Angioarchitectural features of brain arteriovenous malformation presented with seizures

被引:2
作者
Yan, Langchao [1 ]
Tao, Wengui [1 ]
Zhan, Qian [1 ]
Huang, Zheng [1 ]
Chen, Fenghua [1 ]
Li, Shifu [1 ]
机构
[1] Cent South Univ, Xiangya Hosp, Dept Neurosurg, Changsha, Peoples R China
基金
中国国家自然科学基金;
关键词
Arteriovenous malformation; Seizure; Logistic regression; Machine learning; Retrospective study; CLINICAL PRESENTATION; NATURAL-HISTORY; EPILEPSY; PREDICTION;
D O I
10.1007/s10143-022-01814-3
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Seizures are the second most common manifestations of brain arteriovenous malformations (bAVMs). This study was conducted to investigate the clinical and angioarchitectural features of bAVMs with seizures and provide guidelines for the clinical management of these patients. We collected clinical and radiological data on patients with bAVMs diagnosed by digital subtraction angiography between January 2013 and December 2020 and dichotomized the patients into the seizures and non-seizures groups. We identified differences in demographic and angiographic features. Logistic regression and random forest (RF) models were developed and compared. The diagnostic capacity was assessed using receiver operating characteristic (ROC) curves. A nomogram was constructed, and the clinical impact was determined by decision curve analysis. A total of 414 patients with bAVMs were included in the analysis, of which 78 (18.8%) had bAVM-related seizures. In the multivariable logistic regression model, the location and side of bAVMs were independently associated with seizures. In RF models, the maximal diameter of veins and the cross-sectional area of feeding arteries and draining veins were the most important features. ROC curves showed that the RF model was not better than MLR in predicting seizures. Decision curve analysis revealed that the use of a constructed nomogram to stratify the seizure patients was beneficial at all threshold probabilities in our study. The side and location of bAVMs are specific angioarchitectural features independently associated with the occurrences of seizures with bAVMs.
引用
收藏
页码:2909 / 2918
页数:10
相关论文
共 41 条
  • [21] MRI analysis in temporal lobe epilepsy: Cortical thinning and white matter disruptions are related to side of seizure onset
    Kemmotsu, Nobuko
    Girard, Holly M.
    Bernhardt, Boris C.
    Bonilha, Leonardo
    Lin, Jack J.
    Tecoma, Evelyn S.
    Iragui, Vicente J.
    Hagler, Donald J., Jr.
    Halgren, Eric
    McDonald, Carrie R.
    [J]. EPILEPSIA, 2011, 52 (12) : 2257 - 2266
  • [22] Brain arteriovenous malformations
    Lawton, Michael T.
    Rutledge, W. Caleb
    Kim, Helen
    Stapf, Christian
    Whitehead, Kevin J.
    Li, Dean Y.
    Krings, Timo
    terBrugge, Karel
    Kondziolka, Douglas
    Morgan, Michael K.
    Moon, Karam
    Spetzler, Robert F.
    [J]. NATURE REVIEWS DISEASE PRIMERS, 2015, 1
  • [23] Cerebral arteriovenous malformations. Part 2: physiology
    Moftakhar, Parham
    Hauptman, Jason S.
    Malkasian, Dennis
    Martin, Neil A.
    [J]. NEUROSURGICAL FOCUS, 2009, 26 (05) : E11
  • [24] Critical review of brain AVM surgery, surgical results and natural history in 2017
    Morgan, Michael Kerin
    Davidson, Andrew Stewart
    Assaad, Nazih N. A.
    Stoodley, Marcus Andrew
    [J]. ACTA NEUROCHIRURGICA, 2017, 159 (08) : 1457 - 1478
  • [25] VASCULAR CHANGES IN EPILEPSY: FUNCTIONAL CONSEQUENCES AND ASSOCIATION WITH NETWORK PLASTICITY IN PILOCARPINE-INDUCED EXPERIMENTAL EPILEPSY
    Ndode-Ekane, X. E.
    Hayward, N.
    Grohn, O.
    Pitkanen, A.
    [J]. NEUROSCIENCE, 2010, 166 (01) : 312 - 332
  • [26] Ictal vomiting as a sign of temporal lobe epilepsy confirmed by stereo-EEG and surgical outcome
    Pietrafusa, Nicola
    de Palma, Luca
    De Benedictis, Alessandro
    Trivisano, Marina
    Marras, Carlo Efisio
    Vigevano, Federico
    Specchio, Nicola
    [J]. EPILEPSY & BEHAVIOR, 2015, 53 : 112 - 116
  • [27] Long-term health-related quality of life in 262 patients with brain arteriovenous malformation
    Pohjola, Anni
    Oulasvirta, Elias
    Roine, Risto P.
    Sintonen, Harri P.
    Hafez, Ahmad
    Koroknay-Pal, Paivi
    Lehto, Hanna
    Niemela, Mika
    Laakso, Aki
    [J]. NEUROLOGY, 2019, 93 (14) : E1374 - E1384
  • [28] Machine Learning and Neurosurgical Outcome Prediction: A Systematic Review
    Senders, Joeky T.
    Staples, Patrick C.
    Karhade, Aditya V.
    Zaki, Mark M.
    Gormley, William B.
    Broekman, Marike L. D.
    Smith, Timothy R.
    Arnaout, Omar
    [J]. WORLD NEUROSURGERY, 2018, 109 : 476 - +
  • [29] Angioarchitecture of Brain AVM Determines the Presentation with Seizures: Proposed Scoring System
    Shankar, J. J. S.
    Menezes, R. J.
    Pohlmann-Eden, B.
    Wallace, C.
    terBrugge, K.
    Krings, T.
    [J]. AMERICAN JOURNAL OF NEURORADIOLOGY, 2013, 34 (05) : 1028 - 1034
  • [30] The biophysical role of hemodynamics in the pathogenesis of cerebral aneurysm formation and rupture
    Soldozy, Sauson
    Norat, Pedro
    Elsarrag, Mazin
    Chatrath, Ajay
    Costello, John S.
    Sokolowski, Jennifer D.
    Tvrdik, Petr
    Kalani, M. Yashar S.
    Park, Min S.
    [J]. NEUROSURGICAL FOCUS, 2019, 47 (01)