• 응용통계연구
• /
• 제37권2호
• /
• pp.139-155
• /
• 2024

본 연구는 좌측 해마 경화를 보인 내측두엽 뇌전증(left mTLE, mesial temporal lobe epilepsy with left hippocampal sclerosis) 환자군과 우측 해마 경화를 보인 내측두엽 뇌전증(right mTLE, mesial temporal lobe epilepsy with right hippocampal sclerosis) 환자군 그리고 건강한 대조군(healthy controls; HC)으로부터 측정한 뇌자도(magnetoencephalography; MEG) 데이터로 각 그룹을 분류하는 다중 분류 작업에 다양한 인공신경망을 적용하고 그 결과를 비교해 보고자 하였다. 합성곱 신경망, 순환 신경망 그리고 그래프 신경망으로 모델링한 결과, k-fold 정확도 평균은 합성곱 신경망 기반 모델, 그래프 신경망 기반 모델, 순환 신경망 기반 모델 순으로 우수하였다. 또한, 수행 시간은 순환 신경망 기반 모델, 그래프 신경망 기반 모델, 합성곱 신경망 기반 모델 순으로 우수하였다. 정확도 성능과 시간 면에서 모두 좋은 수치를 보이며, 네트워크 데이터의 확장성이 뛰어난 그래프 신경망이 앞으로 뇌 연구에 활용되기 적합한 모델임을 강조하고자 한다.

• 정신신체의학
• /
• 제5권2호
• /
• pp.205-213
• /
• 1997

The aim of this study is to find the relationship between interictal psychiatric symptoms and seizure-related variables such as structural changes, regional interictal perfusion changes, the number of interictal epileptic discharges and the presence of accompanying generalized tonic clonic seizure(GTC). The subjects were 75 patients (47 males : mean age $28.3{\pm}7.7$) with intractable epilepsy, Interictal psychiatric symptoms were rated by Symptom Checklist-90-R(SCL-90-R). Each of 4 seizure variables was measured by MRI, $^{99m}TC-HMPAO$ SPECT and the prolonged EEG monitoring. The mean SCL-90-R subscale T-scores and the ratio of the patients with definite psychiatric symptoms(T-score > 65 at any one subscale of SCL-90-R) were compared among the groups with different seizure variables. Demographic variables and clinical variables were not statistically different among the groups with different seizure variables. The patients with right mesial temporal sclerosis had higher mean SCL-90-R scores for obsessive compulsive symptom, interpersonal sensitivity, depression, hostility and psychotic symptoms than the patients with left mesial temporal sclerosis, and they also showed higher ratio of definite psychiatric symptoms. The presence of interictal epileptic discharges was related with higher T-scores of paranoid subscale. The areas of hypoperfusion, the presence of the GTC, and other clinical seizure variables showed no significant influences on the mean SCL-90-R subscale T-scores. from these results, the authors speculated that interictal subictal epileptic dischrages may be related with psychiatric symptoms of the intractable epileptic patients, especially with right mesial temporal sclerosis.