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Updated: Mar 10, 2026

Implementation of In Vitro Drug Resistance Assays: Maximizing the Potential for Uncovering Clinically Relevant Resistance Mechanisms
Published on: December 9, 2015
The recurrent architecture of tumour initiation, progression and drug sensitivity
Andrea Califano1, Mariano J Alvarez2
1Department of Systems Biology, Columbia University, and the Departments of Biomedical Informatics, Biochemistry and Molecular Biophysics, JP Sulzberger Columbia Genome Center, Herbert Irving Comprehensive Cancer Center, Columbia University, New York, New York 10032, USA.
Abstract:
Recent studies across multiple tumour types are starting to reveal a recurrent regulatory architecture in which genomic alterations cluster upstream of functional master regulator (MR) proteins, the aberrant activity of which is both necessary and sufficient to maintain tumour cell state. These proteins form small, hyperconnected and autoregulated modules (termed tumour checkpoints) that are increasingly emerging as optimal biomarkers and therapeutic targets. Crucially, as their activity is mostly dysregulated in a post-translational manner, rather than by mutations in their corresponding genes or by differential expression, the identification of MR proteins by conventional methods is challenging. In this Opinion article, we discuss novel methods for the systematic analysis of MR proteins and of the modular regulatory architecture they implement, including their use as a valuable reductionist framework to study the genetic heterogeneity of human disease and to drive key translational applications.
Insights
Master regulator (MR) proteins form critical tumor checkpoints, driving cancer cell states through post-translational dysregulation. Novel methods are needed to identify these proteins for improved cancer biomarkers and therapeutics.
Area of Science:
- Oncology
- Systems Biology
- Genomics
Background:
- Genomic alterations in tumors often converge on functional master regulator (MR) proteins.
- These MR proteins form autoregulated modules, termed tumor checkpoints, essential for maintaining cancer cell states.
- Aberrant MR protein activity is frequently due to post-translational modifications rather than genetic mutations or expression changes, complicating conventional identification.
Purpose of the Study:
- To discuss novel methods for systematic analysis of MR proteins.
- To explore the modular regulatory architecture implemented by MR proteins.
- To highlight the potential of MR proteins as biomarkers and therapeutic targets in cancer.
Main Methods:
- Review of recent studies identifying recurrent regulatory architectures in various tumor types.
- Discussion of novel analytical methods for MR protein identification.
- Framework for studying genetic heterogeneity and translational applications.
Main Results:
- Identification of a conserved regulatory architecture involving MR proteins and tumor checkpoints across multiple cancer types.
- Recognition of MR proteins as key drivers of tumor cell state maintenance.
- Highlighting the challenge in identifying MR proteins due to post-translational dysregulation.
Conclusions:
- MR proteins and their associated tumor checkpoints represent promising biomarkers and therapeutic targets.
- Novel methods are crucial for the systematic analysis of MR proteins and their regulatory networks.
- Understanding this modular architecture offers a reductionist framework for studying cancer heterogeneity and driving translational research.
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