{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,11,4]],"date-time":"2026-11-04T19:51:39Z","timestamp":1793821899763,"version":"4.6.1"},"reference-count":41,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2022,5,20]],"date-time":"2022-05-20T00:00:00Z","timestamp":1653004800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,5,20]],"date-time":"2022-05-20T00:00:00Z","timestamp":1653004800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["81873756"],"award-info":[{"award-number":["81873756"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neurosurg Rev"],"published-print":{"date-parts":[[2022,8]]},"DOI":"10.1007\/s10143-022-01814-3","type":"journal-article","created":{"date-parts":[[2022,5,20]],"date-time":"2022-05-20T03:31:52Z","timestamp":1653017512000},"page":"2909-2918","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Angioarchitectural features of brain arteriovenous malformation presented with seizures"],"prefix":"10.1007","volume":"45","author":[{"given":"Langchao","family":"Yan","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wengui","family":"Tao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qian","family":"Zhan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zheng","family":"Huang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fenghua","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3323-3276","authenticated-orcid":false,"given":"Shifu","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2022,5,20]]},"reference":[{"key":"1814_CR1","doi-asserted-by":"publisher","first-page":"3926","DOI":"10.1007\/s00415-021-10557-y","volume":"268","author":"H Angus-Leppan","year":"2021","unstructured":"Angus-Leppan H, Clay TA (2021) Adult occipital lobe epilepsy: 12-years on. J Neurol 268:3926\u20133934","journal-title":"J Neurol"},{"key":"1814_CR2","doi-asserted-by":"publisher","first-page":"398","DOI":"10.1016\/j.jclinepi.2012.11.008","volume":"66","author":"PC Austin","year":"2013","unstructured":"Austin PC, Tu JV, Ho JE, Levy D, Lee DS (2013) Using methods from the data-mining and machine-learning literature for disease classification and prediction: a case study examining classification of heart failure subtypes. J Clin Epidemiol 66:398\u2013407","journal-title":"J Clin Epidemiol"},{"key":"1814_CR3","doi-asserted-by":"publisher","first-page":"186","DOI":"10.1136\/neurintsurg-2019-015021","volume":"12","author":"JC Benson","year":"2020","unstructured":"Benson JC, Chiu S, Flemming K, Nasr DM, Lanzino G, Brinjikji W (2020) MR characteristics of unruptured intracranial arteriovenous malformations associated with seizure as initial clinical presentation. J Neurointerv Surg 12:186\u2013191","journal-title":"J Neurointerv Surg"},{"key":"1814_CR4","doi-asserted-by":"publisher","first-page":"E3","DOI":"10.1093\/neuros\/nyy166","volume":"83","author":"GD Brusko","year":"2018","unstructured":"Brusko GD, Kolcun JPG, Wang MY (2018) Machine-learning models: the future of predictive analytics in neurosurgery. Neurosurgery 83:E3\u2013E4","journal-title":"Neurosurgery"},{"key":"1814_CR5","doi-asserted-by":"publisher","first-page":"917","DOI":"10.1212\/WNL.0000000000010968","volume":"95","author":"CJ Chen","year":"2020","unstructured":"Chen CJ, Ding D, Derdeyn CP, Lanzino G, Friedlander RM, Southerland AM et al (2020) Brain arteriovenous malformations: a review of natural history, pathobiology, and interventions. Neurology 95:917\u2013927","journal-title":"Neurology"},{"key":"1814_CR6","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1016\/j.jclinepi.2019.02.004","volume":"110","author":"E Christodoulou","year":"2019","unstructured":"Christodoulou E, Ma J, Collins GS, Steyerberg EW, Verbakel JY, Van Calster B (2019) A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models. J Clin Epidemiol 110:12\u201322","journal-title":"J Clin Epidemiol"},{"key":"1814_CR7","doi-asserted-by":"publisher","first-page":"1794","DOI":"10.1212\/WNL.0b013e31823648a6","volume":"77","author":"V De Herdt","year":"2011","unstructured":"De Herdt V, Dumont F, H\u00e9non H, Derambure P, Vonck K, Leys D et al (2011) Early seizures in intracerebral hemorrhage: incidence, associated factors, and outcome. Neurology 77:1794\u20131800","journal-title":"Neurology"},{"key":"1814_CR8","doi-asserted-by":"publisher","first-page":"1552","DOI":"10.3171\/2016.3.JNS151731","volume":"126","author":"D Delev","year":"2017","unstructured":"Delev D, Pavlova A, Grote A, Bostr\u00f6m A, H\u00f6llig A, Schramm J et al (2017) NOTCH4 gene polymorphisms as potential risk factors for brain arteriovenous malformation development and hemorrhagic presentation. J Neurosurg 126:1552\u20131559","journal-title":"J Neurosurg"},{"key":"1814_CR9","doi-asserted-by":"publisher","first-page":"315","DOI":"10.1093\/neuros\/nyw175","volume":"81","author":"PGM Della","year":"2017","unstructured":"Della PGM, Parente P, D\u2019Argento F, Pedicelli A, Sturiale CL, Sabatino G et al (2017) Angio-architectural features of high-grade intracranial dural arteriovenous fistulas: correlation with aggressive clinical presentation and hemorrhagic risk. Neurosurgery 81:315\u2013330","journal-title":"Neurosurgery"},{"key":"1814_CR10","first-page":"e200","volume":"48","author":"CP Derdeyn","year":"2017","unstructured":"Derdeyn CP, Zipfel GJ, Albuquerque FC, Cooke DL, Feldmann E, Sheehan JP et al (2017) Management of brain arteriovenous malformations: a scientific statement for healthcare professionals from the American Heart Association\/American Stroke Association. Stroke 48:e200\u2013e224","journal-title":"Stroke"},{"key":"1814_CR11","doi-asserted-by":"publisher","first-page":"611","DOI":"10.1093\/neuros\/nyx560","volume":"83","author":"VS Fennell","year":"2018","unstructured":"Fennell VS, Martirosyan NL, Atwal GS, Kalani MYS, Ponce FA, Lemole GM Jr et al (2018) Hemodynamics associated with intracerebral arteriovenous malformations: the effects of treatment modalities. Neurosurgery 83:611\u2013621","journal-title":"Neurosurgery"},{"key":"1814_CR12","doi-asserted-by":"publisher","first-page":"100","DOI":"10.1093\/brain\/awq286","volume":"134","author":"J Fierstra","year":"2011","unstructured":"Fierstra J, Conklin J, Krings T, Slessarev M, Han JS, Fisher JA et al (2011) Impaired peri-nidal cerebrovascular reserve in seizure patients with brain arteriovenous malformations. Brain 134:100\u2013109","journal-title":"Brain"},{"key":"1814_CR13","doi-asserted-by":"publisher","first-page":"284","DOI":"10.1136\/jnnp-2013-305123","volume":"85","author":"F Galletti","year":"2014","unstructured":"Galletti F, Costa C, Cupini LM, Eusebi P, Hamam M, Caputo N et al (2014) Brain arteriovenous malformations and seizures: an Italian study. J Neurol Neurosurg Psychiatry 85:284\u2013288","journal-title":"J Neurol Neurosurg Psychiatry"},{"key":"1814_CR14","doi-asserted-by":"publisher","first-page":"626","DOI":"10.1212\/WNL.0b013e3182494d40","volume":"78","author":"B Garcin","year":"2012","unstructured":"Garcin B, Houdart E, Porcher R, Manchon E, Saint-Maurice JP, Bresson D et al (2012) Epileptic seizures at initial presentation in patients with brain arteriovenous malformation. Neurology 78:626\u2013631","journal-title":"Neurology"},{"key":"1814_CR15","doi-asserted-by":"publisher","first-page":"442","DOI":"10.1093\/neuros\/nyaa004","volume":"87","author":"CS Graffeo","year":"2020","unstructured":"Graffeo CS, Sahgal A, De Salles A, Fariselli L, Levivier M, Ma L et al (2020) Stereotactic radiosurgery for Spetzler-Martin grade I and II arteriovenous malformations: International Society of Stereotactic Radiosurgery (ISRS) Practice Guideline. Neurosurgery 87:442\u2013452","journal-title":"Neurosurgery"},{"key":"1814_CR16","doi-asserted-by":"publisher","first-page":"27","DOI":"10.2176\/nmc.oa.2018-0125","volume":"59","author":"T Hirano","year":"2019","unstructured":"Hirano T, Enatsu R, Iihoshi S, Mikami T, Honma T, Ohnishi H et al (2019) Effects of hemosiderosis on epilepsy following subarachnoid hemorrhage. Neurol Med Chir (Tokyo) 59:27\u201332","journal-title":"Neurol Med Chir (Tokyo)"},{"key":"1814_CR17","doi-asserted-by":"crossref","unstructured":"Hoh BL, Chapman PH, Loeffler JS, Carter BS, Ogilvy CS (2002) Results of multimodality treatment for 141 patients with brain arteriovenous malformations and seizures: factors associated with seizure incidence and seizure outcomes. Neurosurgery 51:303\u2013309; discussion 309\u2013311.","DOI":"10.1097\/00006123-200208000-00004"},{"key":"1814_CR18","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1684\/j.1950-6945.2001.tb00384.x","volume":"3","author":"MD Holmes","year":"2001","unstructured":"Holmes MD, Dodrill CB, Kutsy RL, Ojemann GA, Miller JW (2001) Is the left cerebral hemisphere more prone to epileptogenesis than the right? Epileptic Disord 3:137\u2013141","journal-title":"Epileptic Disord"},{"key":"1814_CR19","doi-asserted-by":"publisher","first-page":"886","DOI":"10.1177\/197140091102400610","volume":"24","author":"P Jiang","year":"2011","unstructured":"Jiang P, Lv X, Wu Z, Li Y, Jiang C, Yang X et al (2011) Characteristics of brain arteriovenous malformations presenting with seizures without acute or remote hemorrhage. Neuroradiol J 24:886\u2013888","journal-title":"Neuroradiol J"},{"key":"1814_CR20","doi-asserted-by":"publisher","first-page":"1548","DOI":"10.1212\/WNL.0b013e3182190f37","volume":"76","author":"CB Josephson","year":"2011","unstructured":"Josephson CB, Leach JP, Duncan R, Roberts RC, Counsell CE, Al-Shahi SR (2011) Seizure risk from cavernous or arteriovenous malformations: prospective population-based study. Neurology 76:1548\u20131554","journal-title":"Neurology"},{"key":"1814_CR21","doi-asserted-by":"publisher","first-page":"2257","DOI":"10.1111\/j.1528-1167.2011.03278.x","volume":"52","author":"N Kemmotsu","year":"2011","unstructured":"Kemmotsu N, Girard HM, Bernhardt BC, Bonilha L, Lin JJ, Tecoma ES et al (2011) MRI analysis in temporal lobe epilepsy: cortical thinning and white matter disruptions are related to side of seizure onset. Epilepsia 52:2257\u20132266","journal-title":"Epilepsia"},{"key":"1814_CR22","doi-asserted-by":"publisher","first-page":"15008","DOI":"10.1038\/nrdp.2015.8","volume":"1","author":"MT Lawton","year":"2015","unstructured":"Lawton MT, Rutledge WC, Kim H, Stapf C, Whitehead KJ, Li DY et al (2015) Brain arteriovenous malformations. Nat Rev Dis Primers 1:15008. https:\/\/doi.org\/10.1038\/nrdp.2015.8","journal-title":"Nat Rev Dis Primers"},{"key":"1814_CR23","doi-asserted-by":"publisher","first-page":"E11","DOI":"10.3171\/2009.2.FOCUS09317","volume":"26","author":"P Moftakhar","year":"2009","unstructured":"Moftakhar P, Hauptman JS, Malkasian D, Martin NA (2009) Cerebral arteriovenous malformations Part 2 physiology. Neurosurg Focus 26:E11","journal-title":"Neurosurg Focus"},{"key":"1814_CR24","doi-asserted-by":"publisher","first-page":"1457","DOI":"10.1007\/s00701-017-3217-x","volume":"159","author":"MK Morgan","year":"2017","unstructured":"Morgan MK, Davidson AS, Assaad NNA, Stoodley MA (2017) Critical review of brain AVM surgery, surgical results and natural history in 2017. Acta Neurochir (Wien) 159:1457\u20131478","journal-title":"Acta Neurochir (Wien)"},{"key":"1814_CR25","doi-asserted-by":"publisher","first-page":"312","DOI":"10.1016\/j.neuroscience.2009.12.002","volume":"166","author":"XE Ndode-Ekane","year":"2010","unstructured":"Ndode-Ekane XE, Hayward N, Gr\u00f6hn O, Pitk\u00e4nen A (2010) Vascular changes in epilepsy: functional consequences and association with network plasticity in pilocarpine-induced experimental epilepsy. Neuroscience 166:312\u2013332","journal-title":"Neuroscience"},{"key":"1814_CR26","doi-asserted-by":"publisher","first-page":"112","DOI":"10.1016\/j.yebeh.2015.10.009","volume":"53","author":"N Pietrafusa","year":"2015","unstructured":"Pietrafusa N, de Palma L, De Benedictis A, Trivisano M, Marras CE, Vigevano F et al (2015) Ictal vomiting as a sign of temporal lobe epilepsy confirmed by stereo-EEG and surgical outcome. Epilepsy Behav 53:112\u2013116","journal-title":"Epilepsy Behav"},{"key":"1814_CR27","doi-asserted-by":"publisher","first-page":"e1374","DOI":"10.1212\/WNL.0000000000008196","volume":"93","author":"A Pohjola","year":"2019","unstructured":"Pohjola A, Oulasvirta E, Roine RP, Sintonen HP, Hafez A, Koroknay-P\u00e1l P et al (2019) Long-term health-related quality of life in 262 patients with brain arteriovenous malformation. Neurology 93:e1374\u2013e1384","journal-title":"Neurology"},{"key":"1814_CR28","doi-asserted-by":"publisher","first-page":"316","DOI":"10.1590\/S0004-282X2009000200031","volume":"67","author":"ML Santos","year":"2009","unstructured":"Santos ML, Demartini JZ, Matos LA, Spotti AR, Tognola WA, Sousa AA et al (2009) Angioarchitecture and clinical presentation of brain arteriovenous malformations. Arq Neuropsiquiatr 67:316\u2013321","journal-title":"Arq Neuropsiquiatr"},{"key":"1814_CR29","doi-asserted-by":"publisher","first-page":"476","DOI":"10.1016\/j.wneu.2017.09.149","volume":"109","author":"JT Senders","year":"2018","unstructured":"Senders JT, Staples PC, Karhade AV, Zaki MM, Gormley WB, Broekman MLD et al (2018) Machine learning and neurosurgical outcome prediction: a systematic review. World Neurosurg 109:476-486.e471","journal-title":"World Neurosurg"},{"key":"1814_CR30","doi-asserted-by":"publisher","first-page":"1028","DOI":"10.3174\/ajnr.A3361","volume":"34","author":"JJ Shankar","year":"2013","unstructured":"Shankar JJ, Menezes RJ, Pohlmann-Eden B, Wallace C, TerBrugge K, Krings T (2013) Angioarchitecture of brain AVM determines the presentation with seizures: proposed scoring system. AJNR Am J Neuroradiol 34:1028\u20131034","journal-title":"AJNR Am J Neuroradiol"},{"key":"1814_CR31","doi-asserted-by":"publisher","first-page":"E11","DOI":"10.3171\/2019.4.FOCUS19232","volume":"47","author":"S Soldozy","year":"2019","unstructured":"Soldozy S, Norat P, Elsarrag M, Chatrath A, Costello JS, Sokolowski JD et al (2019) The biophysical role of hemodynamics in the pathogenesis of cerebral aneurysm formation and rupture. Neurosurg Focus 47:E11","journal-title":"Neurosurg Focus"},{"key":"1814_CR32","doi-asserted-by":"publisher","first-page":"1859","DOI":"10.1056\/NEJMra1607407","volume":"376","author":"RA Solomon","year":"2017","unstructured":"Solomon RA, Connolly ES Jr (2017) Arteriovenous malformations of the brain. N Engl J Med 376:1859\u20131866","journal-title":"N Engl J Med"},{"key":"1814_CR33","doi-asserted-by":"publisher","first-page":"476","DOI":"10.3171\/jns.1986.65.4.0476","volume":"65","author":"RF Spetzler","year":"1986","unstructured":"Spetzler RF, Martin NA (1986) A proposed grading system for arteriovenous malformations. J Neurosurg 65:476\u2013483","journal-title":"J Neurosurg"},{"key":"1814_CR34","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1186\/1471-2105-8-25","volume":"8","author":"C Strobl","year":"2007","unstructured":"Strobl C, Boulesteix AL, Zeileis A, Hothorn T (2007) Bias in random forest variable importance measures: illustrations, sources and a solution. BMC Bioinformatics 8:25","journal-title":"BMC Bioinformatics"},{"key":"1814_CR35","doi-asserted-by":"publisher","first-page":"849","DOI":"10.1111\/ene.12085","volume":"20","author":"CL Sturiale","year":"2013","unstructured":"Sturiale CL, Rigante L, Puca A, Di Lella G, Albanese A, Marchese E et al (2013) Angioarchitectural features of brain arteriovenous malformations associated with seizures: a single center retrospective series. Eur J Neurol 20:849\u2013855","journal-title":"Eur J Neurol"},{"key":"1814_CR36","doi-asserted-by":"publisher","first-page":"1285","DOI":"10.1126\/science.3287615","volume":"240","author":"JA Swets","year":"1988","unstructured":"Swets JA (1988) Measuring the accuracy of diagnostic systems. Science 240:1285\u20131293","journal-title":"Science"},{"key":"1814_CR37","first-page":"345","volume":"16","author":"F Turjman","year":"1995","unstructured":"Turjman F, Massoud TF, Sayre JW, Vi\u00f1uela F, Guglielmi G, Duckwiler G (1995) Epilepsy associated with cerebral arteriovenous malformations: a multivariate analysis of angioarchitectural characteristics. AJNR Am J Neuroradiol 16:345\u2013350","journal-title":"AJNR Am J Neuroradiol"},{"key":"1814_CR38","doi-asserted-by":"publisher","first-page":"2492","DOI":"10.1177\/0271678X211010388","volume":"41","author":"RH van Lanen","year":"2021","unstructured":"van Lanen RH, Melchers S, Hoogland G, Schijns OE, Zandvoort MAV, Haeren RH et al (2021) Microvascular changes associated with epilepsy: a narrative review. J Cereb Blood Flow Metab 41:2492\u20132509","journal-title":"J Cereb Blood Flow Metab"},{"key":"1814_CR39","doi-asserted-by":"publisher","first-page":"565","DOI":"10.1177\/0272989X06295361","volume":"26","author":"AJ Vickers","year":"2006","unstructured":"Vickers AJ, Elkin EB (2006) Decision curve analysis: a novel method for evaluating prediction models. Med Decis Making 26:565\u2013574","journal-title":"Med Decis Making"},{"key":"1814_CR40","doi-asserted-by":"publisher","first-page":"1413","DOI":"10.1046\/j.1528-1157.2003.23603.x","volume":"44","author":"A Williamson","year":"2003","unstructured":"Williamson A, Patrylo PR, Lee S, Spencer DD (2003) Physiology of human cortical neurons adjacent to cavernous malformations and tumors. Epilepsia 44:1413\u20131419. https:\/\/doi.org\/10.1046\/j.1528-1157.2003.23603.x","journal-title":"Epilepsia"},{"key":"1814_CR41","doi-asserted-by":"publisher","first-page":"2157","DOI":"10.1007\/s00330-018-5747-x","volume":"29","author":"Y Zhang","year":"2019","unstructured":"Zhang Y, Zhang B, Liang F, Liang S, Zhang Y, Yan P et al (2019) Radiomics features on non-contrast-enhanced CT scan can precisely classify AVM-related hematomas from other spontaneous intraparenchymal hematoma types. Eur Radiol 29:2157\u20132165","journal-title":"Eur Radiol"}],"container-title":["Neurosurgical Review"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10143-022-01814-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10143-022-01814-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10143-022-01814-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,25]],"date-time":"2024-09-25T16:03:38Z","timestamp":1727280218000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10143-022-01814-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,5,20]]},"references-count":41,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2022,8]]}},"alternative-id":["1814"],"URL":"https:\/\/doi.org\/10.1007\/s10143-022-01814-3","relation":{},"ISSN":["1437-2320"],"issn-type":[{"value":"1437-2320","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,5,20]]},"assertion":[{"value":"7 March 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"7 March 2022","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 May 2022","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"20 May 2022","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"All procedures in this study that involved human participants were approved by the ethics committee of our hospital and were performed in accordance with the standards of institutional ethics, the 1964 Declaration of Helsinki, and its later amendments, or comparable ethical standards.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics approval"}},{"value":"Informed consent was obtained from all individual participants with normal neurological status or by relatives in all other cases.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent to participate"}},{"value":"The authors agreed this publication.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}},{"value":"The authors declare no competing interests.","order":5,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}