Evidence map›Paper›PMID 41559111›Full record

ArticleNPJ systems biology and applications2026

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

Upasana Ray, Adarsh Singh, Debabrata Samanta, Riddhiman Dhar

Abstract read
In one paragraph

Article in NPJ systems biology and applications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Upasana RayDepartment of Bioscience and Biotechnology, IIT Kharagpur, Kharagpur, India.
Adarsh SinghDepartment of Bioscience and Biotechnology, IIT Kharagpur, Kharagpur, India.
Debabrata SamantaDepartment of Bioscience and Biotechnology, IIT Kharagpur, Kharagpur, India.
Riddhiman DharDepartment of Bioscience and Biotechnology, IIT Kharagpur, Kharagpur, India. riddhiman.dhar@iitkgp.ac.in.

Funding

Department of Biotechnology, Ministry of Science and Technology, India BT/PR40175/BTIS/137/41/2022Indian Institute of Technology Kharagpur ISIRDScience and Engineering Research Board ECR/2017/002328
6 · The paper itself

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.

Indexed as

AdenocarcinomaAdenocarcinoma of LungGene Regulatory NetworksLung NeoplasmsTranscription FactorsDisease ProgressionGene Expression Regulation, NeoplasticHumansTumor MicroenvironmentTranscription Factors

Identifiers

PMID41559111
PMCPMC12873405

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.