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Identification of Novel Components of Target-of-Rapamycin Signaling Pathway by Network-Based Multi-Omics Integrative
Elif Dereli Eke1,2, Kazim Yalcin Arga3, Duygu Dikicioglu2,4
11 Department of Information Engineering, University of Padua, Padua, Italy.
Abstract:
Target of rapamycin (TOR) is a major signaling pathway and regulator of cell growth. TOR serves as a hub of many signaling routes, and is implicated in the pathophysiology of numerous human diseases, including cancer, diabetes, and neurodegeneration. Therefore, elucidation of unknown components of TOR signaling that could serve as potential biomarkers and drug targets has a great clinical importance. In this study, our aim is to integrate transcriptomics, interactomics, and regulomics data in Saccharomyces cerevisiae using a network-based multiomics approach to enlighten previously unidentified, potential components of TOR signaling. We constructed the TOR-signaling protein interaction network, which was used as a template to search for TOR-mediated rapamycin and caffeine signaling paths. We scored the paths passing from at least one component of TOR Complex 1 or 2 (TORC1/TORC2) using the co-expression levels of the genes in the transcriptome data of the cells grown in the presence of rapamycin or caffeine. The resultant network revealed seven hitherto unannotated proteins, namely, Atg14p, Rim20p, Ret2p, Spt21p, Ylr257wp, Ymr295cp, and Ygr017wp, as potential components of TOR-mediated rapamycin and caffeine signaling in yeast. Among these proteins, we suggest further deciphering of the role of Ylr257wp will be particularly informative in the future because it was the only protein whose removal from the constructed network hindered the signal transduction to the TORC1 effector kinase Npr1p. In conclusion, this study underlines the value of network-based multiomics integrative data analysis in discovering previously unidentified components of the signaling networks by revealing potential components of TOR signaling for future experimental validation.
Insights
Researchers identified seven new proteins involved in yeast
Area of Science:
- Molecular Biology
- Systems Biology
- Genomics
Background:
- The Target of Rapamycin (TOR) pathway regulates cell growth and is crucial in diseases like cancer and diabetes.
- Identifying novel components of TOR signaling is vital for discovering new biomarkers and drug targets.
Purpose of the Study:
- To discover previously unknown components of TOR signaling using a multiomics approach in yeast.
- To integrate transcriptomics, interactomics, and regulomics data for network analysis.
Main Methods:
- Constructed a TOR-signaling protein interaction network.
- Scored signaling paths based on gene co-expression in response to rapamycin and caffeine.
- Utilized a network-based multiomics approach in Saccharomyces cerevisiae.
Main Results:
- Identified seven unannotated proteins (Atg14p, Rim20p, Ret2p, Spt21p, Ylr257wp, Ymr295cp, Ygr017wp) as potential TOR signaling components.
- Ylr257wp's removal disrupted signal transduction to the TORC1 effector kinase Npr1p, highlighting its significance.
Conclusions:
- Network-based multiomics data integration effectively reveals novel signaling pathway components.
- The identified proteins, particularly Ylr257wp, represent promising targets for future experimental validation in TOR signaling research.
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