Evidence map›Paper›PMID 42001335›Full record

ArticleClinical and experimental medicine2026

Identification of key programmed cell death genes-necroptosis-related genes in systemic lupus erythematosus.

Lu Wang, Yuanyuan Li, Xinyi Liu, Shichang Song, Yichen Han, Lingfei Mo, Hanchao Li, Xiaohao Wang, Ying Pan, Jian Sun and 1 more

Abstract read
In one paragraph

Article in Clinical and experimental medicine, 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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0citing papers 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

11 authors.

Lu Wang *Center for Innovative Research and Translation of Osteochondral Diseases, Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, China.
Yuanyuan Li *Department of Rheumatology and Immunology, First Affiliated Hospital of Xi'an JiaoTong University, Xi'an, 710061, PR China.
Xinyi LiuDepartment of Rheumatology and Immunology, First Affiliated Hospital of Xi'an JiaoTong University, Xi'an, 710061, PR China.
Shichang SongCenter for Innovative Research and Translation of Osteochondral Diseases, Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, China.
Yichen HanDepartment of Rheumatology and Immunology, First Affiliated Hospital of Xi'an JiaoTong University, Xi'an, 710061, PR China.
Lingfei MoDepartment of Rheumatology and Immunology, First Affiliated Hospital of Xi'an JiaoTong University, Xi'an, 710061, PR China.
Hanchao LiDepartment of Rheumatology and Immunology, First Affiliated Hospital of Xi'an JiaoTong University, Xi'an, 710061, PR China.
Xiaohao WangDepartment of Spine Surgery, Honghui Hospital of Xi'an JiaoTong University, Xi'an, 710061, China.
Ying PanDepartment of Rheumatology and Immunology, First Affiliated Hospital of Xi'an JiaoTong University, Xi'an, 710061, PR China.
Jian SunCenter for Innovative Research and Translation of Osteochondral Diseases, Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, China. sunjian1@xjtu.edu.cn.
Jing WangDepartment of Rheumatology and Immunology, First Affiliated Hospital of Xi'an JiaoTong University, Xi'an, 710061, PR China. kidip@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Systemic lupus erythematosus (SLE) is a heterogeneous autoimmune disease with challenging early diagnosis. Aberrant programmed cell death (PCD) is critical in SLE pathogenesis. This study aimed to identify key PCD genes for SLE diagnosis and disease activity assessment. Integrated bioinformatics analysis was conducted on three whole-blood transcriptomic datasets (GSE65391, GSE110174, GSE154851) from GEO. Machine learning algorithms (LASSO, SVM-RFE) identified hub genes across 18 PCD types. ssGSEA and logistic regression determined the predominant PCD pathway. Immune infiltration and correlation analyses evaluated clinical relevance. Necroptosis was identified as the most discriminative PCD pathway (AUC = 0.950, 95% CI: 0.921–0.979). Seven necroptosis-related genes (STAT1, STAT2, ZBP1, CASP1, TNFSF10, RIPK3, IL1B) were validated as key diagnostic biomarkers. A multivariate logistic regression model demonstrated robust performance across training and external validation cohorts, confirmed by internal validation (20 SLE patients and 16 healthy controls). The seven genes correlated significantly with dysregulated immune cells and were positively associated with SLEDAI, dsDNA levels, and neutrophil percentages. Necroptosis is a critical PCD pathway in SLE. The seven necroptosis-related genes represent promising diagnostic biomarkers and therapeutic targets.

Indexed as

Lupus Erythematosus, SystemicNecroptosisApoptosisBiomarkersComputational BiologyFemaleGene Expression ProfilingHumansTranscriptomeBiomarkersDiagnosisDisease activityNecroptosisProgrammed cell deathSystemic lupus erythematosus

Identifiers

PMID42001335
PMCPMC13230332

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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.