ReviewJAMA network open2023
Development and Validation of a Scoring System for Hemorrhage Risk in Brain Arteriovenous Malformations.
Review in JAMA network open, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers.
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Who cites it
28 citing papers in PubMed, 50 citations in OpenAlex.
- Association of nidus size and rupture in brain arteriovenous malformations: Insight from angioarchitecture and hemodynamics.Neurosurgical review · 2023Trial
- Deep Learning-Based Image Reconstruction in Ultra-High-Resolution CT Venography for Improved Visualization of Cerebral Venous Drainage.Clinical neuroradiology · 2026Article
- Angioarchitectural features of hemorrhagic presentation of brain arteriovenous malformations: A multivariate and explainable machine learning study.Neuroradiology · 2026Article
- External validation of the VALE scoring system for hemorrhage risk in pediatric AVM patients.Neurosurgical review · 2026Article
- Treatment patterns and outcomes in elderly patients with brain arteriovenous malformations: a multicenter prospective cohort study.BMC geriatrics · 2026Article
- Pseudoaneurysm and arteriovenous fistula of the brachial artery presenting 25 years after elbow fracture: a case report.International journal of surgery case reports · 2026Article
- Vessel wall enhancement in brain arteriovenous malformations: associations with imaging and histopathological markers of instability.Neurosurgical review · 2026Article
- Anatomical phenotyping and staging of brain arteriovenous malformations.Brain communications · 2026Article
- A risk prediction model for medication safety: assessing cardiopulmonary adverse outcomes in 11,252 patients treated with ulinastatin.Frontiers in pharmacology · 2026Article
- Development and Validation of an Interpretable Hemodynamics-Based Machine Learning Model for Predicting Cerebral Arteriovenous Malformation Rupture.Translational stroke research · 2025Article
- Risk of Future Hemorrhage From Unruptured Brain Arteriovenous Malformations: The Multicenter Arteriovenous Malformation Research Study (MARS).JAMA neurology · 2025Article
- Prognostic impact of postoperative fixed-point inflammation in patients with gastric cancer after curative gastrectomy: A validation cohort study.Annals of gastroenterological surgery · 2025Article
- Venous aneurysms in unruptured supratentorial brain arteriovenous malformations: a protective factor against hemorrhagic stroke and insights into hemodynamic mechanisms.European radiology · 2025Article
- Article
- Recurrence of Cerebral Arteriovenous Malformation Following Complete Obliteration Through Endovascular Embolization.Translational stroke research · 2025Observational
- Development of a machine learning-based predictive model for maxillary sinus cysts and exploration of clustering patterns.Head & face medicine · 2025Article
- Cerebral arteriovenous malformations classification systems in comparison with Spetzler-Martin: A comparative review.Surgical neurology international · 2025Review
- Comparison of Long-Term Outcomes in Ruptured Diffuse Brain Arteriovenous Malformations Between Interventional Therapy and Conservative Management.Translational stroke research · 2024Article
- The Microsurgical Resection of an Arteriovenous Malformation in a Patient with Thrombophilia: A Case Report and Literature Review.Diagnostics (Basel, Switzerland) · 2024Article
- Re-rupture in ruptured brain arteriovenous malformations: a retrospective cohort study based on a nationwide multicenter prospective registry.Journal of neurointerventional surgery · 2024Article
Corrections and comments
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Authors and funding
29 authors at 9 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Importance: The dilemma between natural rupture risk and adverse outcomes of intervention is of major concern for patients with unruptured arteriovenous malformations (AVMs). The existing risk score for AVM rupture includes factors that are controversial and lacks prospective validation. Objective: To develop and robustly validate a reliable scoring system to predict the rupture risk of AVMs. Design, Setting, and Participants: This prognostic study developed a prediction model derived from a single-center cohort (derivation cohort) and validated in a multicenter external cohort (multicenter external validation cohort) and a cohort of patients receiving conservative treatment management (conservative treatment validation cohort). Patients were recruited from a nationwide multicenter prospective collaboration registry in China. A total of 4135 patients were enrolled in the registry between August 1, 2011, and September 1, 2021. Of those, 3962 patients were included in the study (3585 in the derivation cohort and 377 in the multicenter external validation cohort); 1028 patients from the derivation cohort who had time-to-event data and prerupture imaging results were included in the conservative treatment validation cohort. Data were analyzed from March 10 to June 21, 2022. Main Outcomes and Measures: A scoring system was developed based on risk factors identified from a literature review and a robust selection process. Patients were stratified into different risk groups based on scores to calculate hemorrhage-free probability in future years, and Kaplan-Meier curves were plotted to visualize risk stratification. Receiver operating characteristic curves were used to assess the discrimination of models. Univariable analyses (logistic regression analysis for descriptive data and Cox regression analysis for survival data) were used to compare baseline information and assess bias. Results: Among 3962 patients (2311 men [58.3%]; median [IQR] age, 26.1 [14.6-35.5] years), 3585 patients (2100 men [58.6%]; median [IQR] age, 25.9 [14.6-35.0] years) were included in the derivation cohort, and 377 patients (211 men [56.0%]; median [IQR] age, 26.4 [14.5-39.2] years) were included in the multicenter external validation cohort. Thirty-six hemorrhages occurred over a median (IQR) follow-up of 4.2 (0.3-6.0) years among 1028 patients in the conservative treatment validation cohort. Four risk factors were used to develop the scoring system: ventricular system involvement, venous aneurysm, deep location, and exclusively deep drainage (VALE). The VALE scoring system performed well in all 3 cohorts, with areas under the receiver operating characteristic curve of 0.77 (95% CI, 0.75-0.78) in the derivation cohort, 0.85 (95% CI, 0.81-0.89) in the multicenter external validation cohort, and 0.73 (95% CI, 0.65-0.81) in the conservative treatment validation cohort. The 10-year hemorrhage-free rate was 95.5% (95% CI, 87.1%-100%) in the low-risk group, 92.8% (95% CI, 88.8%-97.0%) in the moderate-risk group, and 75.8% (95% CI, 65.1%-88.3%) in the high-risk group; the model discrimination was significant when comparing these rates between the high-risk group and the low- and moderate-risk groups (P < .001 for both comparisons). Conclusions and Relevance: In this prognostic study, the VALE scoring system was developed to distinguish rupture risk among patients with AVMs. The stratification of unruptured AVMs may enable patients with low risk of rupture to avoid unnecessary interventions. These findings suggest that the scoring system is a reliable and applicable tool that can be used to facilitate patient and physician decision-making and reduce unnecessary interventions or unexpected AVM ruptures.
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