Control of Cellular Differentiation Trajectories for Cancer Reversion

Cellular differentiation is controlled by intricate layers of gene regulation, involving the modulation of gene expression by various transcriptional regulators. Due to the complexity of gene regulation, identifying master regulators across the differentiation trajectory has been a longstanding challenge. To tackle this problem, a computational framework, single-cell Boolean network inference and control (BENEIN), is presented. Applying BENEIN to human large intestinal single-cell transcriptome data, MYB, HDAC2, and FOXA2 are identified as the master regulators whose inhibition induces enterocyte differentiation. It is found that simultaneous knockdown of these master regulators can revert colorectal cancer cells into normal-like enterocytes by synergistically inducing differentiation and suppressing malignancy, which is validated by in vitro and in vivo experiments.

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Publication Details

Journal
Advanced Science
Published
2024-12-11
DOI
https://doi.org/10.1002/advs.202402132
Citations
12
Primary Topic
Single-cell and spatial transcriptomics
Type
article
Field-Weighted Citation Impact
2.81

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article

Control of Cellular Differentiation Trajectories for Cancer Reversion

Jeong‐Ryeol Gong, Jeeyeon Jeon, Kwang‐Hyun Cho, Chun‐Kyung Lee et al.
12 citations
Advanced Science
Single-cell and spatial transcriptomics
2.81
article

Control of Cellular Differentiation Trajectories for Cancer Reversion

Jeong‐Ryeol Gong, Jeeyeon Jeon, Kwang‐Hyun Cho, Chun‐Kyung Lee, Juhee Kim, Hoon‐Min Kim, Soo‐Jin Park
article en
12 citations

Abstract

Cellular differentiation is controlled by intricate layers of gene regulation, involving the modulation of gene expression by various transcriptional regulators. Due to the complexity of gene regulation, identifying master regulators across the differentiation trajectory has been a longstanding challenge. To tackle this problem, a computational framework, single-cell Boolean network inference and control (BENEIN), is presented. Applying BENEIN to human large intestinal single-cell transcriptome data, MYB, HDAC2, and FOXA2 are identified as the master regulators whose inhibition induces enterocyte differentiation. It is found that simultaneous knockdown of these master regulators can revert colorectal cancer cells into normal-like enterocytes by synergistically inducing differentiation and suppressing malignancy, which is validated by in vitro and in vivo experiments.

Advanced ScienceVol. 12(3)
Korea Advanced Institute of Science and Technology (KR), Korea Institute of Brain Science (KR)
National Research Foundation, National Research Foundation of Korea, Ministry of Science and ICT, South Korea
Good health and well-being
Openalex Percentile: Top 9%
Single-cell and spatial transcriptomics
2.81
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