• Title/Summary/Keyword: Heart disease classification

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Abnormal Electrocardiogram Signal Detection Based on the BiLSTM Network

  • Asif, Husnain;Choe, Tae-Young
    • International Journal of Contents
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    • v.18 no.2
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    • pp.68-80
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    • 2022
  • The health of the human heart is commonly measured using ECG (Electrocardiography) signals. To identify any anomaly in the human heart, the time-sequence of ECG signals is examined manually by a cardiologist or cardiac electrophysiologist. Lightweight anomaly detection on ECG signals in an embedded system is expected to be popular in the near future, because of the increasing number of heart disease symptoms. Some previous research uses deep learning networks such as LSTM and BiLSTM to detect anomaly signals without any handcrafted feature. Unfortunately, lightweight LSTMs show low precision and heavy LSTMs require heavy computing powers and volumes of labeled dataset for symptom classification. This paper proposes an ECG anomaly detection system based on two level BiLSTM for acceptable precision with lightweight networks, which is lightweight and usable at home. Also, this paper presents a new threshold technique which considers statistics of the current ECG pattern. This paper's proposed model with BiLSTM detects ECG signal anomaly in 0.467 ~ 1.0 F1 score, compared to 0.426 ~ 0.978 F1 score of the similar model with LSTM except one highly noisy dataset.

Surgical Treatment of Mitral Valvular Disease (승모판막질환의 외과적 요법)

  • 홍종완
    • Journal of Chest Surgery
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    • v.21 no.2
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    • pp.270-275
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    • 1988
  • The results of the clinical observations on the 76 cases of the mitral valvular heart disease treated in the Department of Thoracic and Cardiovascular Surgery, Chung-nam National University Hospital during the period of 3 years from June, 1983 to July, 1986, are as follows: l. Of 76 cases, 43 were male and 33 were female with sex ratio of 1.3:1. 2. The age of the patient varied widely from 12 years of the youngest to 60 years of the oldest. 3. The main clinical symptoms on admission were dyspnea on exertion[100%], palpitation[42%], generalized weakness[29%], indigestion[18%], hemoptysis[16%]. 4. The preoperative functional levels according to NYHA classification were class II, III, IV in 9%, 63%, 28% respectively. 5. All 76 patients were operated on under direct vision using extracorporeal circulation, open mitral commissurotomy was done in 15 cases, mitral valve replacement in 37 cases, mitral valve replacement and aortic valve replacement in 11 cases, mitral valve replacement and tricuspid annuloplasty in 8 cases. 6. The operative mortality was 11.8% and results of the operation were good and excellent in 65 cases of survivors.

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Clinical Analysis of Mitral Valvular Disease (승모판막 질환의 임상적 고찰)

  • 김창수
    • Journal of Chest Surgery
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    • v.24 no.4
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    • pp.382-389
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    • 1991
  • The clinical observations on the 63 cases of the mitral valvular heart disease treated in the department of Thoracic and Cardiovascular Surgery, Kosin medical college, during the period of 5 years from January, 1986 to December, 1989, are as follows. 1. Total 63 cases, 23 were male and 40 were female with sex ratio of 1: 1.7. 2. The age distribution was widely varied from 7 years of the youngest to 65 years oldest, average age was 35.3 year old. 3. The main clinical symptom and sign were D.O.E, general weakness, fatigability, palpitation, chest pain, hepatomegaly, pitting edema and both neck vein distension. 4. The preoperative N.Y.H.A functional classification were class II, III, IV in 28%, 54%, 16%. 5. The preoperative diagnosis were MS - 6.3%, MR - 53.9%, MSR - 36.5%, MVP - 3.1%. 6. All 63 patients were operated on the under direct vision using extracorporeal circulation, MVR in 18 cases, MVR and Tricuspid annuloplasty in 24 cases, DVR in 3 cases, DVR and Tricuspid annuloplasty in 5 cases, TVR in 1 case, Mitral annuloplasty in 4 cases, mitral valvuloplasty in 7 cases and mitral commissurotomy in 2 cases 7. The operative mortality was 7.9%, and 5 years actuarial survival rate was 89%.

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Rhythm Classification of ECG Signal by Rule and SVM Based Algorithm (규칙 및 SVM 기반 알고리즘에 의한 심전도 신호의 리듬 분류)

  • Kim, Sung-Oan;Kim, Dae-Hwan
    • Journal of the Korea Society of Computer and Information
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    • v.18 no.9
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    • pp.43-51
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    • 2013
  • Classification result by comprehensive analysis of rhythm section and heartbeat unit makes a reliable diagnosis of heart disease possible. In this paper, based on feature-points of ECG signals, rhythm analysis for constant section and heartbeat unit is conducted using rule-based classification and SVM-based classification respectively. Rhythm types are classified using a rule base deduced from clinical materials for features of rhythm section in rule-based classification, and monotonic rhythm or major abnormality heartbeats are classified using multiple SVMs trained previously for features of heartbeat unit in SVM-based classification. Experimental results for the MIT-BIH arrhythmia database show classification ratios of 68.52% by rule-based method alone and 87.04% by fusion method of rule-based and SVM-based for 11 rhythm types. The proposed fusion method is improved by about 19% through misclassification improvement for monotonic and arrangement rhythms by SVM-based method.

A Comparative Study on the Theory of Lee jaema and Chang ts' ungcheng (이제마(李濟馬)와 장종정(張從正)의 학술사상(學術思想)에 대한 비교(比較) 연구(硏究))

  • Ch’ oi, yeikwen;Kim, kyungyo
    • Journal of Sasang Constitutional Medicine
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    • v.8 no.2
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    • pp.41-68
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    • 1996
  • This thesis is a try for examining the historical characteristics of Constiutional medicine. For this purpose, I have examined their theory, and made a comparison carefully. Through this study, I have obtained several results as following. Both Chang and Lee lived in the time of change, which was unstable and uncertain. Under the condition, they both rejected following the existing trends of learned circles, and developed new thoughts and clinical techniques. They rejected superstitious beliefs and fatalism, and conducted the pursuit of experimental knowledge and rationale idea. Clinical experience was the very base of their study. They both criticized the bad habits of abuse of tonifing medication and health seeking. Especially Lee regarded control of emotion and regulation of a way of life as the best way for preservation of one's health. Chang regarded pathogenic factors as the ultimate factor of diseases, and strived for eliminating pathogenic factors, but L brought to a conclusion that the final factor of diseases was what is called "heart" itself, and emotional changes were the most essential causes of disease. It can be said that the pathogenesis insisted by Chang can be called The insistence that pathologic factors are the very etiology of all the disease (邪氣致病論), or all the diseases result from pathologic factors. And his whole remedy can be summarized as following, A study on the method of eliminating pathogenic factors. But the purpose of Constitutional medicine is to correct imbalance intrinsic to one's internal organs. In this aspect, Constitutional medicine is a "regulatory medicine". Depending on the classification of six vital substances, Chang classified all disease into six categories. These were based on symptoms and sings represented. While classification of diseases made by Lee was likely to rely upon constitutional characteristics. Chang thought that the three remedies made up of perspiration, purgation, vomiting were the most efficient way of eliminating pathogenic factors. Lee, however, thought those weren't methods of eliminating pathogenic factors but the best ways restoring one's self-regulation power. Chang thought that all the febrile disease essentially has a tendency in properties to belong to "heat", but Lee pointed out that pathologic processes are variable in accordance with constitutional features. They both regarded pathogenesis of diabetes as fire. That is to say, fire is the most essential factor of diabetes. And there are many risk factors such as inappropriate foods, drugs, climate, etc., but Lee thought what is most important is heart. Putting all accounts together, medical characteristics of Chang are similar to those of T aiyinjen and Shaoyangjen, and have no relation to those of those of Shaoyinjen. Therefore we can conclude that Chang understood pathologic processes of disease of T aiyinjen and Shaoyangjen, whether he knew about constitutional features or not.

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Analysis of Cardiovascular Medication Use in Dementia Patients (치매환자에서의 심혈관계 약물사용 분석)

  • Rhew, Kiyon
    • Korean Journal of Clinical Pharmacy
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    • v.27 no.3
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    • pp.136-142
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    • 2017
  • Background: Dementia is one of important social and economic healthcare issues in the aging age. Therefore, it signifies to analyze the relationship between chronic disease or cardiovascular drug use and the incidence of dementia to establish a basis for increasing or preventing the risk of dementia. The purpose of this study was to investigate the correlation between the prevalence of chronic diseases and the use of cardiovascular drugs in patients diagnosed with dementia. Methods: In this study, we used data from sample of elderly patients from the Health Insurance Review and Assessment Service. We analyzed by logistic regression analysis with age, gender, and medication as covariates. KCD-7 was used to diagnosis of the disease, and drugs were analyzed using ATC codes and Korean standardized drug classification codes. Results: A total of 1,276,331 patients were analyzed in the sample of the elderly population, of which 532,075 (41.7%) were male and 744,256 (58.3%) were female. The patients have the higher risk of dementia in the older, women, and lower socioeconomically status. Cerebral infarction and ischemic heart disease increases risk of dementia. Patients taking statins, angiotensin converting enzyme inhibitor (ACEI) or angiotensin II receptor antagonists (ARB) showed low incidence of dementia. Conclusion: This study has been shown that ACEI, ARB, and statin drugs may associate with lower incidence of Alzheimer's and other dementia except vascular dementia.

The Socioeconomic Burden of Coronary Heart Disease in Korea

  • Chang, Hoo-Sun;Kim, Han-Joong;Nam, Chung-Mo;Lim, Seung-Ji;Jang, Young-Hwa;Kim, Se-Ra;Kang, Hye-Young
    • Journal of Preventive Medicine and Public Health
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    • v.45 no.5
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    • pp.291-300
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    • 2012
  • Objectives: We aimed to estimate the annual socioeconomic burden of coronary heart disease (CHD) in Korea in 2005, using the National Health Insurance (NHI) claims data. Methods: A prevalence-based, top-down, cost-of-treatment method was used to assess the direct and indirect costs of CHD (International Classification of Diseases, 10th revision codes of I20-I25), angina pectoris (I20), and myocardial infarction (MI, I21-I23) from a societal perspective. Results: Estimated national spending on CHD in 2005 was $2.52 billion. The majority of the spending was attributable to medical costs (53.3%), followed by productivity loss due to morbidity and premature death (33.6%), transportation (8.1%), and informal caregiver costs (4.9%). While medical cost was the predominant cost attribute in treating angina (74.3% of the total cost), premature death was the largest cost attribute for patients with MI (66.9%). Annual per-capita cost of treating MI, excluding premature death cost, was $3183, which is about 2 times higher than the cost for angina ($1556). Conclusions: The total insurance-covered medical cost ($1.13 billion) of CHD accounted for approximately 6.02% of the total annual NHI expenditure. These findings suggest that the current burden of CHD on society is tremendous and that more effective prevention strategies are required in Korea.

Measuring Trends in the Socioeconomic Burden of Disease in Korea, 2007-2015

  • Kim, Tae Eung;Lee, Ru-Gyeom;Park, So-Youn;Oh, In-Hwan
    • Journal of Preventive Medicine and Public Health
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    • v.55 no.1
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    • pp.19-27
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    • 2022
  • This study estimated the direct and indirect socioeconomic costs of 238 diseases and 22 injuries from a social perspective in Korea from 2007 to 2015. The socioeconomic cost of each disease group was calculated based on the Korean Standard Disease Classification System. Direct costs were estimated using health insurance claims data provided by the National Health Insurance Service. The numbers of outpatients and inpatients with the main diagnostic codes for each disease were selected as a proxy indicator for estimating patients' medical use behavior by disease. The economic burden of disease from 2007 to 2015 showed an approximately 20% increase in total costs. From 2007 to 2015, communicable diseases (including infectious, maternal, pediatric, and nutritional diseases) accounted for 8.9-12.2% of the socioeconomic burden, while non-infectious diseases accounted for 65.7-70.7% and injuries accounted for 19.1-22.8%. The top 5 diseases in terms of the socioeconomic burden were self-harm (which took the top spot for 8 years), followed by cirrhosis of the liver, liver cancer, ischemic heart disease, and upper respiratory infections in 2007. Since 2010, the economic burden of conditions such as low back pain, falls, and acute bronchitis has been included in this ranking. This study expanded the scope of calculating the burden of disease at the national level by calculating the burden of disease in Koreans by gender and disease. These findings can be used as indicators of health equality and as useful data for establishing community-centered (or customized) health promotion policies, projects, and national health policy goals.

Charlson comorbidity index as a predictor of periodontal disease in elderly participants

  • Lee, Jae-Hong;Choi, Jung-Kyu;Jeong, Seong-Nyum;Choi, Seong-Ho
    • Journal of Periodontal and Implant Science
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    • v.48 no.2
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    • pp.92-102
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    • 2018
  • Purpose: This study investigated the validity of the Charlson comorbidity index (CCI) as a predictor of periodontal disease (PD) over a 12-year period. Methods: Nationwide representative samples of 149,785 adults aged ${\geq}60$ years with PD (International Classification of Disease, 10th revision [ICD-10], K052-K056) were derived from the National Health Insurance Service-Elderly Cohort during 2002-2013. The degree of comorbidity was measured using the CCI (grade 0-6), including 17 diseases weighted on the basis of their association with mortality, and data were analyzed using multivariate Cox proportional-hazards regression in order to investigate the associations of comorbid diseases (CDs) with PD. Results: The multivariate Cox regression analysis with adjustment for sociodemographic factors (sex, age, household income, insurance status, residence area, and health status) and CDs (acute myocardial infarction, congestive heart failure, peripheral vascular disease, cerebral vascular accident, dementia, pulmonary disease, connective tissue disorders, peptic ulcer, liver disease, diabetes, diabetes complications, paraplegia, renal disease, cancer, metastatic cancer, severe liver disease, and human immunodeficiency virus [HIV]) showed that the CCI in elderly comorbid participants was significantly and positively correlated with the presence of PD (grade 1: hazard ratio [HR], 1.11; P<0.001; grade ${\geq}2$: HR, 1.12, P<0.001). Conclusions: We demonstrated that a higher CCI was a significant predictor of greater risk for PD in the South Korean elderly population.

Study on the Risk Factors of Cerebrovascular Disease between Sasang Constitutions (사상체질에 따른 뇌혈관질환 위험인자의 분포에 대한 비교연구)

  • Kim, Do-Hyung;Yun, Seong-Woo;Ko, Chang-Nam;Kim, Seung-Eun
    • The Journal of Internal Korean Medicine
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    • v.22 no.3
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    • pp.379-382
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    • 2001
  • Objectives: Many studies have been reported about Sasang constitutional distribution of cerebrovascular disease(CVD) patients. But there has been little study about the risk factors of normal persons between Sasang constitutions. So we studied to evaluate the risk of CVD between Sasang constitutions. Methods: We retrospectively studied subjects without previous stroke($age{\geq}40$) who visited east-west medical examination center in Kang Nam Korean Hosipital, Kyung Hee University for last 2 years(1998.8.1.${\sim}$2000.7.31.). Sasang constitutional differentiation was performed by Questionnaire for the Constitution Classification(QSCC) II and subjects who couldn't be classifiea by QSCC II were excluded. Results : Total 363 subjects participated in this study(Taeyangin 0, Taeumin 103, Soyangin 113, Soumin 92, obscure 55). Diabetes mellitus(p<0.05), hyperlipidemia(p<0.01), obesity(p=0.000) were significantly prevalent in Taeumin. Hypertension and heart disease had no significant difference between Sasang constitutions. Conclusions: This study showed that the risk factors of CVD were more prevalent in Taeumin. Therefore we guess that Taeumin has high risk of CVD.

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