Literature DB >> 28849560

Functional Analysis of OMICs Data and Small Molecule Compounds in an Integrated "Knowledge-Based" Platform.

Alexey Dubovenko1, Yuri Nikolsky2,3, Eugene Rakhmatulin4, Tatiana Nikolskaya5.   

Abstract

Analysis of NGS and other sequencing data, gene variants, gene expression, proteomics, and other high-throughput (OMICs) data is challenging because of its biological complexity and high level of technical and biological noise. One way to deal with both problems is to perform analysis with a high fidelity annotated knowledgebase of protein interactions, pathways, and functional ontologies. This knowledgebase has to be structured in a computer-readable format and must include software tools for managing experimental data, analysis, and reporting. Here, we present MetaCore™ and Key Pathway Advisor (KPA), an integrated platform for functional data analysis. On the content side, MetaCore and KPA encompass a comprehensive database of molecular interactions of different types, pathways, network models, and ten functional ontologies covering human, mouse, and rat genes. The analytical toolkit includes tools for gene/protein list enrichment analysis, statistical "interactome" tool for the identification of over- and under-connected proteins in the dataset, and a biological network analysis module made up of network generation algorithms and filters. The suite also features Advanced Search, an application for combinatorial search of the database content, as well as a Java-based tool called Pathway Map Creator for drawing and editing custom pathway maps. Applications of MetaCore and KPA include molecular mode of action of disease research, identification of potential biomarkers and drug targets, pathway hypothesis generation, analysis of biological effects for novel small molecule compounds and clinical applications (analysis of large cohorts of patients, and translational and personalized medicine).

Entities:  

Keywords:  Biological networks; Causal reasoning; Functional analysis; Interactome; Pathway analysis; Signaling and metabolic networks; Systems biology; “Knowledge-based” platform

Mesh:

Year:  2017        PMID: 28849560     DOI: 10.1007/978-1-4939-7027-8_6

Source DB:  PubMed          Journal:  Methods Mol Biol        ISSN: 1064-3745


  12 in total

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3.  A practical guide to mechanistic systems modeling in biology using a logic-based approach.

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Journal:  Brief Bioinform       Date:  2021-07-20       Impact factor: 11.622

4.  Digoxin Induces Human Astrocyte Reaction In Vitro.

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Journal:  Mol Neurobiol       Date:  2022-10-12       Impact factor: 5.682

5.  Algorithmic Annotation of Functional Roles for Components of 3,044 Human Molecular Pathways.

Authors:  Maxim Sorokin; Nicolas Borisov; Denis Kuzmin; Alexander Gudkov; Marianna Zolotovskaia; Andrew Garazha; Anton Buzdin
Journal:  Front Genet       Date:  2021-02-09       Impact factor: 4.599

6.  Network-Based Approach and IVI Methodologies, a Combined Data Investigation Identified Probable Key Genes in Cardiovascular Disease and Chronic Kidney Disease.

Authors:  Mohd Murshad Ahmed; Safia Tazyeen; Shafiul Haque; Ahmad Sulimani; Rafat Ali; Mohd Sajad; Aftab Alam; Shahnawaz Ali; Hala Abubaker Bagabir; Rania Abubaker Bagabir; Romana Ishrat
Journal:  Front Cardiovasc Med       Date:  2022-01-05

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Journal:  Aging (Albany NY)       Date:  2020-04-01       Impact factor: 5.682

8.  Proteomic analysis of hypopharyngeal and laryngeal squamous cell carcinoma sheds light on differences in survival.

Authors:  Jiajia Liu; Weiming Zhu; Zhexuan Li; Gengming Cai; Juncheng Wang; Qinglai Tang; Christopher A Maroun; Gangcai Zhu
Journal:  Sci Rep       Date:  2020-11-10       Impact factor: 4.379

9.  Early-pregnancy transcriptome signatures of preeclampsia: from peripheral blood to placenta.

Authors:  Aishwarya P Yadama; Enrico Maiorino; Vincent J Carey; Thomas F McElrath; Augusto A Litonjua; Joseph Loscalzo; Scott T Weiss; Hooman Mirzakhani
Journal:  Sci Rep       Date:  2020-10-12       Impact factor: 4.379

10.  Interplay of tRNA-Derived Fragments and T Cell Activation in Breast Cancer Patient Survival.

Authors:  Nayang Shan; Ningshan Li; Qile Dai; Lin Hou; Xiting Yan; Amei Amei; Lingeng Lu; Zuoheng Wang
Journal:  Cancers (Basel)       Date:  2020-08-10       Impact factor: 6.639

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