• Title/Summary/Keyword: Risk of Disease

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Development of ML and IoT Enabled Disease Diagnosis Model for a Smart Healthcare System

  • Mehra, Navita;Mittal, Pooja
    • International Journal of Computer Science & Network Security
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    • v.22 no.7
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    • pp.1-12
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    • 2022
  • The current progression in the Internet of Things (IoT) and Machine Learning (ML) based technologies converted the traditional healthcare system into a smart healthcare system. The incorporation of IoT and ML has changed the way of treating patients and offers lots of opportunities in the healthcare domain. In this view, this research article presents a new IoT and ML-based disease diagnosis model for the diagnosis of different diseases. In the proposed model, vital signs are collected via IoT-based smart medical devices, and the analysis is done by using different data mining techniques for detecting the possibility of risk in people's health status. Recommendations are made based on the results generated by different data mining techniques, for high-risk patients, an emergency alert will be generated to healthcare service providers and family members. Implementation of this model is done on Anaconda Jupyter notebook by using different Python libraries in it. The result states that among all data mining techniques, SVM achieved the highest accuracy of 0.897 on the same dataset for classification of Parkinson's disease.

Characteristics of tuberculosis in children and adolescents (소아 및 청소년 결핵의 특징)

  • Eun, Byung Wook
    • Clinical and Experimental Pediatrics
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    • v.52 no.5
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    • pp.513-518
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    • 2009
  • In childhood tuberculosis, it is possible to clearly distinguish among three basic stages: exposure, infection, and disease. The incidence of tuberculosis in children is low compared with that in adults, but latent infection is a major concern because children, who are exposed to Mycobacterium tuberculosis especially early in childhood, are at increased risk of developing the disease. Younger children particularly infants have a high relative risk of miliary or meningeal disease. The clinical manifestations of childhood tuberculosis differ noticeably from those of the disease seen in adults. Adolescents with tuberculosis have different demographic and clinical features from those of adults or children. Tuberculosis in adolescents has become relatively more important as the incidence of infection in childhood has decreased.

Obesity and chronic kidney disease: prevalence, mechanism, and management

  • Yim, Hyung Eun;Yoo, Kee Hwan
    • Clinical and Experimental Pediatrics
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    • v.64 no.10
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    • pp.511-518
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    • 2021
  • The prevalence of childhood obesity is increasing worldwide at an alarming rate. While obesity is known to increase a variety of cardiovascular and metabolic diseases, it also acts as a risk factor for the development and progression of chronic kidney disease (CKD). During childhood and adolescence, severe obesity is associated with an increased prevalence and incidence of the early stages of kidney disease. Importantly, children born to obese mothers are also at increased risk of developing obesity and CKD later in life. The potential mechanisms underlying the association between obesity and CKD include hemodynamic factors, metabolic effects, and lipid nephrotoxicity. Weight reduction via increased physical activity, caloric restriction, treatment with angiotensin-converting enzyme inhibitors, and judicious bariatric surgery can be used to control obesity and obesity-related kidney disease. Preventive strategies to halt the obesity epidemic in the healthcare community are needed to reduce the widespread deleterious consequences of obesity including CKD development and progression.

Clinical Aspects and Treatments for Pediatric Inflammatory Bowel Diseases

  • Moon, Jin Soo
    • Pediatric Gastroenterology, Hepatology & Nutrition
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    • v.22 no.1
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    • pp.50-56
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    • 2019
  • The incidence of pediatric inflammatory bowel disease (IBD) is increasing worldwide, especially in the developing countries. It differs from adult disease in clinical manifestations, especially with regard to genetic predisposition in monogenic IBD. Pediatric disease also have a tendency to show more aggressive inflammation and greater extent of lesion. Newer drugs such as anti-tumor necrosis factor ${\alpha}$ have been known to make a difference in treating pediatric IBD. Recent studies suggested that the patients with high risk factors might have some benefits from earlier use of biologics. To achieve treatment goals such as relieving symptoms, optimizing growth, and improving quality of life while minimizing drug toxicity, more research is needed to develop tools for risk stratification in the use of biologics for pediatric IBD.

A Study on the Relationship between Changes in Cerebral Blood Flow and Depression Index after Smoking

  • Gil-Hyun Lee;Kyung-Yae Hyun
    • Biomedical Science Letters
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    • v.29 no.1
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    • pp.34-40
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    • 2023
  • Smoking is one of the three major risk factors for vascular disease along with hypertension and hyperlipidemia. It is true that smoking has a negative effect on the circulatory system, and the frequency of coronary artery disease and peripheral vascular disease is significantly increased in smokers. Many epidemiological studies report that smokers have an approximately two-fold increased risk of coronary artery disease compared to non-smokers. This study was designed to investigate the relationship between cerebral blood flow change and depression index after acute smoking. Cerebral blood flow tests were performed before and after smoking in 8 subjects. Changes in blood flow after smoking were correlated with the depression score and negatively correlated with the depression score. In particular, there was a strong correlation with changes in blood flow in anterior cerebral artery. It is well known that changes in blood flow after smoking have a negative effect. In addition, considering the study that smoking aggravates the symptoms of depression, it was found that smoking and depression are factors that negatively affect each other.

CUBN mutation: a benign genetic cause of proteinuria?

  • Hyun Kyung Lee
    • Childhood Kidney Diseases
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    • v.27 no.1
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    • pp.19-25
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    • 2023
  • Proteinuria is an important risk factor for renal and cardiovascular disease. It is associated with a risk for glomerulonephritis, chronic kidney disease, and end-stage renal disease. Therefore, if persistent proteinuria is detected, kidney biopsy is considered to diagnose and treat the underlying disease. Recently, variants in the cubilin (CUBN) gene, which is associated with albuminuria, have been reported. This gene encodes cubilin, a membrane glycoprotein receptor expressed in the renal proximal tubules. Cubilin is a component of the megalin and cubilin-amnionless complex that mediates albumin reabsorption into the proximal tubules through endocytosis. A defect in cubilin leads to a reduction in albumin reuptake, resulting in albumin-dominant proteinuria. Although numerous controversies exist, several reports suggest that cubilin defects lead to proteinuria with a high portion of albuminuria but may not impair renal filtration function. If albuminuria due to reduced cubilin function is confirmed as a benign condition, we can consider using genetic studies to detect CUBN mutations in patients with proteinuria and they may not require any treatment or kidney biopsy. Here, we review recent papers on CUBN mutations and discuss the prognosis and management of individuals with this mutation.

The Health Effects of Asian Dust in Korea

  • Kwon Ho-Jang
    • 대한예방의학회:학술대회논문집
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    • 2004.02a
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    • pp.49-64
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    • 2004
  • o The risk of being admitted with respiratory disease is increased by 9% on the Asian dust day o The risk of cardiovascular admission is increased by 5% o During the great dust event in 2002, the counts of respiratory admission seems to be increased, but we couldn't observed the epidemic of respiratory disease o The Asian dust events are weakly associated with daily mortality

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Heavy Metal as Risk Factor of Cardiovascular Disease - An Analysis of Blood Lead and Urinary Mercury (심혈관계 질환 위험요인으로서의 중금속 - 납과 수은에 대한 분석 -)

  • Kim, Dae-Seon;Yu, Seung-Do;Cha, Jung-Hoon;Ahn, Seung-Chul;Lee, Eun-Hee
    • Journal of Preventive Medicine and Public Health
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    • v.38 no.4
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    • pp.401-407
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    • 2005
  • Objectives : We wanted to investigate the relationship between heavy metal, especially lead and mercury, to the blood pressure and cholesterol level in children. Methods : This study was undertaken in three primary schools and the study subjects were a total of 274 children. The lead in the blood and the urine mercury were analyzed by performing atomic absorption spectroscopy. Results : All of participants' blood lead levels and urine mercury concentrations were below the suggested level of concern according to the criteria of the CDC and ATSDR. We found no significant correlation between lead, mercury and the blood pressure. The blood lead level did not show any relationship with the blood pressure and cholesterol. However, the urine mercury levels were associated with the serum cholesterol. Conclusion : Our study suggests that mercury can induce an increase of cholesterol as a risk factor of myocardial infraction and coronary/cardiovascular disease.

Review of rheumatic diseases in terms of insurance medicine (주요 류머티스 질환의 보험의학적 이해)

  • Lee, Sin-Hyung
    • The Journal of the Korean life insurance medical association
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    • v.31 no.1
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    • pp.19-28
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    • 2012
  • Nowadays, Rheumatic diseases are increasing more and more. So, it's important knowing the pathophysiology and extra-risk of each rheumatic disease so as to do sound underwriting. Here is brief review and long-term prognosis of some rheumatic diseases such as rheumatoid arthritis, systemic lupus erythematosus, Sj$\ddot{o}$gren syndrome, antiphospholipid syndrome, systemic sclerosis, ankylosing spondylitis, Takayasu's arteritis, and Behcet syndrome.

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Increased Risk of Cardiovascular Disease in Obese Female University Students with Binge Eating Episodes

  • Yim, Kyeong-Sook;Lee, Tae-Young
    • Journal of Community Nutrition
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    • v.1 no.1
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    • pp.33-38
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    • 1999
  • Since binge eating is known to be related to increased risk of body weight fluctuations, it may be associated with increased health risks. This study was conducted to investigate the risks of binge eating on the cardiovascular system of female university students in Korea. Sixty-five female university students who were interested in a weight control program were recruited from a university campus. After personal interviews were conducted using a semi-structured questionnaire, 36 individuals were classified as binge eaters and 29 as non-binge eaters according to modified criteria of the proposed DSM-IV by the American Psychiatric Association(APA). All subjects participate in anthropometric and clinical measurements to evaluate the level of obesity and cardiovascular risks. Binge eating subjects showed no significant differences in obesity index compared to non-binge eating subjects. However, they had a higher level of low-density lipoprotein (LDL) cholesterol and a higher atherogenic index. They also showed close correlations with general obesity and cardiovascular risk factors. Body mass index(BMI) was the main explanatory index related to cardiovascular risk factors according to the stepwise regression analysis. Furthermore, obese binge subjects had higher levels than non-obese binge subjects or non-binge subjects for total cholesterol, LDL-cholesterol, triacylglycerols, atherogenic index, and systolic blood pressure. The findings strongly suggest that obese young women having binge eating episodes might display a greater risk for cardiovascular disease tan that shown for obese non-binge eating women.

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