首页|应用颅内动脉瘤辅助评估软件评价未破裂动脉瘤稳定性的多中心前瞻性研究

应用颅内动脉瘤辅助评估软件评价未破裂动脉瘤稳定性的多中心前瞻性研究

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目的 探讨应用颅内动脉瘤辅助评估软件评价未破裂动脉瘤(UIA)稳定性的效果.方法 前瞻性纳入2022年5-9月于首都医科大学附属北京天坛医院等7家中心神经外科就诊的UIA患者.分别采用软件辅助医生评估、医生独立评估、专家组评估、PHASES评分和ELAPSS评分标准评价所有患者的UIA是否稳定.使用分层随机抽样法将患者随机分为A、B两组,A组先由软件辅助医生评估,在4周洗脱期后再由医生独立评估;B组评估顺序相反.将专家组评估结果作为判断UIA稳定性的"金标准",比较动脉瘤辅助评估软件与其他评估方式的准确率、灵敏度、特异度及其与"金标准"的一致性,并根据动脉瘤最大径进行亚组分析.结果 共纳入192例患者(227个动脉瘤),其中男62例,女130例;年龄[M(Q1,Q3)]为58.0(50.5,65.0)岁.专家组评估结果显示,227个动脉瘤中,稳定动脉瘤98个,不稳定动脉瘤129个.软件辅助医生评估的准确率和灵敏度(92.5%和93.8%)均高于医生独立评估(76.7%和85.3%)、PHASES评分(62.6%和39.5%)和ELAPSS评分(79.3%和76.7%)评估,差异均具有统计学意义(均P<0.05).软件辅助医生评估的特异度(90.8%)与PHASES评分(92.9%)和ELAPSS评分(82.7%)评估的差异均无统计学意义(均P>0.05),但高于医生独立评估(65.3%,P<0.05).一致性方面,分别与"金标准"比较,软件辅助医生评估(Kappa=0.94)、医生独立评估(Kappa=0.81)和ELAPSS评分评估(Kappa=0.83)结果的差异均无统计学意义(均P>0.05),其中软件辅助医生评估与"金标准"的一致性最好;而PHASES评分与"金标准"评估结果的差异具有统计学意义(配对x2=45.84,P<0.001).亚组分析结果显示,在动脉瘤最大径<3 mm组、3~5 mm组和>5~7 mm组中,软件辅助医生评估与"金标准"的一致性均较好(Kappa分别为0.94、0.79和0.85),且均高于其他评估方法.软件辅助医生评估和医生独立评估A组与B组的准确率的差异均无统计学意义(均P>0.05).结论 颅内动脉瘤辅助评估软件可以辅助神经外科医生进行UIA的稳定性评估,其准确率优于医生独立评估、PHASES评分和ELAPSS评分标准的评估结果,值得临床推广应用.
A multicenter prospective study using intracranial aneurysm auxiliary assessment software to evaluate the stability of unruptured aneurysms
Objective To explore the effect of using intracranial aneurysm auxiliary assessment software to evaluate the stability of unruptured aneurysms(UIA).Methods UIA patients who visited the Neurosurgery Department of 7 centers including Beijing Tiantan Hospital,Capital Medical University from May to September 2022 were prospectively included.Software-assisted physician assessment,physician independent assessment,the expert group assessment,PHASES score,and ELAPSS score were used to evaluate whether the aneurysms of all patients were stable.Stratified random sampling was used to randomly divide patients into two groups,A and B.Group A was first evaluated by software-assisted doctors,and then independently evaluated by doctors after a 4-week washout period;group B was evaluated in the opposite order.The evaluation results of the expert group were used as the"gold standard"to judge the stability of UIA,and the accuracy,sensitivity and specificity of the aneurysm auxiliary evaluation software and other evaluation methods were compared.The consistency of these methods with"gold standard"were also compared.Subgroup analysis was performed according to the maximum aneurysm diameter.Results A total of 192 patients(227 aneurysms)were included,including 62 males and 130 females;age[M(Q1,Q3)]was 58.0(50.5,65.0)years old.Among the 227 aneurysms,98 were stable and 129 were unstable.The accuracy and sensitivity of software-assisted physician assessment(92.5%and 93.8%)were higher than those of physician independent assessment(76.7%and 85.3%),PHASES score(62.6%and 39.5%)and ELAPSS score(79.3%and 76.7%),the differences were statistically significant(all P<0.05).The difference between the specificity of software-assisted physician assessment(90.8%)and PHASES score(92.9%)and ELAPSS score(82.7%)was not statistically significant(both P>0.05),but was higher than that of physician independent assessment(65.3%,P<0.05).In terms of consistency,compared with the"gold standard",there were no statistically significant differences in the results of software-assisted physician evaluation(Kappa=0.94),physician independent evaluation(Kappa=0.81)and ELAPSS score evaluation(Kappa=0.83)(all P>0.05),among which the software-assisted physician assessment had the best consistency with the"gold standard";and the difference between the PHASES score and the"gold standard"assessment results was statistically significant(paired x2=45.84,P<0.001).Subgroup analysis results showed that in the maximum diameter<3 mm group,3-5 mm group and>5-7 mm group,the software-assisted physician assessment had high consistency with the"gold standard"(Kappa was 0.94,0.79 and 0.85 respectively)to other assessment methods.There was no statistical significance in the accuracy of software-assisted physician assessment and physician independent assessment between group A and group B(both P>0.05).Conclusions The intracranial aneurysm auxiliary assessment software can assist neurosurgeons in assessing the stability of UIA.Its accuracy is better than the assessment results of independent assessment by doctors,PHASES score and ELAPSS score,and it is worthy of clinical promotion and application.

Intracranial aneurysmArtificial intelligenceStability assessmentDiagnosis,computer-assisted

张福峻晖、黄骥良、米热扎提·吐尔洪、刘健、李天晓、段传志、李聪慧、于建军、吴鑫、杨新健、张鸿祺

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首都医科大学,北京市神经外科研究所,北京 100070

首都医科大学附属北京天坛医院神经外科学中心,北京 100070

河南省人民医院神经外科,郑州 450003

南方医科大学珠江医院神经外科,广州 510280

河北医科大学第一附属医院神经外科,石家庄 050030

临沂市人民医院神经外科,临沂 276002

烟台毓璜顶医院神经外科,烟台 264009

首都医科大学宣武医院神经外科,北京 100053

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颅内动脉瘤 人工智能 稳定性评估 诊断,计算机辅助

国家自然科学基金国家自然科学基金

8207203682372058

2024

中华神经外科杂志
中华医学会

中华神经外科杂志

CSTPCD北大核心
影响因子:1.107
ISSN:1001-2346
年,卷(期):2024.40(7)