Gene regulatory network transitions reveal the central transcription factors in lung adenocarcinoma progression

Transcription factors play a central role in cancer growth, progression, and metastasis, and contribute to intratumor phenotypic plasticity that enable drug tolerance and cancer relapse. Changes in the regulatory activities of transcription factors in cancer may not always be detected from mutational signatures or differential expression of the transcription factors, as done in traditional analysis. In addition, past studies have focused on the activities of transcription factors in tumor as a whole and thus, have not fully captured the heterogeneity in gene regulation among different cell types within the tumor microenvironment. In this work, through an analysis of the transitions in regulatory network architecture and gene regulation dynamics, we identify the central transcription factors associated with lung adenocarcinoma progression. The gene NR2F1, associated with neurodevelopment and cancer dormancy, emerge as a key transcription factor in the progression of lung adenocarcinoma. We further identify transcription factors that are active in only cancer samples and uncover how changes in gene regulation dynamics influence intratumor heterogeneity. Taken together, our work elucidates the transitions in gene regulatory network during cancer progression, identifies central transcription factors in this process, and reveals the complex regulatory changes cooccurring in different cell types within the tumor microenvironment.

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Publication Details

Journal
npj Systems Biology and Applications
Published
2026-01-20
DOI
https://doi.org/10.1038/s41540-025-00640-9
Primary Topic
Genomics and Chromatin Dynamics
Type
article
Field-Weighted Citation Impact
0.00

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article

Gene regulatory network transitions reveal the central transcription factors in lung adenocarcinoma progression

Debabrata Samanta, Riddhiman Dhar, Upasana Ray, Adarsh Singh
npj Systems Biology and Applications
Genomics and Chromatin Dynamics
article

Gene regulatory network transitions reveal the central transcription factors in lung adenocarcinoma progression

Debabrata Samanta, Riddhiman Dhar, Upasana Ray, Adarsh Singh
article en

Abstract

Transcription factors play a central role in cancer growth, progression, and metastasis, and contribute to intratumor phenotypic plasticity that enable drug tolerance and cancer relapse. Changes in the regulatory activities of transcription factors in cancer may not always be detected from mutational signatures or differential expression of the transcription factors, as done in traditional analysis. In addition, past studies have focused on the activities of transcription factors in tumor as a whole and thus, have not fully captured the heterogeneity in gene regulation among different cell types within the tumor microenvironment. In this work, through an analysis of the transitions in regulatory network architecture and gene regulation dynamics, we identify the central transcription factors associated with lung adenocarcinoma progression. The gene NR2F1, associated with neurodevelopment and cancer dormancy, emerge as a key transcription factor in the progression of lung adenocarcinoma. We further identify transcription factors that are active in only cancer samples and uncover how changes in gene regulation dynamics influence intratumor heterogeneity. Taken together, our work elucidates the transitions in gene regulatory network during cancer progression, identifies central transcription factors in this process, and reveals the complex regulatory changes cooccurring in different cell types within the tumor microenvironment.

npj Systems Biology and ApplicationsVol. 12(1)
Indian Institute of Technology Kharagpur (IN), Cornell University (US), Biotech Park (IN)
Department of Biotechnology, Ministry of Science and Technology, India, Indian Institute of Technology Kharagpur, Science and Engineering Research Board
Good health and well-being
Openalex Percentile: Top 84%
Genomics and Chromatin Dynamics
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