• 대한의용생체공학회:의공학회지
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• 제42권4호
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• pp.150-158
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• 2021

Intracranial hemorrhage (ICH) refers to acute bleeding inside the intracranial vault. Not only does this devastating disease record a very high mortality rate, but it can also cause serious chronic impairment of sensory, motor, and cognitive functions. Therefore, a prompt and professional diagnosis of the disease is highly critical. Noninvasive brain imaging data are essential for clinicians to efficiently diagnose the locus of brain lesion, volume of bleeding, and subsequent cortical damage, and to take clinical interventions. In particular, computed tomography (CT) images are used most often for the diagnosis of ICH. In order to diagnose ICH through CT images, not only medical specialists with a sufficient number of diagnosis experiences are required, but even when this condition is met, there are many cases where bleeding cannot be successfully detected due to factors such as low signal ratio and artifacts of the image itself. In addition, discrepancies between interpretations or even misinterpretations might exist causing critical clinical consequences. To resolve these clinical problems, we developed a diagnostic model predicting intracranial bleeding and its subtypes (intraparenchymal, intraventricular, subarachnoid, subdural, and epidural) by applying deep learning algorithms to CT images. We also constructed a visualization tool highlighting important regions in a CT image for predicting ICH. Specifically, 1) 27,758 CT brain images from RSNA were pre-processed to minimize the computational load. 2) Three different CNN-based models (ResNet, EfficientNet-B2, and EfficientNet-B7) were trained based on a training image data set. 3) Diagnosis performance of each of the three models was evaluated based on an independent test image data set: As a result of the model comparison, EfficientNet-B7's performance (classification accuracy = 91%) was a way greater than the other models. 4) Finally, based on the result of EfficientNet-B7, we visualized the lesions of internal bleeding using the Grad-CAM. Our research suggests that artificial intelligence-based diagnostic systems can help diagnose and treat brain diseases resolving various problems in clinical situations.

• Journal of Korean Neurosurgical Society
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• 제59권5호
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• pp.449-457
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• 2016

Objective : Subarachnoid hemorrhage (SAH) caused by rupture of an internal carotid artery (ICA) or vertebral artery (VA) dissecting aneuryesm is rare. Various treatment strategies have been used for ruptured intracranial dissections. The purpose of this study is to compare the clinical and angiographic characteristics and outcomes of endovascular treatment for ruptured dissecting aneurysms of the intracranial ICA and VA. Methods : The authors retrospectively reviewed a series of patients with SAH caused by ruptured intracranial ICA and VA dissecting aneurysms from March 2009 to April 2014. The relevant demographic and angiographic data were collected, categorized and analyzed with respect to the outcome. Results : Fifteen patients were identified (6 ICAs and 9 VAs). The percentage of patients showing unfavorable initial clinical condition and a history of hypertension was higher in the VA group. The initial aneurysm detection rate and the percentage of fusiform aneurysms were higher in the VA group. In the ICA group, all patients were treated with double stent-assisted coiling, and showed favorable outcomes. In the VA group, 2 patients were treated with double stent-assisted coiling and 7 with endovascular trapping. Two patients died and 1 patient developed severe disability. Conclusion : Clinically, grave initial clinical condition and hypertension were more frequent in the VA group. Angiographically, bleb-like aneurysms were more frequent in the ICA group and fusiform aneurysms were more frequent in the VA group. Endovascular treatment of these aneurysms is feasible and the result is acceptable in most instances.

• Investigative Magnetic Resonance Imaging
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• 제12권2호
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• pp.170-177
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• 2008

목적 : 순차적인 뇌초음파 검사 후 신생아 중환자실을 퇴원하는 고위험 환아에서 시행한 자기 공명 영상의 유용성을 알아보고자 하였다. 대상 및 방법 : 총 121명의 신생아에서 시행한 412 초음파와 121 자기공명 영상을 후향적으로 분석하여 초음파 검사에서 발견된 뇌병변과 자기 공명영상에서 발견된 병변을 비교하였다. 뇌병변은 배아기질 출혈 및 뇌실 내 출혈, 그 밖의 여러 출혈과 뇌실질 손상을 중심으로 비교 분석하였다. 결과 : 총 242개의 측뇌실 중 30뇌실의 배아기질 출혈 (GMH)을 초음파로 진단하였고 자기공명영상으로 7개의 GMH를 추가로 진단할 수 있었으며 46개 뇌실의 출혈 (IVH)을 추가로 진단하였다. 출혈의 1/2/3/4 등급은 초음파에서 각각 24/8/13/0 뇌실에서 진단하였고 자기공명영상에서 3/49/10/2 뇌실에서 진단하였다. 그 외에 자기공명영상에서 대뇌 출혈 (4예), 소뇌 출혈(4예), 경막하 및 지주막하 출혈 (8예), 미만성 백질 신호강도 변화 (72예), 조직손실이 없는 작은 실질 병변 (4예), 뇌연화증 (2예), 그리고 뇌실확장 (5예)이 추가로 발견되었다. 결론 : 자기공명영상은 초음파 검사 후 두개강내 출혈과 뇌실질 손상을 추가적으로 진단하는 유용한 검사였으며 특히 뇌실 출혈과 백질 손상의 진단에 우수한 반면 배아기질 출혈은 초음파 추적검사가 더 유용할 것으로 생각한다.

• Journal of Korean Neurosurgical Society
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• 제62권5호
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• pp.526-535
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• 2019

Objective : While the risk of aneurysmal rebleeding induced by catheter cerebral angiography is a serious concern and can delay angiography for a few hours after a subarachnoid hemorrhage (SAH), current angiographic technology and techniques have been much improved. Therefore, this study investigated the risk of aneurysmal rebleeding when using a recent angiographic technique immediately after SAH. Methods : Patients with acute SAH underwent immediate catheter angiography on admission. A four-vessel examination was conducted using a biplane digital subtraction angiography (DSA) system that applied a low injection rate and small volume of a diluted contrast, along with appropriate control of hypertension. Intra-angiographic aneurysmal rebleeding was diagnosed in cases of extravasation of the contrast medium during angiography or increased intracranial bleeding evident in flat-panel detector computed tomography scans. Results : In-hospital recurrent hemorrhages before definitive treatment to obliterate the ruptured aneurysm occurred in 11 of 266 patients (4.1%). Following a univariate analysis, a multivariate analysis using a logistic regression analysis revealed that modified Fisher grade 4 was a statistically significant risk factor for an in-hospital recurrent hemorrhage (p=0.032). Cerebral angiography after SAH was performed on 88 patients ${\leq}3$ hours, 74 patients between 3-6 hours, and 104 patients >6 hours. None of the time intervals showed any cases of intra-angiographic rebleeding. Moreover, even though the DSA ${\leq}3$ hours group included more patients with a poor clinical grade and modified Fisher grade 4, no case of aneurysmal rebleeding occurred during erebral angiography. Conclusion : Despite the high risk of aneurysmal rebleeding within a few hours after SAH, emergency cerebral angiography after SAH can be acceptable without increasing the risk of intra-angiographic rebleeding when using current angiographic techniques and equipment.

• Journal of Korean Neurosurgical Society
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• 제39권5호
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• pp.370-373
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• 2006

The case of postoperative hemorrhage occurring apart from the operative site as a complication of intracranial surgery is a rare malady, especially when it involves the cerebellum after supratentorial aneurysm surgery. In a review of the literature, the possible etiologies for cerebellar hemorrhage are: coagulopathy, intraoperative urokinase irrigation, excessive head rotation on positioning, brain shift due to excessive cerebrospinal fluid[CSF] and epidural hemovac drainage. We experienced six cases of cerebellar hemorrhage after supratentorial aneurysm surgery, and all of the patients were improved by instituting conservative medical treatment. The possible mechanism for the remote cerebellar hemorrhages seen in our series is probably a multifactorial effect, such as excessive epidural hemovac and CSF drainage, and jugular venous compression due to the operative position. The purpose of this report is to alert neurosurgeons to the existence of this syndrome and to suggest several ways of minimizing the possibility of their patients developing remote cerebellar hemorrhage.

• Journal of Korean Neurosurgical Society
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• 제58권6호
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• pp.554-556
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• 2015

Primary intracranial malignant melanoma is a very rare and highly aggressive tumor with poor prognosis. A 66-year-old female patient presented a headache that had been slowly progressing for several months. A large benign pigmented skin lesion was found on her back. A brain MRI showed multiple linear signal changes with branching pattern and strong enhancement in the temporal lobe. The cytological and immunohiostochemical cerebrospinal fluid examination confirmed malignant melanoma. A biopsy confirmed that the pigmented skin lesion on the back and the conjunctiva were benign nevi. We report a case of primary intracranial malignant melanoma and review relevant literatures.

• Journal of Korean Neurosurgical Society
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• 제39권6호
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• pp.443-446
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• 2006

Intracranial arachnoid cyst is presumed to be a developmental anomaly and its natural history is not well defined. Often it is detected incidentally in a asymptomatic patient and hemorrhagic events of arachnoid cyst following head injury are rarely reported. We report hemorrhagic complications including two intracystic hemorrhages, two subdural hematomas, and an epidural hematoma in 5 patients with intracranial arachnoid cyst after minor head injury and review pertinent literatures.

• 대한영상의학회지
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• 제83권1호
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• pp.199-205
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• 2022

뇌정맥발달기형은 일반적으로 증상을 유발하지 않는 흔한 두개 내 혈관 기형이다. 뇌정맥발달기형과 관련된 출혈은 동반된 해면상 기형이 원인인 경우가 대부분인 것으로 알려져 있으며, 뇌정맥발달기형 내 혈전증이 뇌출혈을 일으킨 경우는 극히 드물게 보고되어 있다. 저자들은 혈전증을 유발할 수 있을 것으로 보이는 특이한 구조의 뇌정맥발달기형을 가진 환자에서 혈전증과 큰 뇌출혈이 생긴 1예를 경험하였기에 컴퓨터단층촬영 소견과 자기공명영상 소견을 보고하고자 한다.

• Journal of Korean Neurosurgical Society
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• 제46권1호
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• pp.60-64
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• 2009

Nontraumatic intracranial subarachnoid hemorrhage (SAH) attributable to the thoracolumbar dural arteriovenous fistulas (DAVFs) has been extremely rare. A 41-year-old male patient was admitted with severe acute headache, neck stiffness, and pronounced low-back pain radiating to both legs. The T2-weighted MR imaging showed irregular signal void and enlarged, varix like pouch formation with spinal cord compression at the T11-12 level. The angiogram revealed a DAVF. We report a DAVF case with SAH that revealed an extensive infarction from C5 to the conus medullaris after undergoing operative treatment.

• Annals of Clinical Neurophysiology
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• 제8권1호
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• pp.81-83
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• 2006

Periodic lateralized epileptiform discharges(PLEDs) are usually seen in acute and subacute cerebral lesions. Occasionally PLEDs could be observed in persistent structural lesions. We observed PLEDs-plus in a patient with right basal ganglionic hemorrhage, at 10 months and 13 months after the stroke. The patients suffered two seizures 3 months and 5 days before recording of EEG. PLEDs-plus may persist as an interictal abnormal finding and the rhythmic discharge of that may be increased by a seizure.