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Dissecting the impact of transcription factor dose on cell reprogramming heterogeneity using scTF-seq
Wangjie Liu1,2, Wouter Saelens1,2,3,4, Pernille Rainer1,2
1Laboratory of Systems Biology and Genetics, Institute of Bioengineering, School of Life Sciences, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.
We developed single-cell transcription factor sequencing (scTF-seq) to understand cell reprogramming. This method reveals how transcription factor dose influences cell fate and heterogeneity, advancing gene regulation and cell engineering.
Area of Science:
- Molecular Biology
- Genomics
- Cell Biology
Background:
- Cellular reprogramming often results in diverse cell fates, with underlying mechanisms poorly understood.
- Understanding transcription factor (TF) function is crucial for controlling cell fate and reprogramming outcomes.
Purpose of the Study:
- To develop and apply a novel single-cell technique, scTF-seq, for dissecting TF function and dose-dependent effects in reprogramming.
- To create a comprehensive gain-of-function atlas for mouse TFs and analyze their impact on cell fate decisions.
Main Methods:
- Developed single-cell transcription factor sequencing (scTF-seq), a method for barcoded, doxycycline-inducible TF overexpression and transcriptomic analysis.
- Applied scTF-seq to mouse embryonic multipotent stromal cells to generate a TF gain-of-function atlas.
- Analyzed TF dose-dependent transcriptomic changes and cell state transitions at single-cell resolution.
Main Results:
- Generated a gain-of-function atlas for 384 mouse TFs, identifying key regulators of lineage specification and cell cycle control.
- Uncovered how TF dose shapes reprogramming heterogeneity, revealing dose-dependent and stochastic cell state transitions.
- Classified TFs by capacity and dose sensitivity, and demonstrated context-dependent TF interactions (synergistic to antagonistic) based on relative TF dose.
Conclusions:
- scTF-seq enables high-resolution dissection of TF function, dose, and cell fate control during reprogramming.
- Provides a framework for understanding and predicting reprogramming outcomes, crucial for gene regulation research.
- Advances cell engineering strategies by offering insights into precise control of cell fate determination.
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