Evidence mapPaperPMID 41735222Full record

ArticleCurrent neurovascular research2026

Bioinformatics Analysis of ZDHHC-protein Acyltransferase for Predicting the Rupture of Aneurysmal Subarachnoid Hemorrhage.

Wanjing Zhang, Lu Liu, Yajun Hou, Weiqi Wang

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Article in Current neurovascular research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1citing papers in PubMed
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1 · What the graph read from it

What it found

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3 · Its place in the literature

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1 citing paper in PubMed.

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5 · Who and what money

Authors and funding

4 authors.

Wanjing ZhangSecond Affiliated Hospital of Shandong First Medical University, Taian, Shandong, 271000, P.R. China.
Lu LiuShandong Center for Disease Control and Prevention, Jinan, Shandong, 25000, P.R. China.
Yajun HouSecond Affiliated Hospital of Shandong First Medical University, Taian, Shandong, 271000, P.R. China.
Weiqi WangDepartment of Neurology, Shandong First Medical University Affiliated Provincial Hospital, Jinan, Shandong, 25000, P.R. China.

Funding

Natural Science Foundation of Shandong Province ZR2020QH106,ZR2022QH169
6 · The paper itself

Abstract

introductionIntracranial aneurysms (IAs) can cause life-threatening subarachnoid hemorrhage upon rupture, yet their molecular mechanisms remain poorly understood. Proteins encoded by the ZDHHC genes mediate protein palmitoylation and are involved in brain injury processes, but their relationship with IA rupture is unclear.

methodsThis study utilized gene expression profiles from the Gene Expression Omnibus (GEO) database for unruptured intracranial aneurysms (UIAs) and ruptured intracranial aneurysms (RIAs) using two-tailed Student's t-test, and univariate and multivariate logistic regression analyses. A predictive risk model and nomogram for IA rupture were constructed using machine learning methods, and the model's accuracy was evaluated with calibration curves, C-index, clinical decision curves, and clinical impact curves. Receiver operating characteristic (ROC) curves demonstrated good diagnostic performance in both training and validation datasets. Additionally, a rat SAH model was used to validate the increased expression of the six ZDHHC-encoded proteins post-SAH via Western blotting.

resultsSix high-risk genes associated with IA rupture were identified: ZDHHC3, ZDHHC5, ZDHHC7, ZDHHC8, ZDHHC9, and ZDHHC13. DISCUSSION: ZDHHC family genes can serve as potential biomarkers for IA rupture, but their relationship with prognosis still needs further investigation.

conclusionZDHHC family genes can predict IA rupture and hold promise as clinical biomarkers, which also suggests the critical role of palmitoylation modification in the pathological process of SAH.

Indexed as

AcyltransferasesAneurysm, RupturedComputational BiologyIntracranial AneurysmSubarachnoid HemorrhageAnimalsHumansMaleRatsRats, Sprague-DawleyAcyltransferasesbiomarkerIntracranial aneurysmspalmitoylationrupturesubarachnoid hemorrhageZDHHC

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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.