Evidence map›Paper›PMID 41808062›Full record

ArticleBMC neurology2026

Development and validation of programmed cell death related genes in intracranial aneurysms.

Ning Gan, Min Ge, Yaxin Wang, Feifan Ma, Huiqing Liang, Yan Zhai, Rongcai Jiang

Abstract read
In one paragraph

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

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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

7 authors.

Ning GanDepartment of Neurosurgery, State Key Laboratory of Experimental Hematology, Laboratory of Post-Neuroinjury Neurorepair and Regeneration in Central Nervous System Tianjin & Ministry of Education, Tianjin Medical University General Hospital, Tianjin, 300052, China.
Min GeDepartment of Neurosurgery, Baoding No.1 Central Hospital, Baoding, Hebei, 071000, China.
Yaxin WangDepartment of Neurosurgery, Baoding No.1 Hospital, Baoding, Hebei, 071000, China.
Feifan MaDepartment of Neurosurgery, Baoding No.1 Central Hospital, Baoding, Hebei, 071000, China.
Huiqing LiangDepartment of Neurosurgery, Baoding No.1 Central Hospital, Baoding, Hebei, 071000, China.
Yan ZhaiDepartment of Neurosurgery, Baoding No.1 Central Hospital, Baoding, Hebei, 071000, China.
Rongcai JiangDepartment of Neurosurgery, State Key Laboratory of Experimental Hematology, Laboratory of Post-Neuroinjury Neurorepair and Regeneration in Central Nervous System Tianjin & Ministry of Education, Tianjin Medical University General Hospital, Tianjin, 300052, China. jiangrongcai@tmu.edu.cn.

Funding

Baoding Science and Technology Plan Project No.2241ZF23 4National Natural Science Foundation of China No.82311530117
6 · The paper itself

Abstract

Intracranial aneurysm (IA) is a life-threatening condition. Programmed cell death (PCD) is central to aneurysm onset and progression. Nevertheless, a comprehensive analysis of the association between PCD and IA is lacking.We retrieved five IA-dataset including GSE13353, GSE15629, GSE26969, GSE54083, and GSE75436 from GEO database. After integrating these datasets, We calculated 9 cell death pattern scores via ssGSEA and identified ferroptosis and immunogenic cell death(ICD) as the higher relevance in the IA (AUC-ROC > 0.7).We relied on differential gene analysis and took intersections with ICD- and ferroptosis- genes, which was as the IA-PCD genes. Integrating Least absolute shrinkage and selection operator (LASSO) and support vector machine recursive feature elimination (SVM-RFE), identified two key genes, namely NLRP3 and HMOX1. In the dataset, the two genes were significantly overexpressed in patients with IA. Immune infiltration analysis showed that NLRP3 and HMOX1 could influence the extent of immune cell infiltration.For further validation, we found that the expression levels of NLRP3 and HMOX1 in the serum of IA patients were significantly higher than those in the normal group though Elisa, consistenting with the bioinformatics result. In conclusion, NLRP3 and HMOX1 are associated with IA. These findings provide a basis for further exploring potential molecular driving mechanisms and screening suitable biomarkers.

Indexed as

ApoptosisHeme Oxygenase-1Intracranial AneurysmCell DeathDatabases, GeneticFerroptosisHumansHeme Oxygenase-1HMOX1 protein, humanBioinformaticsFerroptosisImmunogenic cell deathIntracranial aneurysmMachine learning

Identifiers

PMID41808062
PMCPMC13088854

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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.