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Yaffe, M. B.

Publications and source records attributed to Yaffe, M. B..

2 recordsLinked to original sources

Transite: A computational motif-based analysis platform that identifies RNA-binding proteins modulating changes in gene expression

RNA-binding proteins (RBPs) play critical roles in regulating gene expression by modulating splicing, RNA stability, and protein translation. In response to various stimuli, alterations in RBP function contribute to global changes in gene expression, but identifying which specific RBPs are responsible for the observed changes in gene expression patterns remains an unmet need. Here, we present Transite a multi-pronged computational approach that systematically infers RBPs influencing gene expression changes through alterations in RNA stability and degradation. As a proof of principle, we applied Transite to public RNA expression data from human patients with non-small cell lung cancer whose tumors were sampled at diagnosis, or after recurrence following treatment with platinum-based chemotherapy. Transite implicated known RBP regulators of the DNA damage response and identified hnRNPC as a new modulator of chemotherapeutic resistance, which we subsequently validated experimentally. Transite serves as a generalizable framework for the identification of RBPs responsible for gene expression changes that drive cell-state transitions and adds additional value to the vast wealth of publicly-available gene expression data.

bioinformatics

Hierarchical organization endows the kinase domain with regulatory plasticity

The functional diversity of kinases enables specificity in cellular signal transduction. Yet general rules for how the kinase domain allows the more than 500 members of the human kinome to receive specific regulatory inputs and convey information to appropriate substrates - all while using the common signaling currency of phosphorylation - remain enigmatic. Here, using co-evolution analysis and quantitative live-cell assays, we reveal a deep hierarchical organization of the kinase domain that facilitates the orthogonal evolution of regulatory inputs and substrate outputs while maintaining catalytic function. Three quasi-independent functional units in the kinase domain (known as protein sectors) encode for catalysis, substrate specificity and regulation, and these distinct subdomains are differentially exploited by somatic cancer mutations and harnessed by allosteric inhibitors. We propose that this functional architecture endows the kinase domain with inherent regulatory plasticity.

systems biology