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Updated: Jul 1, 2026

Prediction and Validation of Gene Regulatory Elements Activated During Retinoic Acid Induced Embryonic Stem Cell Differentiation
Published on: June 21, 2016
An Effective Model of the Retinoic Acid Induced HL-60 Differentiation Program.
Ryan Tasseff1, Holly A Jensen1, Johanna Congleton2
1Cornell University, Robert Frederick Smith School of Chemical and Biomolecular Engineering, Ithaca, NY, USA.
This study models All-Trans Retinoic Acid (ATRA) differentiation of HL-60 cells, revealing feedback loops involving Vav1 and MAPK signaling. Findings highlight reinforcing feedback
Area of Science:
- Cell Biology
- Systems Biology
- Molecular Biology
Background:
- All-Trans Retinoic Acid (ATRA) is crucial for cellular differentiation, particularly in myeloid leukemia models like HL-60 cells.
- Understanding the molecular mechanisms driving ATRA-induced differentiation is key to developing targeted therapies.
- Complex signaling networks, including protein interactions and cascades, regulate cell fate decisions.
Purpose of the Study:
- To develop and validate an effective computational model of ATRA-induced differentiation in HL-60 cells.
- To elucidate the role of reinforcing feedback loops involving Vav1 and the MAPK cascade in this process.
- To identify key molecular players and signaling dynamics that govern cellular differentiation.
Main Methods:
- Development of a multi-module computational model (signal initiation, integration, phenotype) for ATRA signaling.
- Parameter identification using experimental measurements from ATRA-treated HL-60 cells.
- In silico knockout analysis and conformational experiments to validate model predictions.
Main Results:
- The model accurately captured intermediate and phenotypic gene expression data during ATRA treatment.
- Model analysis predicted and experimental data confirmed bistable activation of the MAPK cascade in response to ATRA.
- Knockout analysis identified Gfi-1 and PPARg as critical regulators of ATRA-induced differentiation.
Conclusions:
- Reinforcing feedback mechanisms are central to the ATRA-induced differentiation program in HL-60 cells.
- The study provides a systems-level understanding of ATRA signaling, highlighting the importance of bistability and specific transcription factors.
- The developed model serves as a valuable tool for further investigation into cell fate regulation and potential therapeutic strategies.
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