• Title/Summary/Keyword: sclerosis

Search Result 480, Processing Time 0.022 seconds

Multiple Sclerosis Lesion Detection using 3D Autoencoder in Brain Magnetic Resonance Images (3D 오토인코더 기반의 뇌 자기공명영상에서 다발성 경화증 병변 검출)

  • Choi, Wonjune;Park, Seongsu;Kim, Yunsoo;Gahm, Jin Kyu
    • Journal of Korea Multimedia Society
    • /
    • v.24 no.8
    • /
    • pp.979-987
    • /
    • 2021
  • Multiple Sclerosis (MS) can be early diagnosed by detecting lesions in brain magnetic resonance images (MRI). Unsupervised anomaly detection methods based on autoencoder have been recently proposed for automated detection of MS lesions. However, these autoencoder-based methods were developed only for 2D images (e.g. 2D cross-sectional slices) of MRI, so do not utilize the full 3D information of MRI. In this paper, therefore, we propose a novel 3D autoencoder-based framework for detection of the lesion volume of MS in MRI. We first define a 3D convolutional neural network (CNN) for full MRI volumes, and build each encoder and decoder layer of the 3D autoencoder based on 3D CNN. We also add a skip connection between the encoder and decoder layer for effective data reconstruction. In the experimental results, we compare the 3D autoencoder-based method with the 2D autoencoder models using the training datasets of 80 healthy subjects from the Human Connectome Project (HCP) and the testing datasets of 25 MS patients from the Longitudinal multiple sclerosis lesion segmentation challenge, and show that the proposed method achieves superior performance in prediction of MS lesion by up to 15%.

A Review of Korean Studies on Amyotrophic Lateral Sclerosis Treated with Traditional Korean Medicine (근위축성 측삭경화증 환자의 한방치료에 대한 국내 연구 문헌 고찰)

  • Lee, Hye-Yoon;Park, Hye-Lim;Lee, Deuk-Joo;Lee, In;Hong, Jin-Woo;Kwon, Jung-Nam
    • The Journal of the Society of Stroke on Korean Medicine
    • /
    • v.16 no.1
    • /
    • pp.89-102
    • /
    • 2015
  • ■ Objectives This study aimed to investigate the domestic research trend about Amyotrophic Lateral Sclerosis(ALS) treated with Traditional Korean Medicine(TKM). ■ Methods Searches of two major TKM databases were conducted for articles published up to July 2015. Searching keyword was "Lou Gehrig's disease" OR "amyotrophic lateral sclerosis". Studies dealt TKM for ALS were included. ■ Results 18 studies were met our inclusion criteria(two prospective studies, one retrospective study, one follow-up study, 14 case reports). Complex TKM intervention of herbal medication, acupuncture and pharmacopuncture was the most frequently used treatment. Individually, herbal medication was the most frequent followed by acupuncture. Short-term assessment showed improvement in ALS symptoms but long-term assessment showed progression of disease. Accessory symptoms including depression, anxiety and insomnia were improved in four studies. ■ Conclusion For more definite evidence, larger studies with long-term follow-up period are needed. Moreover, benefits that TKM can provide for ALS patients as a part of multi-disciplinary approach should be studied in depth.

  • PDF

Artificial neural network for classifying with epilepsy MEG data (뇌전증 환자의 MEG 데이터에 대한 분류를 위한 인공신경망 적용 연구)

  • Yujin Han;Junsik Kim;Jaehee Kim
    • The Korean Journal of Applied Statistics
    • /
    • v.37 no.2
    • /
    • pp.139-155
    • /
    • 2024
  • This study performed a multi-classification task to classify mesial temporal lobe epilepsy with left hippocampal sclerosis patients (left mTLE), mesial temporal lobe epilepsy with right hippocampal sclerosis (right mTLE), and healthy controls (HC) using magnetoencephalography (MEG) data. We applied various artificial neural networks and compared the results. As a result of modeling with convolutional neural networks (CNN), recurrent neural networks (RNN), and graph neural networks (GNN), the average k-fold accuracy was excellent in the order of CNN-based model, GNN-based model, and RNN-based model. The wall time was excellent in the order of RNN-based model, GNN-based model, and CNN-based model. The graph neural network, which shows good figures in accuracy, performance, and time, and has excellent scalability of network data, is the most suitable model for brain research in the future.

The Significance and Limitation of MR Volumetry: Comparison between Normal Adults and the Patients with Epilepsy and Hippocampal Sclerosis (MR 부피측정의 의의와 한계: 정상성인과 해마경화증 간질 환자의 비교)

  • 김홍대;장기현;한문희;김현집;이상건;이명철
    • Investigative Magnetic Resonance Imaging
    • /
    • v.6 no.1
    • /
    • pp.47-54
    • /
    • 2002
  • Purpose : Hippocampal atrophy is one of the characteristic pathologic findings of hippocampal sclerosis, for which MR imaging of the hippocampus is essential in the evaluation of hippocampal sclerosis. The purpose of this study is to present the normal MR volumetric data of the hippocampus in normal adult Korean and to compare those with MR volumetric data of hippocampus in patients with hippocampal s-clerosis, providing the diagnostic volume criteria of the hippocampal atrophy. Materials and methods : MR volumetry was performed in 30 normal adults and 28 patients with temporal lobe epilepsy whose final diagnosis was hippocampal sclerosis. The volumetric data were compared between sexes, right and left sides, and normal and abnormal hippocampus, and the volume criteria for the diagnosis of hippocampal atrophy was determined. Results : The mean $volumes({\pm}standard$ deviation) of normal Korean adult were $2.20{\pm}0.73\textrm{cm}^3$ (right) and $2.17{\pm}0.72\textrm{cm}^3$ (left) in male and $2.27{\pm}0.47{\;}\textrm{cm}^3$ (right) and $2.23{\pm}0.48\textrm{cm}^3$ (left) in female. The mean right-left differences were $0.14{\pm}0.11\textrm{cm}^3$ and $0.19{\pm}0.13\textrm{cm}^3$ in male and female, respectively. The MR volumetry showed no significant statistical differences between sexes and between right and left. The mean volume and standard deviation of the hippocampus in hippocampal sclerosis patients was $1.46{\pm}0.60{\;}\textrm{cm}^3$, and the right-left difference was $0.51{\pm}0.41\textrm{cm}^3$, In comparison of two volume distributions between normal adult group and hippocampal sclerosis patients group, the reasonable diagnostic volume criteria was $0.4{\;}\textrm{cm}^3$ as right-left volume difference, in which the sensitivity and specificity are 0.61 and 0.90. In all patients with right-left volume difference more than $0.4{\;}\textrm{cm}^3$, visual determination of unilateral hippocampal atrophy was possible. Conclusion : The MR-based hippocampal volumetry is a useful add-on of visual MR diagnosis, only when visual diagnosis of hippocampal sclerosis is difficult.

  • PDF

A case report on the use of processed Glycyrrhiza uralensis extract and Korean medical treatment for a patient with Amyotrophic Lateral Sclerosis(ALS)

  • Cha, Eun Hye;Lee, Seong Jin;Lee, Ji In;Song, In Ja;Kim, Sung Chul
    • Journal of Acupuncture Research
    • /
    • v.33 no.2
    • /
    • pp.201-210
    • /
    • 2016
  • Objectives : The serum creatine kinase(CK) level of Amyotrophic Lateral Sclerosis(ALS) patients suggests that it may be an independent prognostic factor for the survival of ALS. We report the changes of serum CK level of ALS patients treated by administering processed Glycyrrhiza uralensis extracts and Korean medical treatments. Methods : We provided an ALS patient with processed Glycyrrhiza uralensis extracts and Korean medical treatments including acupuncture, pharmacopuncture and herbal medicine. The serum CK level was checked every month. The changes of ALSFRS-R and MRC grade were checked every month for additional result. Results : The serum CK level as the prognostic factor for the survival of ALS gradually decreased for three months. However, ALSFRS-R decreased by two points at the second trial. MRC rate had no change for three months. Conclusion : Combined administration of processed Glycyrrhiza uralensis extracts and Korean medical treatment could be meaningful possibilities in the treatment of ALS. We should conduct further studies to solve the limitations of this case study.

Factors Influencing Psychosocial Well-Being in Family Caregivers of People with Amyotrophic Lateral Sclerosis (근위축성측삭경화증 가족 돌봄제공자의 심리사회적 안녕감에 영향을 미치는 요인)

  • Chu, Hyeon Sik;Tak, Young Ran;Kim, Seung Hyun
    • Journal of Korean Academy of Nursing
    • /
    • v.48 no.4
    • /
    • pp.454-464
    • /
    • 2018
  • Purpose: The purpose of this study was to identify factors influencing psychosocial well-being in family caregivers of patients with amyotrophic lateral sclerosis (ALS). Methods: A descriptive correlational design was used. The transactional model of stress and coping was used to investigate the psychosocial well-being of 137 family caregivers of patients with ALS. Data were collected through self-reported questionnaires from January to November 2016. Data were analyzed using an independent t-test, one-way ANOVA, Pearson's correlation, and hierarchical multiple regression analysis with the SPSS WIN 21.0 program. Results: The regression model had an adjusted $R^2$ of .49, which indicated that meaning-focused coping, social support, ALS patient-family caregiver relationship (especially a spousal relationship), and tracheostomy were significant predictors of caregivers' psychosocial well-being. Conclusion: Meaning-focused coping and social support significantly influenced caregivers' psychosocial well-being. Therefore, interventions to improve caregivers' psychosocial well-being must focus on increasing meaning-focused coping and social support resources.

Osteomyelitis in an Osteopathia Striata with Cranial Sclerosis Patient

  • Park, Heung-Chul;Kim, Hang-Gul;Kim, Yong-Hwan;Kim, Joo-Hwan;Kim, Moon-Young;Kim, Kyung-Wook
    • Maxillofacial Plastic and Reconstructive Surgery
    • /
    • v.36 no.6
    • /
    • pp.285-291
    • /
    • 2014
  • Osteopathia striata with cranial sclerosis (OS-CS) is characterized by linear bone dysplasia at the long bone radiographically and sclerotic change at the cranium. The purpose of this case report is to study the symptoms and treatments of osteomyelitis in a patient with OS-CS. A 41-year-old patient had pus discharge from a fistula at the mental region and increase in radiolucencies with sequestra in panoramic radiograph images. Computed tomography (CT) as well as radiograph images for the whole skeleton were taken. The patient was diagnosed with OS-CS. Sequestrectomy and fistulectomy were performed. The patient recovered and no relapse occurred within six months after surgery. For diagnosis of OS-CS, CT and additional radiograph images for the whole skeleton are required. Because of the increased bone density, this patient is prone to relapse after sequestrectomy. Therefore, the surgeon must minimize trauma with the least incision and exfoliation, and preoperative antibiotics.

A Case of Painful Trigeminal Neuropathy as a Complication of Progressive Systemic Sclerosis (진행성 전신성 경화증환자에게서 보인 동통성 삼차신경병증 1예)

  • Shin, Kyong Jin;Jun, Dong Chul;Kim, Ju Han;Kim, Seung Hyun
    • Annals of Clinical Neurophysiology
    • /
    • v.4 no.2
    • /
    • pp.146-148
    • /
    • 2002
  • Progressive systemic sclerosis (PSS) is a multi-systemic disorder characterized by abundant fibrosis of the skin, blood vessels, and visceral organs. But it rarely affects the peripheral nervous system. We report a 36-year-old man of painful trigeminal neuropathy as a complication of PSS. He was referred from Rheumatology for the evaluation of abruptly developed bilateral facial pain. He had facial hypesthesia and paresthesia on neurologic examinations. In the blink reflex, ipsilateral and contralateral R1 and R2 responses were not detected during bilateral supraorbital stimulation. But normal latency and CMAP amplitude of facial NCV were found. Under the impression of trigeminal neuropathy caused by PSS, steroid therapy was tried, and his clinical symptoms and electrophysiologic findings were improved. PSS could be the cause of the painful trigeminal neuropathy.

  • PDF

One case Report with a Amyotrophic lateral sclerosis(ALS) patient who has Hwabyung and Major Depressive Disorder (화병과 주요우울장애가 병발한 근위축성측삭경화증 환자 1례(例) 증례보고)

  • Kim, Sang-Ho;Park, Jong-Hoon;Park, So-Jung;Byun, Soon-Im;Hwang, Wei-Wan;Kim, Jong-Woo
    • Journal of Oriental Neuropsychiatry
    • /
    • v.16 no.2
    • /
    • pp.159-169
    • /
    • 2005
  • Amyotrophic lateral sclerosis (ALS) is characterised by progressive impairment of motor functions up to a complete loss of autonomy, and most of ALS patients are associated with the total preservation of mental state like depression. A patient in this case report had ALS and during progress of ALS had undergone depression and Hwabyung's Symptoms. This patient was treated with herb medication, acupuncture, psychotherapy(relaxation & councelling) primarily. During the 18 days of treatment from admission, the patient experienced much improvement of depression and Hwabyung's Symptoms. and ALS's symptom like weakness & numbness of lower limb had improved considerably, too.

  • PDF

Amyotrophic lateral sclerosis combined with Hashimoto's thyroiditis : A case report (하시모토 갑상선염을 동반한 근위축성 측삭경화증 1예)

  • Ko, Yung-Chai;Kang, Sung-Soo;Lee, Young-Bae;Park, Hyeon-Mi;Shin, Dong-Jin
    • Annals of Clinical Neurophysiology
    • /
    • v.3 no.1
    • /
    • pp.37-39
    • /
    • 2001
  • Although the etiology and pathogenesis of amyotrophic lateral sclerosis(ALS) is unknown, increasing evidence supports a role for autoimmune mechanisms in motor neuron degeneration. The coexistence of immune disease in ALS supports that an altered immune system may contribute to disease pathogenesis. A 55-year-old woman was admitted to our department due to dysarthria and gait disturbance. On physical and neurologic examination, she showed thyroid enlargement, tongue atrophy, muscle weakness, fasciculation, and increased deep tendon reflex. The electrophysiological studies are compatible with motor neuron disease. Cytological findings of thyroid were compatible with Hashimoto's thyroiditis. Thus, we report a case of ALS combined with Hashimoto's thyroiditis. And the simultaneous presentation with ALS and Hashimoto's thyroiditis led us to consider whether this was simply a chance association or not.

  • PDF