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Updated: Jun 10, 2026

Identification of Transcription Factor Regulators using Medium-Throughput Screening of Arrayed Libraries and a Dual-Luciferase-Based Reporter
Published on: March 27, 2020
Biomarkers downstream of RAS: a search for robust transcriptional targets
Balazs Györffy1, Reinhold Schäfer
1Laboratory of Molecular Tumor Pathology, Charité, Universitätsmedizin Berlin, Charitéplatz 1, D-10117, Berlin, Germany.
Abstract:
The small GTP-binding proteins HRAS, KRAS and NRAS belong to a family of oncoproteins associated with many types of human cancer. Signal transduction processes initiated at receptor tyrosine kinases converge on RAS proteins which serve as molecular switches linking upstream signals with the transcriptional machinery. RAS proteins interact with a number of effector proteins that in turn activate the Raf/MEK/ERK pathway, the PI3K/PKB/Akt pathway, the RalGDS/Ral pathway and other downstream pathways. Mutations in RAS lock the protein in its active form. Chronic activation of the KRAS isoform is the basis for resistance toward antibody therapies targeting receptor tyrosine kinases, as an upstream stimulus through growth factor receptor-mediated activation is no longer required. However, the complexity of the RAS signaling system necessitates the search for additional activating mechanisms as well as biomarkers associated with pathway activation. During recent years, several RAS pathway-related gene signatures were identified, mostly by microarray-based gene expression profiling of normal versus RAS-transformed cells. The signatures can serve as a source of common biomarkers indicating functionally relevant downstream effects of the RAS signaling system. In searching for new markers, we compared the gene expression signatures compiled in 24 independent studies. We analyzed differentially regulated genes recovered in microarray studies on human specimens to discriminate paired normal and tumor tissues. Although the overlap between individual studies was low, this meta-analysis revealed Kruppel-like factor 5 (KLF5), the CD44 antigen and members of the epidermal growth factor (EGR)-family as common downstream effectors of RAS.
Insights
RAS proteins (HRAS, KRAS, NRAS) are key in cancer. This study identified Kruppel-like factor 5 (KLF5), CD44, and EGR-family members as common biomarkers indicating RAS pathway activation.
Area of Science:
- Oncology
- Molecular Biology
- Genetics
Background:
- RAS proteins (HRAS, KRAS, NRAS) are small GTP-binding proteins and oncoproteins implicated in human cancers.
- RAS proteins act as molecular switches in signal transduction, linking receptor tyrosine kinases to transcriptional machinery.
- Mutations in RAS can lead to constitutive activation, driving cancer progression and therapy resistance.
Purpose of the Study:
- To identify common biomarkers of RAS pathway activation by analyzing gene expression signatures from multiple studies.
- To explore additional activating mechanisms and reliable biomarkers for the complex RAS signaling system.
- To find functionally relevant downstream effects of RAS signaling that can be used as indicators.
Main Methods:
- Meta-analysis of gene expression signatures from 24 independent microarray studies.
- Analysis of differentially regulated genes in human tumor tissues compared to normal tissues.
- Comparison of gene signatures to identify common downstream effectors of RAS.
Main Results:
- A meta-analysis of 24 studies revealed low overlap between individual gene signatures.
- Kruppel-like factor 5 (KLF5) was identified as a common downstream effector of RAS.
- CD44 antigen and members of the epidermal growth factor (EGR)-family were also identified as common downstream effectors.
Conclusions:
- KLF5, CD44, and EGR-family members represent common downstream biomarkers of RAS pathway activation.
- These identified markers can aid in understanding RAS signaling complexity and developing targeted therapies.
- The findings provide a foundation for further research into RAS-driven cancers and biomarker discovery.
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