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.
Authors
- Jeong‐Ryeol Gong (ORCID: https://orcid.org/0000-0001-7057-4489)
- Jeeyeon Jeon (ORCID: https://orcid.org/0000-0003-2250-6128)
- Kwang‐Hyun Cho (ORCID: https://orcid.org/0000-0002-7380-7142)
- Chun‐Kyung Lee (ORCID: https://orcid.org/0000-0003-4196-4108)
- Juhee Kim (ORCID: https://orcid.org/0000-0002-2940-0329)
- Hoon‐Min Kim (ORCID: https://orcid.org/0009-0007-4881-722X)
- Soo‐Jin Park (ORCID: https://orcid.org/0000-0002-6350-6135)
Institutions
- Korea Advanced Institute of Science and Technology (KR)
- Korea Institute of Brain Science (KR)
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
Funders
- National Research Foundation
- National Research Foundation of Korea
- Ministry of Science and ICT, South Korea