression Omnibus (GEO)

A fundamental principle guiding the publication of scientific results is that the data supporting any scholarly work must be made fully available to the research community, in a form that allows the basic conclusions to be evaluated independently. In the context of molecular biology, this has typically meant that authors of a paper describing a newly sequenced genome, gene, or protein must deposit the primary data in a permanent, public data repository, such as the sequence databases maintained by the National Center for Biotechnology Information (NCBI).


Gene Networks

A gene network is a collection of molecular regulators that interact with each other and with other substances in the cell to govern the gene expression levels of mRNA and proteins.


Gene Network: reference

Pathway analysis

Gene Set Enrichment Analysis and Gene Ontology analysis (meta-analysis to infer biological function for unknown genes).


Pathway Network: reference

Transcription Factor Binding Site

Identification of putative transcription factor binding sites (TFBS) in promoter gene sequences from a species or more species of interest.


Binding Sites: reference

Gene annotation

Gene identification from sequences, gene identifiers conversion, gene characterization, sequence feature (exon, intron, ORF, CDS) identification


Integration of data results from different sources

Data integration involves combining data residing in different sources and providing users with a unified view of these data. This process becomes significant in scientific domains, combining research results from different bioinformatics repositories.


Protein analysis

Protein domain analysis, Protein-protein interaction, Protein localization prediction.

Drug Networks

A drug network is a collection of drugs and treatments correlated to each other according to transcriptional or structural similarity.


Drug Network: reference