Evidence map›Paper›PMID 41667756›Full record

ArticleScientific reports2026

Identification of ubiquitination-related signature genes for predicting kidney transplant rejection.

Zhengfei Shan, Shengqiang Yu, Jiantao Wang, Jianxin Cui, Haijian Wei, Xiaohua Fu, Chen Zhang, Chengjun Zhang

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Zhengfei ShanDepartment of Organ Transplantation, Yantai Yuhuangding Hospital, No. 20 East Yuhuangding Road, Yantai, 264000, Shandong, China. zhengfei.shan@outlook.com.
Shengqiang YuDepartment of Organ Transplantation, Yantai Yuhuangding Hospital, No. 20 East Yuhuangding Road, Yantai, 264000, Shandong, China. agourodman@126.com.
Jiantao WangDepartment of Organ Transplantation, Yantai Yuhuangding Hospital, No. 20 East Yuhuangding Road, Yantai, 264000, Shandong, China.
Jianxin CuiDepartment of Organ Transplantation, Yantai Yuhuangding Hospital, No. 20 East Yuhuangding Road, Yantai, 264000, Shandong, China.
Haijian WeiDepartment of Organ Transplantation, Yantai Yuhuangding Hospital, No. 20 East Yuhuangding Road, Yantai, 264000, Shandong, China.
Xiaohua FuDepartment of Organ Transplantation, Yantai Yuhuangding Hospital, No. 20 East Yuhuangding Road, Yantai, 264000, Shandong, China.
Chen ZhangDepartment of Organ Transplantation, Yantai Yuhuangding Hospital, No. 20 East Yuhuangding Road, Yantai, 264000, Shandong, China.
Chengjun ZhangDepartment of Organ Transplantation, Yantai Yuhuangding Hospital, No. 20 East Yuhuangding Road, Yantai, 264000, Shandong, China.

Funding

the Natural Science Foundation of Shandong Province ZR2021MH203
6 · The paper itself

Abstract

Kidney transplant rejection (KTR) poses significant challenges to long-term graft survival, with involvement from ubiquitination-related genes (URGs) in immune modulation. This study aimed to identify key URGs linked to KTR and develop a predictive model for rejection risk. mRNA array data from the Gene Expression Omnibus were analyzed to find differentially expressed genes in GSE98320, which were intersected with URGs to yield 16 DE-URGs. Gene Ontology and KEGG enrichment analysis highlighted the NF-kappa B and TNF signaling pathways. A URGScore model stratified patients and revealed significant differences in immune cell infiltration, especially among Treg cells, demonstrating strong predictive performance in the discovery cohort (AUC = 0.774, 95% CI 0.747–0.800). Six signature genes (DTX3L, MARCH1, NCF4, RNF125, TRIM21, TRIM22) were identified, and their expression displayed a subtype-dependent gradient, increasing from antibody-mediated rejection to T cell-mediated rejection and reaching the highest levels in mixed rejection. These genes were incorporated into a nomogram, which achieved an AUC of 0.771 (95% CI 0.745–0.798). Validation in independent datasets confirmed the model’s reliability. In the two transplant rejection cases, MARCH1 and RNF125 showed higher expression than the other biopsy samples, while generalized high expression of all marker genes was observed in an IgA nephropathy patient. Together, these findings demonstrate the clinical relevance of URG-based biomarkers in KTR and provide molecular insight into immune-mediated rejection.

Indexed as

Graft RejectionKidney TransplantationUbiquitinationGene Expression ProfilingHumansSignal TransductionTranscriptomeUbiquitin-Protein LigasesUbiquitin-Protein LigasesGene expression signaturesImmune infiltrationKidney transplantationNeutrophil cytosolic factor 4Transplant rejectionUbiquitination

Identifiers

PMID41667756
PMCPMC12961045

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