• Title/Summary/Keyword: clinical disease

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Emerging Machine Learning in Wearable Healthcare Sensors

  • Gandha Satria Adi;Inkyu Park
    • Journal of Sensor Science and Technology
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    • v.32 no.6
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    • pp.378-385
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    • 2023
  • Human biosignals provide essential information for diagnosing diseases such as dementia and Parkinson's disease. Owing to the shortcomings of current clinical assessments, noninvasive solutions are required. Machine learning (ML) on wearable sensor data is a promising method for the real-time monitoring and early detection of abnormalities. ML facilitates disease identification, severity measurement, and remote rehabilitation by providing continuous feedback. In the context of wearable sensor technology, ML involves training on observed data for tasks such as classification and regression with applications in clinical metrics. Although supervised ML presents challenges in clinical settings, unsupervised learning, which focuses on tasks such as cluster identification and anomaly detection, has emerged as a useful alternative. This review examines and discusses a variety of ML algorithms such as Support Vector Machines (SVM), Random Forests (RF), Decision Trees (DT), Neural Networks (NN), and Deep Learning for the analysis of complex clinical data.

A Conceptual Study on 'Hyun(弦)' in Shanghanlun : Based on 2 Cases Treated by Modified Soshiho-tang (Xiao-chai-hu-tang in China and Syo-saiko-to in Japan) (『상한론(傷寒論)』 '현(弦)'에 대한 고찰 : 소시호탕가감방(小柴胡湯加減方)을 이용하여 치료한 증례 2례에 근거하여)

  • Joo Heo;Sung-jun Lee
    • 대한상한금궤의학회지
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    • v.15 no.1
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    • pp.117-130
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    • 2023
  • Objective : The objective of this study is to explore the meaning of 弦 in Shanghanlun through analyzing two cases. Methods : Two cases treated with modified Soshiho-tang, which is administrated when 弦 aggravates chief complaints, were analyzed. All of the cases were diagnosed by disease pattern identification diagnostic system based on Shanghanlun Provisions. Results : The patients' chief complaints of all 2 cases were improved after administration of modified Soshiho-tang. As pulling symptom was reduced in all 2 cases, patients' disease were relieved. Through the etymological research and clinical treatment results, the clinical meaning of 弦 is deduced as 'pulling'. Conclusions : The etymological and clinical analysis suggest that the concept of '弦' maybe defined as 'pulling' in Shanghanlun.

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Muscle-specific receptor tyrosine kinase (MuSK) myasthenia gravis associated with castleman disease

  • Oh, Jeeyoung;Yang, Woo Ick;Cho, Jeong Hoon;Sunwoo, Il Nam
    • Annals of Clinical Neurophysiology
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    • v.19 no.1
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    • pp.74-76
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    • 2017
  • Muscle specific tyrosine kinase (MuSK) myasthenia gravis (MG) is a rare subtype of MG, which is immunologically distinct and differential therapeutic response. Though MG is often associated with other autoimmune disorders or malignancy, concurrence of other disease and MuSK MG has been infrequently reported. We present a patient of MuSK MG associated with multicentric Castelman disease.

Relation of Bony Carotid Canal Diameter and Clinical Manifestations in Patients with Moyamoya Disease (모야모야병 환자의 뼈목동맥관 직경과 임상표현과의 관계)

  • Ahn, So Hyun;Song, Hong-ki;Kim, Cheol Ho;Jang, Min Uk;Sohn, Jong-Hee;Choi, Hui Chul
    • Annals of Clinical Neurophysiology
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    • v.18 no.1
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    • pp.1-6
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    • 2016
  • Background: Moyamoya disease is characterized by a progressive stenosis or occlusion of the intracranial internal carotid artery and/or the proximal portion of the anterior cerebral artery and middle cerebral artery. Whether the onset time was childhood or adulthood, the bony carotid canal diameter might be different, but reflects the size of internal carotid artery passing through the bony carotid canal. In this study, we aimed to identify the relationship between bony carotid canal diameter and clinical manifestation. Methods: 146 consecutive patients diagnosed with moyamoya disease by brain imaging studies were included. We measured the diameter of a transverse portion of bony carotid canal on bone window of a brain computed tomography(CT) image. Patients were divided into two groups, ischemic or hemorrhagic stroke according to clinical manifestation. As a result, 115 patients were included. The Suzuki stage was used as criteria for disease progression. Results: Bony carotid canal diameter was $3.6{\pm}0.5$ (right) and $3.6{\pm}0.4$ (left) in the hemorrhagic stroke group, and $3.7{\pm}0.4$ (right) and $3.6{\pm}0.4$ (left) in the ischemic stroke group. The bony carotid canal diameter of the moyamoya vessels (3.6 mm) was smaller than the diameter of non-moyamoya vessels (3.8 mm), significantly (p = 0.042). However, there was no difference in the collateral patterns and clinical manifestation in a comparison of both groups. Conclusions: In our study, there was no significant difference of clinical manifestations and collateral patterns depend on the bony carotid canal diameter in patients with moyamoya disease. These findings suggest that the clinical presentations of moyamoya disease are not related to the onset time of the disease.

Current clinical treatment condition and clinical dental practice Disease of Oral cavity, Salivary glands and Jaws inpatients over one-hundred bedsite hospital in recent 5years (2004-2008) (Using Korean National Hospital Discharge Injury Survey 2004-2008) (최근 5년(2004-2008)간 100병상 이상 구강, 침샘 및 턱 질환 환자의 분포 및 진료 현황에 관한 실태조사 - 퇴원손상환자 자료이용 -)

  • Choi, Gyu-Bum
    • Journal of Technologic Dentistry
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    • v.33 no.4
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    • pp.539-550
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    • 2011
  • Purpose: The aim of this study was to investigate distribution of the admitted patients with disease of oral cavity, salivary glands and jaws, current clinical treatment condition and clinical dental practice. Methods: The subject were 4,564 patients with disease of oral cavity, salivary glands and jaws of the Korean National Hospital Discharge Injury Survey 2004-2008 data. This study was carried out using the administrative database including patients' characteristics and comorbidity. The statistical analysis for ratio, gender, age, region, primary diagnosis, comorbidity, operation, hospital location and bed size of inpatients in Korean National Hospital Discharge Injury Survey was conducted by frequency analysis. Results: Among the total discharge injury patients in 2004-2008, the trend showed decrease of ratio of patients with disease of oral cavity, salivary glands and jaws. The portion of male was higher than female, and 20~29 age group was the highest portion compared with other age groups. Seoul-Gyunggi region was the highest among the other residences. patients with Dentofacial anomalies[including malocclusion] as primary diagnosis, digestive system as comorbidity and operations on facial bones and joins showed the highest portion respectively. Seoul-Gyunggi region was the highest portion compared with other residences. 500~999 bed size showed the highest portion. Conclusion: In this study showed that distribution of patients with disease of oral cavity, salivary glands and jaws, current dental clinical treatment condition using the Korean National Hospital data.

Overseas Clinical Research Trends of On Cheong Eum on Skin Disease (피부질환에 대한 온청음의 국외 임상연구 동향)

  • Han, Jung-Min;Lee, Sung-Eun;Jung, Hye-Jin;Choi, Seung-Bae;Seo, Hyung-Sik;Jung, Hyun-A;Ko, Woo-Shin;Yoon, Hwa-Jung
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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    • v.30 no.1
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    • pp.1-9
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    • 2017
  • Objectives : This study was performed to review the overseas clinical research trends on the effect of On cheong eum on skin disease. Methods : We searched articles in the Pubmed using keywords "On cheong eum", "On sei in", "Wen qing yin", "Jie du si wu tang" and "Jie du si wu decoction". We also searched in the China National Knowledge Infrastructure(CNKI) using key words "温清饮" and "解毒四物汤", We selected 5 studies after excluding non-clinical or unrelated studies. Results : One pre-post comparison study and four controlled clinical trials were performed. On cheong eum and modified On cheong eum were used for the treatment of skin disease-recurrent aphthous ulcer, psoriasis vulgaris, neurodermatitis, and skin pruritus. All of the studies showed positive results, and they reported that the treatment group had higher effective rate than control group. However, the quality of these clinical studies were not evaluated. Conclusions : According to this study, On cheong eum would be an effective and safe intervention in skin disease. Therefore, based on this study, more clinical research using On cheong eum should be performed in Korean medicine in the near future.

A Study of Clinical Usefulness of Carbohydrate Deficient Transferrin in Patients with Alcoholic Liver Disease (알코올성 간 질환 환자의 Carbohydrate Deficient Transferrin의 임상적 유용성 연구)

  • Son, Gye-Sung
    • Korean Journal of Clinical Laboratory Science
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    • v.37 no.1
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    • pp.8-15
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    • 2005
  • It is well known that intaking alcohol chronically and heavily causes many formsof physical systemic distress including serious chronic alcoholic liver disease such as alcoholic hepatitis, fatty liver, liver cirrhosis and hepatoma. Carbohydrate-deficient transferrin (CDT) is known as a specific marker in detecting and monitoring alcohol associated disease. Weanalyzed various alcohol-associated parameters to evaluate the clinical usefulness of CDT. The first patient group consisted of fifty patients, who had been diagnosed with alcoholic liver disease from January 2003 to June 2004 at Chungnam National University Hospital. The second group consisted of 12 patients with non-alcoholic liver disease. The third group consisted of 19 teetotalerswho had visited the hospital for the purpose of routine healthcare checks. Various hepatic parameters such as CDT, $\small{\Gamma}$-GT (gamma-glutamyl transferase), AST (aspartate aminotransferase) and ALT (alanine aminotransferase) were compared in the three groups. CDT and AST increased in direct proportion to the amount and duration of alcohol consumption with high significance, but $\small{\Gamma}$-GT and ALT showed arbitrary patterns with no statistical significance. The sensitivities of CDT, $\small{\Gamma}$-GT, AST and ALT were 74 %, 96 %, 68 % and 58 %, respectively and the specificities were 95 %, 74 %, 68 % and 79 % in order respectively. The correlation study of CDT with $\small{\Gamma}$-GT, AST and ALT showed a very low value of correlation coefficients, implying that CDT could be taken as an independent parameter in evaluating alcohol liver disease compared to $\small{\Gamma}$-GT, AST and ALT. This present study suggested that CDT coud be one of the most useful parameters in reflecting the amount and duration of alcohol consumption as well as being another independent parameter in assessing and following up patients with alcoholic liver disease. Moreover we recommend it is the best method of measuring both CDT and $\small{\Gamma}$-GT in patients with alcoholic liver disease.

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The Clinical Effectiveness of Frequently Used Herbal Medicines for Cerebrovascular Disease: A Retrospective Study (뇌혈관질환에 대한 다빈도 처방 한약의 임상적 유효성 : 후향적 연구)

  • Seo, Hee-jeong;Shim, So-hyun;Kwon, Jung-nam;Hong, Jin-woo;Lee, In
    • The Journal of Internal Korean Medicine
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    • v.40 no.6
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    • pp.1063-1080
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    • 2019
  • Objectives: With the aging of the population, the incidence of a variety of diseases is increasing. Cerebrovascular disease is a major cause of mortality worldwide and therefore requires timely treatment and management. We aimed to evaluate the clinical effectiveness of herbal medicines in treating cerebrovascular disease by screening the most frequently prescribed herbal medicines and analyzing the clinical data of patients with cerebrovascular disease taking these medicines. Methods: In this retrospective study, we analyzed the electronic medical records of patients with cerebrovascular disease who received herbal medication at the Pusan National University Korean Medical Hospital from 10 March 2010 to 31 March 2017. The inclusion criteria were as follows: diagnosis of cerebrovascular disease, use of frequently prescribed herbal medicines, available records of laboratory tests and functional evaluation that was conducted within two weeks before and after admission and discharge, and herbal medicine usage exceeding half the period of hospitalization. Results: Of the total patients with cerebrovascular disease, the number of patients analyzed in this study was 49. There were some changes in the various variables examined after frequently used herbal medicines had been taken, such as complete blood count, liver function test, lipid test, and functional evaluation. No serious adverse events related to herbal medicine were found in this study. Conclusions: We concluded that herbal medicines frequently used for cerebrovascular disease may have some clinical effectiveness. However, because of the retrospective nature of this study and only one hospital involved, the generalizability of our findings is limited.

Cardiac Behçet's Disease Presenting with Right Ventricular Endomyocardial Fibrosis and Intracardiac Thrombosis: a Case Report

  • Choi, Eun Ji;Kim, Min Sun;Koo, Hyun Jung;Song, Jae-Kwan;Song, Joo Seon;Kang, Joon-Won;Yang, Dong Hyun
    • Investigative Magnetic Resonance Imaging
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    • v.25 no.4
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    • pp.332-337
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    • 2021
  • Behçet's disease is a chronic inflammatory disorder involving vessels of various sizes and organs, including the skin, joints, gastrointestinal tract, lungs, and cardiovascular system. The etiology of Behçet's disease is unclear, and clinical diagnosis is important in the absence of definitive laboratory or pathological findings diagnostic of Behçet's disease. Cardiac involvement is rare but might present as endocarditis, myocarditis, pericarditis, or intracardiac thrombosis. This report presents a case of Behçet's disease involving the heart in a 22-year-old man with unusual manifestations of right ventricular fibrosis and intracardiac thrombosis. Cardiac magnetic resonance imaging revealed multiple intracardiac thrombi and delayed diffuse subendocardial enhancement involving the right ventricle. No peripheral eosinophilia was detected. Endomyocardial biopsy showed mixed inflammatory cell infiltrates. Based on the patient's clinical history of oral ulcer and arthritis, a diagnosis of Behçet's disease was made considering the clinical, radiological, and histological findings. Intracardiac thrombi and endomyocardial fibrosis are rare manifestations of Behçet's disease, and the diagnosis is often a clinical challenge. Early diagnosis is important for appropriate management. Behçet's disease should be considered in the differential diagnosis of patients with intracardiac thrombosis and endomyocardial fibrosis of the right chamber.

The Analysis on Characteristics according to Sasang Constitution of Patients with Parkinson's Disease in a Korean Medicine Hospital (일개 한방병원에 파킨슨병으로 내원한 환자의 사상의학적 특성에 관한 고찰)

  • Kim, So-Hyoung;Lee, Seul;Lee, Yong-Jae;Bae, Na-Young;Lee, Jeong-yun
    • Journal of Sasang Constitutional Medicine
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    • v.30 no.3
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    • pp.62-73
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    • 2018
  • Objectives The aim of this study was to make an analysis of clinical characteristics and status of Sasang constitutional medicine of patients with Parkinson's Disease who visited a Korean medicine hospital. Methods We studied 129 patients with Parkinson's Disease who visited a Korean medicine hospital from September 1, 2012 to June 30, 2018. We retrospectively collected medical history and characteristics of subjects using data of EMR (electronic medical record). Results The proportion of female was higher than male. The average age was 60s. The patients visited a hospital more than one year after the occurrence of symptoms. And they were mostly under western medicine treatment. Among the 129 patients, 56 persons(43.4%) were Taeeumin, 45 persons(34.9%) Soyangin and 28 persons Soeumin(21.7%). In the distribution of prescription according Sasang Constitutional Medicine symptomatology, there was no significant difference in the proportion of exterior cold disease(48.9%) and interior heat disease(51.1%) in Soyangin. Meanwhile the proportion of heat disease's prescription was higher than cold disease in Taeeumin(73.2%) and Soeumin(84.1%). The majority of disease were Dry-febrile symptom(73.2%) of heat disease in Taeeumin, Yang depletion-syndrome(64.3%) of heat disease in Soeumin, and Gyolhyung-symptom(33.3%) of exterior cold disease and Wasting thirst-syndrome(22.2%) of interior heat disease in Soyangin, Conclusions By Developing of guideline for treatment of Parkinson's Disease through analyzing on clinical characteristics and distribution of Sasang Constitutional Medicine symptomatology could contribute to the improvement of the cure rate and accuracy of constitution pattern.