BACKGROUND: Changing landscapes in neurosurgical training and increasing use of endovascular therapy have led to decreasing exposure in open cerebrovascular neurosurgery. To ensure the effective transition of medical students into competent practitioners, new training paradigms must be developed. OBJECTIVE: Using principles of pattern recognition, we created a classification scheme for middle cerebral artery (MCA) bifurcation aneurysms that allows their categorization into a small number of shape pattern groups. METHODS: Angiographic data from patients with MCA aneurysms between 1995 and 2012 were used to construct 3-dimensional models. Models were then analyzed and compared objectively by assessing the relationship between the aneurysm sac, parent vessel, and branch vessels. Aneurysms were then grouped on the basis of the similarity of their shape patterns in such a way that the in-class similarities were maximized while the total number of categories was minimized. For each category, a proposed clip strategy was developed. RESULTS: From the analysis of 61 MCA bifurcation aneurysms, 4 shape pattern categories were created that allowed the classification of 56 aneurysms (91.8%). The number of aneurysms allotted to each shape cluster was 10 (16.4%) in category 1, 24 (39.3%) in category 2, 7 (11.5%) in category 3, and 15 (24.6%) in category 4. CONCLUSION: This study demonstrates that through the use of anatomic visual cues, MCA bifurcation aneurysms can be grouped into a small number of shape patterns with an associated clip solution. Implementing these principles within current neurosurgery training paradigms can provide a tool that allows more efficient transition from novice to cerebrovascular expert.
机构:Chinese Univ Hong Kong, Prince Wales Hosp, Dept Surg, Div Neurosurg, Hong Kong, Hong Kong, Peoples R China
Wong, George K. C.
;
Zhu, Canon X. L.
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机构:Chinese Univ Hong Kong, Prince Wales Hosp, Dept Surg, Div Neurosurg, Hong Kong, Hong Kong, Peoples R China
Zhu, Canon X. L.
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Ahuja, Anil T.
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机构:Chinese Univ Hong Kong, Prince Wales Hosp, Dept Surg, Div Neurosurg, Hong Kong, Hong Kong, Peoples R China
Ahuja, Anil T.
;
Poon, Wai S.
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Chinese Univ Hong Kong, Prince Wales Hosp, Dept Surg, Div Neurosurg, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Prince Wales Hosp, Dept Surg, Div Neurosurg, Hong Kong, Hong Kong, Peoples R China
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Mech & Aerosp Engn, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Xiang, Jianping
;
Natarajan, Sabareesh K.
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h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Natarajan, Sabareesh K.
;
Tremmel, Markus
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SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Tremmel, Markus
;
Ma, Ding
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h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Mech & Aerosp Engn, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Ma, Ding
;
Mocco, J.
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h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Mocco, J.
;
Hopkins, L. Nelson
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h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Radiol, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Hopkins, L. Nelson
;
Siddiqui, Adnan H.
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h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Radiol, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Siddiqui, Adnan H.
;
Levy, Elad I.
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h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Radiol, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Levy, Elad I.
;
Meng, Hui
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Mech & Aerosp Engn, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
机构:Chinese Univ Hong Kong, Prince Wales Hosp, Dept Surg, Div Neurosurg, Hong Kong, Hong Kong, Peoples R China
Wong, George K. C.
;
Zhu, Canon X. L.
论文数: 0引用数: 0
h-index: 0
机构:Chinese Univ Hong Kong, Prince Wales Hosp, Dept Surg, Div Neurosurg, Hong Kong, Hong Kong, Peoples R China
Zhu, Canon X. L.
;
Ahuja, Anil T.
论文数: 0引用数: 0
h-index: 0
机构:Chinese Univ Hong Kong, Prince Wales Hosp, Dept Surg, Div Neurosurg, Hong Kong, Hong Kong, Peoples R China
Ahuja, Anil T.
;
Poon, Wai S.
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Prince Wales Hosp, Dept Surg, Div Neurosurg, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Prince Wales Hosp, Dept Surg, Div Neurosurg, Hong Kong, Hong Kong, Peoples R China
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Mech & Aerosp Engn, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Xiang, Jianping
;
Natarajan, Sabareesh K.
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Natarajan, Sabareesh K.
;
Tremmel, Markus
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Tremmel, Markus
;
Ma, Ding
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Mech & Aerosp Engn, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Ma, Ding
;
Mocco, J.
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Mocco, J.
;
Hopkins, L. Nelson
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Radiol, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Hopkins, L. Nelson
;
Siddiqui, Adnan H.
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Radiol, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Siddiqui, Adnan H.
;
Levy, Elad I.
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Radiol, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
Levy, Elad I.
;
Meng, Hui
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Mech & Aerosp Engn, Buffalo, NY 14214 USA
SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14214 USASUNY Buffalo, Toshiba Stroke Res Ctr, Buffalo, NY 14214 USA