Evidence map›Paper›PMID 39911401›Full record

ArticleFrontiers in immunology2025

Targeting TCMR-associated cytokine genes for drug screening identifies PPARγ agonists as novel immunomodulatory agents in transplantation.

Lu Hu, Xiaohan Zhang, Weiqi Zhang, Shuai Jin, Jie Zhao, Jianming Zheng, Wenli Song, Zhongyang Shen

Abstract read
In one paragraph

Article in Frontiers in immunology, 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. Review
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

8 authors.

Lu HuThe First Central Clinical School, Tianjin Medical University, Tianjin, China.
Xiaohan ZhangResearch Institute of Transplant Medicine, School of Medicine, Nankai University, Tianjin, China.
Weiqi ZhangResearch Institute of Transplant Medicine, School of Medicine, Nankai University, Tianjin, China.
Shuai JinThe First Central Clinical School, Tianjin Medical University, Tianjin, China.
Jie ZhaoDepartment of Renal Transplantation, Tianjin First Central Hospital, Nankai University, Tianjin, China.
Jianming ZhengDepartment of Renal Transplantation, Tianjin First Central Hospital, Nankai University, Tianjin, China.
Wenli SongDepartment of Renal Transplantation, Tianjin First Central Hospital, Nankai University, Tianjin, China.
Zhongyang ShenResearch Institute of Transplant Medicine, School of Medicine, Nankai University, Tianjin, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: T cell-mediated rejection (TCMR) remains a significant challenge in organ transplantation. This study aimed to define a TCMR-associated cytokine gene set and identify drugs to prevent TCMR through drug repurposing. Methods: Gene expression profiles from kidney, heart, and lung transplant biopsies were obtained from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) between TCMR and non-TCMR groups were identified, and their intersection with cytokine-related genes yielded an 11-gene TCMR-associated cytokine gene set (TCMR-Cs). To evaluate the effectiveness of this gene set, a diagnostic predictive model was constructed using Lasso regression and multivariate logistic regression, with validation in independent datasets. Connectivity Map (CMap) analysis was employed to screen drugs targeting TCMR-Cs. Experimental validation of the identified drug was performed Results: The TCMR-Cs exhibited outstanding predictive performance for TCMR, achieving an AUC of 0.99 in the training cohorts and maintaining strong performance in the test cohorts. CMap analysis identified peroxisome proliferator-activated receptor gamma (PPARγ) agonists as potential therapeutic candidates. Experimental validation showed that the PPARγ agonist rosiglitazone significantly suppressed T cell activation and reduced Th1 differentiation Conclusions: This study defined a novel TCMR-associated cytokine gene set that effectively predicts TCMR and identified PPARγ agonists, which prevent TCMR and improve graft survival when combined with rapamycin.

Indexed as

CytokinesGraft RejectionImmunomodulating AgentsOrgan TransplantationPPAR gammaT-LymphocytesAnimalsDrug Evaluation, PreclinicalGene Expression ProfilingGraft SurvivalHumansLymphocyte ActivationMiceRosiglitazoneSkin TransplantationCytokinesImmunomodulating AgentsPPAR gammaRosiglitazonecytokine genesdrug repurposingorgan transplantationPPARγ agonistspredictive modelrosiglitazoneT-cell-mediated rejection

Identifiers

PMID39911401
PMCPMC11794815

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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.