Evidence map›Paper›PMID 39107837›Full record

ArticleBiology of sex differences2024

Gene regulatory networks reveal sex difference in lung adenocarcinoma.

Enakshi Saha, Marouen Ben Guebila, Viola Fanfani, Jonas Fischer, Katherine H Shutta, Panagiotis Mandros, Dawn L DeMeo, John Quackenbush, Camila M Lopes-Ramos

Abstract read
In one paragraph

Article in Biology of sex differences, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.

0numbers the graph read from it
0cells of the map it votes in
19citing 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

19 citing papers in PubMed.

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  9. Sex differences in gene regulation and its impact on cancer incidence.bioRxiv : the preprint server for biology · 2025
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

9 authors.

Enakshi SahaDepartment of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, 02115, USA.
Marouen Ben GuebilaDepartment of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, 02115, USA.
Viola FanfaniDepartment of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, 02115, USA.
Jonas FischerDepartment of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, 02115, USA.
Katherine H ShuttaDepartment of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, 02115, USA.
Panagiotis MandrosDepartment of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, 02115, USA.
Dawn L DeMeoChanning Division of Network Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA.
John QuackenbushDepartment of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, 02115, USA.
Camila M Lopes-RamosDepartment of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, 02115, USA. nhclr@channing.harvard.edu.ORCID 0000-0003-0284-7371

Funding

Tissue and Pathology ResourcesP50CA127003 · NCI · DANA-FARBER CANCER INST · PI SHIVDASANI, RAMESH A · 2007 to 2023
$33.2M
Respiratory Computational Discovery CoreP01HL114501 · NHLBI · WEILL MEDICAL COLL OF CORNELL UNIV · PI SILVERMAN, EDWIN K · 2013 to 2025
$24.9M
Unraveling the Complexities of Risk and Mechanism in CancerR35CA220523 · NCI · HARVARD UNIVERSITY D/B/A HARVARD SCHOOL OF PUBLIC HEALTH · PI QUACKENBUSH, JOHN · 2018 to 2024
$6.0M
WebMeV: A Robust Platform for Intuitive Genomic Data AnalysisU24CA231846 · NCI · HARVARD SCHOOL OF PUBLIC HEALTH · PI QUACKENBUSH, JOHN · 2019 to 2023
$3.2M
Networks Tools to Understand Sex- and Gender-Specific Drivers of DiseaseR01HG011393 · NHGRI · BRIGHAM AND WOMEN'S HOSPITAL · PI DEMEO, DAWN L, QUACKENBUSH, JOHN · 2021 to 2024
$2.1M
Mentoring in Patient Oriented Research in Lung Disease through the Lens of Sex as a Biological VariableK24HL171900 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI DAWN L DEMEO · 2024 to 2026
$386k
Sex chromosome gene regulatory networks and COPDK01HL166376 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI LOPES-RAMOS, CAMILA · 2023 to 2024
$324k
American Lung Association LCD-821824Division of Cancer Epidemiology and Genetics, National Cancer Institute P50CA127003Division of Cancer Epidemiology and Genetics, National Cancer Institute R01HG011393Division of Cancer Epidemiology and Genetics, National Cancer Institute R35CA220523Division of Cancer Epidemiology and Genetics, National Cancer Institute U24CA231846NCI NIH HHS P50 CA127003NCI NIH HHS R35 CA220523NCI NIH HHS U24 CA231846NHGRI NIH HHS R01 HG011393NHLBI Division of Intramural Research K01HL166376NHLBI Division of Intramural Research P01HL114501NHLBI Division of Intramural Research R01HG125975NHLBI NIH HHS K01 HL166376NHLBI NIH HHS K24 HL171900NHLBI NIH HHS P01 HL114501
6 · The paper itself

Abstract

backgroundLung adenocarcinoma (LUAD) has been observed to have significant sex differences in incidence, prognosis, and response to therapy. However, the molecular mechanisms responsible for these disparities have not been investigated extensively.

methodsSample-specific gene regulatory network methods were used to analyze RNA sequencing data from non-cancerous human lung samples from The Genotype Tissue Expression Project (GTEx) and lung adenocarcinoma primary tumor samples from The Cancer Genome Atlas (TCGA); results were validated on independent data.

resultsWe found that genes associated with key biological pathways including cell proliferation, immune response and drug metabolism are differentially regulated between males and females in both healthy lung tissue and tumor, and that these regulatory differences are further perturbed by tobacco smoking. We also discovered significant sex bias in transcription factor targeting patterns of clinically actionable oncogenes and tumor suppressor genes, including AKT2 and KRAS. Using differentially regulated genes between healthy and tumor samples in conjunction with a drug repurposing tool, we identified several small-molecule drugs that might have sex-biased efficacy as cancer therapeutics and further validated this observation using an independent cell line database.

conclusionsThese findings underscore the importance of including sex as a biological variable and considering gene regulatory processes in developing strategies for disease prevention and management.

Indexed as

Adenocarcinoma of LungGene Regulatory NetworksCell Line, TumorDrug DiscoveryFemaleGene Expression Regulation, NeoplasticHumansImmunotherapyLungMaleMolecular Targeted TherapyPrognosisSex FactorsTobacco SmokingCancer therapyDifferential targetingDrug repurposingGene regulatory networksGTExLung adenocarcinomaSex differenceSurvival analysisTCGATranscription factor

Identifiers

PMID39107837
PMCPMC11302009

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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.