Evidence mapPaperPMID 40909129Full record

ArticleFrontiers in molecular biosciences2025

Shared transcriptional regulators and network rewiring identify therapeutic targets linking type 2 diabetes mellitus and hypertension.

Claudia Desireé Norzagaray-Valenzuela, Marco Antonio Valdez-Flores, Josue Camberos-Barraza, Alberto Kousuke De la Herrán-Arita, Juan Fidel Osuna-Ramos, Javier Magaña-Gómez, Carla Angulo-Rojo, Alma Marlene Guadrón-Llanos, Katia Aviña-Padilla, Loranda Calderón-Zamora

Abstract read
In one paragraph

Article in Frontiers in molecular biosciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

10 authors.

Claudia Desireé Norzagaray-ValenzuelaFaculty of Biology, Autonomous University of Sinaloa, Culiacan, Mexico.
Marco Antonio Valdez-FloresFaculty of Medicine, Autonomous University of Sinaloa, Culiacan, Mexico.
Josue Camberos-BarrazaFaculty of Medicine, Autonomous University of Sinaloa, Culiacan, Mexico.
Alberto Kousuke De la Herrán-AritaFaculty of Medicine, Autonomous University of Sinaloa, Culiacan, Mexico.
Juan Fidel Osuna-RamosFaculty of Medicine, Autonomous University of Sinaloa, Culiacan, Mexico.
Javier Magaña-GómezFaculty of Nutrition, Autonomous University of Sinaloa, Culiacan, Mexico.
Carla Angulo-Rojo *Faculty of Medicine, Autonomous University of Sinaloa, Culiacan, Mexico.
Alma Marlene Guadrón-LlanosFaculty of Medicine, Autonomous University of Sinaloa, Culiacan, Mexico.
Katia Aviña-PadillaDepartment of Genetic Engineering, Center for Research and Advanced Studies of the National Polytechnic Institute (CINVESTAV-IPN), Irapuato, Mexico.
Loranda Calderón-ZamoraFaculty of Biology, Autonomous University of Sinaloa, Culiacan, Mexico.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Type 2 diabetes mellitus (T2DM) and Hypertension (HTN) frequently coexist and synergistically exacerbate vascular and immune dysfunction. Despite their clinical interrelation, these diseases have traditionally been studied in isolation, and the molecular mechanisms underlying their comorbidity remain poorly understood. This study aimed to uncover shared transcriptional programs and disease-specific regulatory networks contributing to cardiometabolic dysfunction. Methods: We systematically selected transcriptomic datasets and employed an integrative systems biology approach that combined differential gene expression analysis, co-expression network construction, protein-protein interaction mapping, transcription factor activity inference, and network rewiring analysis. Functional enrichment analyses were conducted to elucidate biological processes associated with disease-specific modules. Results: We identified distinct regulatory modules: ME3 in T2DM, enriched in metabolic stress response, intracellular trafficking, and inflammation, and ME7 in HTN, enriched in immune response and vascular remodeling. Protein interaction networks revealed key hub genes such as Conclusion: This study provides novel insights into the molecular crosstalk between T2DM and HTN by identifying conserved transcriptional regulators and rewired gene networks. Our findings support the existence of a shared regulatory architecture underlying cardiometabolic comorbidity and suggest promising diagnostic and therapeutic targets for precision medicine.

Indexed as

coexpression networkshypertensioninflammatory pathwaysInteractomicstranscriptomicstype 2 diabetes mellitusvascular remodeling

Identifiers

PMID40909129
PMCPMC12404935

What Socratic holds

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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 Socratic graph.