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Updated: Jul 14, 2026

Identification of Transcription Factor Regulators using Medium-Throughput Screening of Arrayed Libraries and a Dual-Luciferase-Based Reporter
Published on: March 27, 2020
Identification of transcription factors that may reprogram lung adenocarcinoma
Chenglin Liu1, Yu-Hang Zhang2, Tao Huang2
1School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, People's Republic of China.
Background:
Lung adenocarcinoma is one of most threatening disease to human health. Although many efforts have been devoted to its genetic study, few researches have been focused on the transcription factors which regulate tumor initiation and progression by affecting multiple downstream gene transcription. It is proved that proper transcription factors may mediate the direct reprogramming of cancer cells, and reverse the tumorigenesis on the epigenetic and transcription levels.
Methods:
In this paper, a computational method is proposed to identify the core transcription factors that can regulate as many as possible lung adenocarcinoma associated genes with as little as possible redundancy. A greedy strategy is applied to find the smallest collection of transcription factors that can cover the differentially expressed genes by its downstream targets. The optimal subset which is mostly enriched in the differentially expressed genes is then selected.
Results:
Seven core transcription factors (MCM4, VWF, ECT2, RBMS3, LIMCH1, MYBL2 and FBXL7) are detected, and have been reported to contribute to tumorigenesis of lung adenocarcinoma. The identification of the transcription factors provides a new insight into its oncogenic role in tumor initiation and progression, and benefits the discovery of functional core set that may reverse malignant transformation and reprogram cancer cells.
Insights
This study identified seven core transcription factors crucial for lung adenocarcinoma development. These factors offer new therapeutic targets for reversing cancer progression and reprogramming tumor cells.
Area of Science:
- Oncology
- Molecular Biology
- Bioinformatics
Background:
- Lung adenocarcinoma poses a significant threat to human health.
- Research has largely focused on genetic alterations, with limited attention to transcription factors regulating tumor initiation and progression.
- Transcription factors hold potential for direct reprogramming of cancer cells, reversing tumorigenesis at epigenetic and transcriptional levels.
Purpose of the Study:
- To identify core transcription factors regulating lung adenocarcinoma-associated genes.
- To find a minimal set of transcription factors with minimal redundancy.
- To uncover key regulators for potential cancer cell reprogramming.
Main Methods:
- A computational method was developed to identify core transcription factors.
- A greedy strategy was employed to find the smallest collection of transcription factors covering differentially expressed genes via their downstream targets.
- An optimal subset enriched in differentially expressed genes was selected.
Main Results:
- Seven core transcription factors (MCM4, VWF, ECT2, RBMS3, LIMCH1, MYBL2, and FBXL7) were identified.
- These identified factors have been previously implicated in lung adenocarcinoma tumorigenesis.
- The findings provide novel insights into the oncogenic roles of these transcription factors.
Conclusions:
- The identified seven core transcription factors are critical regulators in lung adenocarcinoma.
- These factors offer new perspectives on tumor initiation and progression mechanisms.
- This research facilitates the discovery of a functional core set for reversing malignant transformation and reprogramming cancer cells.
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