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Updated: Apr 15, 2026

Identification of Kinase-substrate Pairs Using High Throughput Screening
Published on: August 29, 2015
Integrative analysis of kinase networks in TRAIL-induced apoptosis provides a source of potential targets for
Jonathan So1, Adrian Pasculescu2, Anna Y Dai2
1Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario M5G 1X5, Canada. Institute of Medical Science, University of Toronto, Toronto, Ontario M5S 1A8, Canada.
Abstract:
Tumor necrosis factor-related apoptosis-inducing ligand (TRAIL) is an endogenous secreted peptide and, in preclinical studies, preferentially induces apoptosis in tumor cells rather than in normal cells. The acquisition of resistance in cells exposed to TRAIL or its mimics limits their clinical efficacy. Because kinases are intimately involved in the regulation of apoptosis, we systematically characterized kinases involved in TRAIL signaling. Using RNA interference (RNAi) loss-of-function and cDNA overexpression screens, we identified 169 protein kinases that influenced the dynamics of TRAIL-induced apoptosis in the colon adenocarcinoma cell line DLD-1. We classified the kinases as sensitizers or resistors or modulators, depending on the effect that knockdown and overexpression had on TRAIL-induced apoptosis. Two of these kinases that were classified as resistors were PX domain-containing serine/threonine kinase (PXK) and AP2-associated kinase 1 (AAK1), which promote receptor endocytosis and may enable cells to resist TRAIL-induced apoptosis by enhancing endocytosis of the TRAIL receptors. We assembled protein interaction maps using mass spectrometry-based protein interaction analysis and quantitative phosphoproteomics. With these protein interaction maps, we modeled information flow through the networks and identified apoptosis-modifying kinases that are highly connected to regulated substrates downstream of TRAIL. The results of this analysis provide a resource of potential targets for the development of TRAIL combination therapies to selectively kill cancer cells.
Insights
Researchers identified 169 kinases influencing tumor necrosis factor-related apoptosis-inducing ligand (TRAIL) signaling in colon cancer cells. This study reveals key regulators of TRAIL-induced apoptosis, offering potential targets for novel cancer therapies.
Area of Science:
- Molecular Biology
- Cancer Research
- Cell Signaling
Background:
- Tumor necrosis factor-related apoptosis-inducing ligand (TRAIL) induces apoptosis preferentially in tumor cells.
- Acquired resistance to TRAIL limits its clinical efficacy in cancer treatment.
- Kinases play a crucial role in regulating apoptosis pathways.
Purpose of the Study:
- To systematically identify and characterize kinases involved in TRAIL signaling.
- To understand the mechanisms of TRAIL resistance in cancer cells.
- To discover potential therapeutic targets for TRAIL-based combination therapies.
Main Methods:
- Utilized RNA interference (RNAi) loss-of-function and cDNA overexpression screens in DLD-1 colon adenocarcinoma cells.
- Identified 169 protein kinases influencing TRAIL-induced apoptosis dynamics.
- Employed mass spectrometry and quantitative phosphoproteomics to build protein interaction maps.
Main Results:
- Classified kinases as sensitizers, resistors, or modulators of TRAIL-induced apoptosis.
- Identified PX domain-containing serine/threonine kinase (PXK) and AP2-associated kinase 1 (AAK1) as resistors promoting TRAIL receptor endocytosis.
- Modeled information flow in signaling networks to identify highly connected, apoptosis-modifying kinases.
Conclusions:
- This comprehensive kinase characterization provides a valuable resource for developing TRAIL combination therapies.
- Targeting identified kinases could enhance TRAIL's efficacy in selectively killing cancer cells.
- Understanding kinase roles in TRAIL resistance is crucial for overcoming treatment limitations.
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