Neurosurgical review
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Neurosurgical review · Oct 2020
ReviewMachine learning applications to clinical decision support in neurosurgery: an artificial intelligence augmented systematic review.
Machine learning (ML) involves algorithms learning patterns in large, complex datasets to predict and classify. Algorithms include neural networks (NN), logistic regression (LR), and support vector machines (SVM). ML may generate substantial improvements in neurosurgery. ⋯ ML technology accurately predicts outcomes and facilitates clinical decision-making in neurosurgery. NNs frequently outperformed other algorithms on supervised learning tasks. This study identified gaps in the literature and opportunities for future neurosurgical ML research.
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Neurosurgical review · Jun 2020
ReviewSurgical management of spontaneous intracerebral hemorrhage: insights from randomized controlled trials.
Spontaneous intracerebral hemorrhages (ICH) are a major cause of neurologic morbidity and mortality. The optimal management strategy of ICH remains controversial. We examine the available randomized controlled trial (RCT) data regarding neurosurgical evacuation of ICHs. ⋯ Data from three smaller RCTs on minimally invasive (stereotactic and endoscopic) surgical approaches randomizing 377, 242, and 100 patients with spontaneous ICHs suggest potential benefits relating to mortality and functional outcomes in patients with subcortical ICHs. While these RCTs do not clearly define the role of surgical resection for ICHs, they provide insights into opportunities for patient advocacy, clinical trial design, and future research studies. Ongoing studies building upon the potential for minimally invasive approaches for ICH evacuation may expand the surgical indications for ICH.
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Neurosurgical review · Apr 2020
Meta AnalysisIn-hospital mortality and poor outcome after surgical clipping and endovascular coiling for aneurysmal subarachnoid hemorrhage using nationwide databases: a systematic review and meta-analysis.
There has never been evidence for aneurysmal subarachnoid hemorrhage (aSAH) by endovascular coiling compared to surgical clipping with all grade. The present study and meta-analysis aimed to clarify the in-hospital mortality and poor outcome in the nationwide databases of patients with all grade aSAH between them. The outcome of modified Rankin scale (mRS) at discharge was investigated according to the comprehensive nationwide database in Japan. ⋯ Meta-analysis of propensity score-matched analysis in the nationwide database showed no significant association for poor outcome at discharge between them (odds ratio [OR], 1.08; 95% confidence interval [CI], 0.93 to 1.26; p = 0.31). Meta-analysis of propensity score-matched analysis for in-hospital mortality was lower after surgical clipping than after endovascular coiling, however, without significant difference (OR, 0.74; 95% CI, 0.52 to 1.04; p = 0.08). Further prospective randomized controlled study with all grade aSAH should be necessary to validate the in-hospital mortality and poor outcome.
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Neurosurgical review · Apr 2020
Case ReportsImpact of connectivity between the pars triangularis and orbitalis on identifying the frontal language area in patients with dominant frontal gliomas.
We have previously revealed that identification of the frontal language area (FLA) can be difficult in patients with dominant frontal glioma involving the pars triangularis (PT). The present study added new cases and performed additional analyses. We noticed a new finding that the presence of extension to the pars orbitalis (POr) was associated with negative response to the FLA. ⋯ In 31 patients with frontal glioma involving the PT, univariate analyses showed significant correlation between extension to the POr and failure to identify the FLA (P = 0.0070). Similarly, multivariate analysis showed only extension to the POr correlated significantly with failure to identify the FLA (P = 0.0129). We found new evidence that extension to the POr which impacts connectivity between the PT and POr correlated significantly with negative response to the FLA of patients with dominant frontal glioma.
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Neurosurgical review · Apr 2020
Intradural "limited drill" technique of anterior clinoidectomy and optic canal unroofing for microneurosurgical management of ophthalmic segment and PCOM aneurysms-review of surgical results.
To evaluate the safety and efficacy of intradural "limited drill" technique (ILDT) of anterior clinoidectomy (AC) and optic canal unroofing (OCU) for microneurosurgical management of ophthalmic segment and posterior communicating artery (PCOM) aneurysms. All the patients with ophthalmic segment and PCOM aneurysms who underwent AC and OCU by ILDT for microneurosurgical management of ophthalmic segment and PCOM aneurysms during 4-year period (2013-2016) at our Institute were included in this study. In ILDT of AC and OCU, the use of power drill is restricted to AC only and OCU is done exclusively with 1-mm Kerrison punch. ⋯ In 6 patients with preoperative visual deficits, significant improvement in vision was noted in 4 patients (4/6-66.6%) after surgery. Good outcome (MRS < 2) was noted in 91.6% (22/24) of these patients. ILDT is a safe and effective technique of AC and OCU which provide good exposure for ophthalmic segment and PCOM aneurysms.