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◆ Quantitative imaging in medicine and surgery2026-09-01

Local pressure as a dominant hemodynamic driver of wall enhancement in anterior communicating artery aneurysms: a facet-level computational fluid dynamics and vessel wall imaging analysis.

Zhangyu Pang, Chi Huang, Jingtao Ma, Hui Tang, Xiaojing Guo, Yao Zhang, Kaiyan Tan, Linhan Yan, Zhengjie Fang, Qian Wu, Yu Fu, Xin Feng, Yuqian Mei

一句话结论 · In one sentence

We present a facet-level CFD-VWI pipeline that achieves sub-voxel sampling density for spatially mapping local hemodynamics onto quantitative wall remodeling in ACoA aneurysms on a clinical 3T platform. Across four independent hierarchical analyses, local Pressurepeak consistently emerged as the dominant independent hemodynamic driver of wall thickening among enhanced segments, complementing the established low-WSS association. This framework is intended as a mechanistic explanatory tool for local hemodynamic-AWE coupling; broader clinical translation will require larger, externally validated cohorts.

原始摘要(英文原文)· Original abstract
BACKGROUND: Size-based risk stratification often overlooks small but unstable intracranial aneurysms (IAs). Aneurysm wall enhancement (AWE) on vessel wall imaging (VWI) is a validated marker of wall instability, yet the local hemodynamic drivers of this pathology, particularly in complex anterior communicating artery (ACoA) aneurysms, remain incompletely characterized. This study leverages a combined computational fluid dynamics (CFD)-VWI approach to characterize the mechanobiological coupling between local hemodynamics and quantitative wall remodeling in ACoA aneurysms. METHODS: We retrospectively analyzed 24 patients harboring 25 ACoA aneurysms. A Vector-Integrated Surface Parametrization (VISP) pipeline achieved sub-voxel sampling density [through adaptive interpolation rather than imaging resolution beyond the native 0.6 mm magnetic resonance imaging (MRI) voxel] for co-registration of CFD and 3T-VWI, with wall enhancement defined at a contrast ratio (CR) ≥0.6. To identify hemodynamic drivers of enhanced wall thickness (EWT) while explicitly accounting for within-patient hierarchical clustering, four complementary analytical frameworks were applied in parallel: (I) intra-patient paired bootstrap tests (2,000 resamples) comparing enhanced and non-enhanced wall segments within each of the 13 AWE-positive patients; (II) a multivariate linear mixed model (LMM) with patient-level random intercepts for EWT severity (n=12,473 enhanced segments); (III) generalized estimating equations (GEEs) with cluster-robust variance for AWE presence (n=157,284 segments); and (IV) ensemble machine-learning models (Random Forest and XGBoost) interpreted via Shapley Additive exPlanations (SHAP) values across segment-level, patient-centered, and patient-level GroupKFold cross-validation (CV). Cross-patient generalization of EWT prediction was disclosed separately as an out-of-sample analysis. RESULTS: Focal AWE was identified in 14 of 25 aneurysms (13 patients), spatially coinciding with hemodynamic stagnation zones. Enhanced segments exhibited significantly lower local Pressurepeak (∆ =-35.25 Pa, PFDR =0.02) and wall shear stress (WSS)peak (∆ =-3.97 Pa, PFDR <0.001) compared to non-enhanced segments under intra-patient paired bootstrap testing. Three further frameworks converged on Pressurepeak as the dominant independent driver of wall thickness among enhanced segments: multivariate LMM β=-0.181 (P=2.31×10-11); GEE β=-0.5452 (robust P=0.0499); and a Random Forest model, in which Pressurepeak ranked first by SHAP feature importance at the segment level and remained among the top three across every CV regime. CONCLUSIONS: We present a facet-level CFD-VWI pipeline that achieves sub-voxel sampling density for spatially mapping local hemodynamics onto quantitative wall remodeling in ACoA aneurysms on a clinical 3T platform. Across four independent hierarchical analyses, local Pressurepeak consistently emerged as the dominant independent hemodynamic driver of wall thickening among enhanced segments, complementing the established low-WSS association. This framework is intended as a mechanistic explanatory tool for local hemodynamic-AWE coupling; broader clinical translation will require larger, externally validated cohorts.
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Local pressure as a dominant hemodynamic driver of wall enhancement in anterior communicating artery aneurysms: a facet-level computational fluid dynamics and vessel wall imaging analysis. — 科研速览 Science Skim