• 제목/요약/키워드: Risk-based screening level

검색결과 69건 처리시간 0.039초

한국 성인의 이상지질혈증 유병률과 관리: 국민건강영양조사 2010-2012 (Prevalence and Management of Dyslipidemia Among Korean Adults: KNHANES 2010-2012)

  • 장성옥;이종석
    • 한국산학기술학회논문지
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    • 제16권11호
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    • pp.7978-7989
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    • 2015
  • 이상지질혈증은 심뇌혈관질환의 주된 위험인자로서, 한국 성인의 유병률은 매우 높지만 관리가 미흡하다는 문제점이 제기되어 왔다. 본 연구의 목적은 이상지질혈증의 진단기준이 아닌, 이의 관리를 위한 치료기준에 따라 한국 성인의 유병률, 인지율, 치료율, 그리고 조절률을 조사하는 것이다. 이를 위해 심뇌혈관질환 위험요인과 수준을 평가하여, 위험군 범주에 따라 차등적인 치료목표치를 적용하였다. 표본은 국민건강영양조사 3개년(2010년-2012년)의 공개된 자료에서 추출되었고, 만 20세 이상의 성인 16,236명을 연구대상으로 하였다. 치료기준에 따른 이상지질혈증의 연령 표준화된 유병률은 34.1%이었고, 유병자 기준 연령 표준화된 인지율, 치료율, 그리고 조절률은 각각 19.2%, 9.5%, 그리고 8.7%에 불과하였다. 치료자 중 연령 표준화된 조절률은 47.5%이었다. 남성의 유병률은 여성에 비해 통계적으로 유의하게 높았지만(39.7% vs. 28.8%), 인지율, 치료율, 그리고 조절률은 모두 유의하게 낮았다(각각 16.0% vs. 22.3%, 7.7% vs. 11.3%, 그리고 6.1% vs. 11.2%). 심뇌혈관질환의 위험이 높은 집단일수록, 유병률은 높은 반면 조절률은 낮았다. 당뇨병 환자의 치료기준(LDL-콜레스테롤 ${\geq}100mg/dL$과 중성지방 ${\geq}200mg/dL$)에 따른 이상지질혈증 유병률은 82.5%에 달하였지만, 이들 유병자 중 치료목표 미만으로 지질이 조절되는 사람은 11.9%에 불과했다. 이러한 결과는 이상지질혈증 유병자냐의 낮은 치료율을 개선하기 위한 효과적인 방안이 모색되어야 한다는 것을 제시하며, 이를 위해 국가건강검진에서 특히 심뇌혈관질환 고위험군에 대해 이상지질혈증 유병자의 사후 관리를 강화할 필요가 있다.

Investigating Non-Laboratory Variables to Predict Diabetic and Prediabetic Patients from Electronic Medical Records Using Machine Learning

  • Mukhtar, Hamid;Al Azwari, Sana
    • International Journal of Computer Science & Network Security
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    • 제21권9호
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    • pp.19-30
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    • 2021
  • Diabetes Mellitus (DM) is one of common chronic diseases leading to severe health complications that may cause death. The disease influences individuals, community, and the government due to the continuous monitoring, lifelong commitment, and the cost of treatment. The World Health Organization (WHO) considers Saudi Arabia as one of the top 10 countries in diabetes prevalence across the world. Since most of the medical services are provided by the government, the cost of the treatment in terms of hospitals and clinical visits and lab tests represents a real burden due to the large scale of the disease. The ability to predict the diabetic status of a patient without the laboratory tests by performing screening based on some personal features can lessen the health and economic burden caused by diabetes alone. The goal of this paper is to investigate the prediction of diabetic and prediabetic patients by considering factors other than the laboratory tests, as required by physicians in general. With the data obtained from local hospitals, medical records were processed to obtain a dataset that classified patients into three classes: diabetic, prediabetic, and non-diabetic. After applying three machine learning algorithms, we established good performance for accuracy, precision, and recall of the models on the dataset. Further analysis was performed on the data to identify important non-laboratory variables related to the patients for diabetes classification. The importance of five variables (gender, physical activity level, hypertension, BMI, and age) from the person's basic health data were investigated to find their contribution to the state of a patient being diabetic, prediabetic or normal. Our analysis presented great agreement with the risk factors of diabetes and prediabetes stated by the American Diabetes Association (ADA) and other health institutions worldwide. We conclude that by performing class-specific analysis of the disease, important factors specific to Saudi population can be identified, whose management can result in controlling the disease. We also provide some recommendations learnt from this research.

Predictors of Positive Bone Metastasis in Newly Diagnosed Prostate Cancer Patients

  • Chien, Tsu-Ming;Lu, Yen-Man;Geng, Jiun-Hung;Huang, Tsung-Yi;Ke, Hung-Lung;Huang, Chun-Nung;Li, Ching-Chia;Chou, Yii-Her;Wu, Wen-Jeng;Huang, Shu-Pin
    • Asian Pacific Journal of Cancer Prevention
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    • 제17권3호
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    • pp.1187-1191
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    • 2016
  • Background: The prevalence of prostate cancer (PCa) has been increasing in recent years. Treatment strategies are largely based on the results of bone scan screening. Therefore, our aim was to investigate predictors of positive bone metastasis in newly diagnosed PCa patients. Materials and Methods: After extensive review, 336 consecutive patients newly diagnosed with PCa between April 2010 and November 2013 at our institution were enlisted in the study. Patients were divided into two groups according to bone scan results. Univariate analyses (Chi-square test for discrete variables and independent t-test for continuous variables) were applied to determine the potentially significant risk factors associated with distant bone metastasis. Binary logistic regression analyses were used to further investigate the influence of these factors on bone metastasis. Results: The patient mean age was $71.9{\pm}8.6years$ (range: 48 to 94 years). The mean prostate specific antigen (PSA) level and biopsy Gleason score were $260.2{\pm}1107.8ng/mL$ and $7.4{\pm}1.5$, respectively. The body mass index (BMI) for the series was $24.5{\pm}3.4kg/m^2$. Sixty-four patients (19.0%) had a positive bone scan result. Patients with positive bone scan results had a significantly lower BMI ($23.3{\pm}3.5$ vs. $24.8{\pm}3.3$; p=0.003), a higher Gleason score ($8.5{\pm}1.1$ vs. $7.1{\pm}1.5$; p < 0.001), and a higher PSA level ($1071.3{\pm}2337.1$ vs. $69.4{\pm}235.5$; p < 0.001) than those without bone metastasis. Multivariate logistic regression analysis employing the above independent predictors demonstrated that a Gleason score of ${\geq}7$, clinical stage ${\geq}T3$, $BMI{\leq}22kg/m^2$, and an initial PSA level of ${\geq}20ng/mL$ were all independent predictors of bone metastasis. Conclusions: A bone scan might be necessary in newly diagnosed PCa patients with any of the following criteria: clinical stage T3 or higher, a Gleason score of 7 or higher, BMI equal to or less than 22, and a PSA level of 20 or higher.

Knowledge and Awareness of Colorectal Cancer among Undergraduate Students at King Abdulaziz University, Jeddah, Saudi Arabia: a Survey-Based Study

  • Imran, Muhammad;Sayedalamin, Zaid;Alsulami, Salhah S;Atta, Magdi;Baig, Mukhtiar
    • Asian Pacific Journal of Cancer Prevention
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    • 제17권5호
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    • pp.2479-2483
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    • 2016
  • Background: This study explored the knowledge and awareness about colorectal cancer (CRC) among undergraduate students of one of the leading universities in Saudi Arabia, along with the mode of information access. Materials and Methods: The present cross-sectional study was conducted at the King Abdulaziz University, Jeddah, Saudi Arabia, among students of different faculties. The study questionnaire, containing 28 items, was adapted from surveys identified in the relevant literature. The CRC awareness questionnaire consisted of an awareness section (early CRC signs and symptoms, and risk factors) and a knowledge section. The data were analyzed using the SPSS version 21.0. Results: A total of 525 undergraduate students participated in the study. The majority were females (63.0%) and approximately half (56.8%) were medical students. The majority of the students (82.3%) were aware of CRC, and 68% thought that CRC is a preventable disease. Regarding colorectal cancer screening tests, only one-third of students (33%) had actual knowledge, while the majority of the students (77.0%) thought that there are tests which help in early detection. Only 4% of the participants had a family history of CRC. The majority of the participants (84%) thought that CRC is a disease that can be cured. Almost 50-60% participants had good awareness level regarding risk factors, and signs and symptoms. Regarding knowledge, participant responses varied for family history (52%), age (59%), chronic infection of the colon (72%), obesity and lack of exercise (66%). More than one-third of the students had received information material regarding CRC from their curriculum followed by social media (20.4%), and nearly 40% from other sources such as TV, hospital and mass media. Female participants had significantly better awareness in a few questions regarding CRC awareness as compared to their male counterparts. There was a significant difference observed between medical and non-medical students (p<0.001) in overall score of awareness and knowledge about CRC while no significant difference found in gender-wise comparison. Conclusions: Knowledge and awareness of students about CRC were not up to the mark. Medical students and female students had better knowledge in a few areas, but the overall situation is dismal.

Behavioral Modification Regarding Liver Fluke and Cholangiocarcinoma with a Health Belief Model Using Integrated Learning

  • Phatisena, Panida;Eaksanti, Tawatchai;Wichantuk, Pitsanee;Tritipsombut, Jaruwan;Kaewpitoon, Soraya J;Rujirakul, Ratana;Wakkhuwattapong, Parichart;Tongtawee, Taweesak;Matrakool, Likit;Panpimanmas, Sukij;Norkaew, Jun;Kujapun, Jirawoot;Chavengkun, Wasugree;Kompor, Porntip;Pothipim, Mali;Ponphimai, Sukanya;Padchasuwan, Natnapa;Kaewpitoon, Natthawut
    • Asian Pacific Journal of Cancer Prevention
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    • 제17권6호
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    • pp.2889-2894
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    • 2016
  • This study aimed to modify behavior regarding liver fluke and cholangiocarcinoma prevention in Chumphuang district, Nakhon Ratchasima province, Thailand through integrated learning. A total of 180 participants were included through purposive selection of high-risk scores on verbal screening. Participants attended the health education program which applied the health belief model included family based, knowledge station based, academic merit based and community based learning. Data were collected using a questionnaire composed of 4 parts: 1) personal information, 2) knowledge, 3) perceived susceptibility, severity, benefits, and barriers, 4) practice regarding liver fluke and cholangiocarcinoma prevention. The result revealed that the majority were female (79.9%), age ${\geq}60$ years old (33.2%), primary school educational level (76.1%), and agricultural occupation (70.1%). The mean scores of knowledge, perception, and practice to liver fluke and cholangiocarcinoma prevention, before participated the integrative learning were low, moderate, and low, respectively. Meanwhile, the mean score of knowledge, perceived susceptibility, severity, benefits, and barriers, and practice regarding liver fluke and cholangiocarcinoma prevention, were higher with statistical significance after participation in the integrated learning. This finding indicates that health education programs may successfully modify health behavior in the rural communities. Therefore they may useful for further work behavior modification in other epidemic areas.

HIV, HCV와 HBV 유전자 분석시약의 성능 및 품질관리용 Plasma Working Standards 제조에 관한 연구 (Establishment of Plasma Working Standards for the Performance and Quality Assurance of NAT Screening Tests for HIV, HCV and HBV)

  • 김명한;조연정;권소영;조남선
    • 대한수혈학회지
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    • 제23권2호
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    • pp.152-161
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    • 2012
  • 배경: 2012년 1월부터 국내에 신규로 도입되는 고위험군 바이러스 검사시약은 국내 검체를 이용한 성능 시험분석을 실시하여 식품의약품안전청 허가를 득하도록 일부 규정이 개정되었다. 이러한 바이러스 진단시약의 성능시험과 품질관리 규정을 이행하기 위해서는 국내 검체에서 유래된 국가표준물질이 필요하다. 이에 본 연구에서는 바이러스 핵산증폭검사시약의 성능평가와 품질관리를 위하여 다양한 농도로 구성된 HBV, HCV와 HIV의 핵산증폭검사용 혈장유래 표준물질(plasma working standards)을 제조하고자 하였다. 방법: 수혈 부적격의 HCV RNA 양성혈장 43단위, HCV RNA 양성혈장 25단위, 그리고 HIV RNA 양성혈장 26단위에 대해 핵산 정량검사와 유전자형 검사를 실시하였다. 이를 바탕으로 국내에서 유행하는 바이러스의 유전자형을 가진 고농도의 원료혈장을 선정하였다. 또 표준물질의 다양한 농도는 국내외 검사시약의 검출범위에 근거하여 적정한 농도범위를 선택한 후, 다양한 농도로 원료물질을 희석하고, 분병 처리 한 후 정량적으로 분석하였다. 결과: HBV, HCV와 HIV의 체외진단분석기용 핵산증폭검사의 성능평가용 plasma working standards는 총 13종의 다양한 농도물질로 제조되었다. 결론: 국내에서 혈액관련 고위험군 HBV, HCV와 HIV의 체외진단용 핵산증폭검사 시약의 성능 평가에 필요한 바이러스 핵산 검사용 국가표준물질을 처음 제조하여 그 기술을 수립하였다.

부산 내 미세먼지 고농도 지역 탐색 및 체내 휘발성유기화합물 바이오모니터링 조사 (Exploration of an Area with High Concentrations of Particulate Matter and Biomonitoring Survey of Volatile Organic Compounds among the Residents)

  • 주현지;이승호;민재희;황용식;홍영습
    • 한국환경보건학회지
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    • 제49권6호
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    • pp.344-352
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    • 2023
  • Background: With its developed port and related industries, the concentration of fine dust is high in Busan compared to other cities in South Korea. Many studies have reported the health effects of fine dust, but there has been a lack of information regarding concentrations of volatile organic compounds among those who exposed to high levels of fine dust. Objectives: This study aimed to define an area with high concentrations of particulate matter and perform biomonitoring surveys among the residents of the area. Methods: Air quality data was collected and the mean level of each district in Busan was derived. We then defined the area with the highest concentrations of PM10 as a target site. Urine samples were collected from the 400 participants and analyzed for VOCs metabolites - trans,trans-Muconic Acid (t,t-MA) and N-AcetylS-(benzyl)-L-cysteine (BMA). Interviews were conducted by trained investigators to examine demographic information. The levels of t,t-MA and BMA were compared with representative South Korean population data (Korean National Environmental Health Survey). The association of the VOC metabolites and fine dust were analyzed by general linear regression analysis. Results: The mean of PM10 in the target site was 42.50 ㎍/m3 from 2018 to 2020. Among the 400 participants in the target site, 74.8% were female and the average age of the participants was 66 years. The geometric mean of t,t-MA was 71.15 ㎍/g creatinine and the BMA was 7.00 ㎍/g creatinine among the residents. The levels were higher than the geometric mean from the 4th KoNEHS. The levels of t,t-MA showed significance in BMI, smoking status, and household income. BMA showed significance in gender and age. Conclusions: Compared to the general population of South Korea, the target site's residents had higher biomonitoring levels. Based on this study, continuous screening for high risk areas, including the target site, and biomonitoring of the residents are required.

청소년정서행동발달검사 표준화연구 자료를 활용한 학교폭력 피해 전국유병률 및 관련요인 조사 (Victims of Bullying among Korean Adolescents: Prevalence and Association with Psychopathology Evaluated Using the Adolescent Mental Health and Problem Behavior Screening Questionnaire-II Standardization Study Data)

  • 방수영;유한익;김지훈;김봉석;이영식;안동현;서동수;조수철;황준원;반건호
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • 제23권1호
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    • pp.23-30
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    • 2012
  • Objectives : This study was conducted to investigate the prevalence of victims of bullying and the demographic characteristics of victims, and their related psychopathology, in a Korean nationwide sample of youths in middle and high school over a one month period. Methods : During the autumn of 2009, students in the 7th to 12th grades at 23 secondary schools participated in a nationwide, cross-sectional study. The study subjects completed the Adolescent Mental Health and Problem Behavior Screening Questionnaire-II (AMPQ-II) and Symptom Checklist-90-Revision (SCL-90-R). Based on the data acquired, descriptive statistics, correlation coefficients and multiple logistic regression analysis were performed. Results : Among the 3364 participants, 2272 (67.54%) completed the questionnaire. The prevalence of victimization was 28.9%. Male gender was positively associated with victimization, and grade level was negatively related to victimization. The AMPQ-II bullying score (Factor 4) was significantly (p<.001) and positively correlated to the AMPQ-II student total score (r= 0.50), Worry and thought (Factor 1 ; r=0.38), Mood and suicide (Factor 2 ; r=0.31), Academic and Internet-related problems (Factor 3 ; r=0.24), Rule violations (Factor 5 ; r=0.23), and AMPQ-II teacher total score (r=0.11). Somatization (r=0.23), Obsessive-compulsive behavior (r=0.24), Interpersonal sensitivity (r=0.30), Depression (r=0.33), Anxiety (r=0.26), Hostility (r=0.30), Phobic anxiety (r=0.22), Paranoid ideation (r=0.36), and Psychoticism (r=0.31) results from the SCL-90-R were also found to be positively related to the AMPQ-II bullying score, and remained significant after adjusting for age and gender. A total of 26% of the victims reported suicidal ideations as compared to 9% of non-victims over the month prior to the evaluation ($x^2$=119.595, df=1, p<.001). The multiple logistic regression analysis indicated that the AMPQ-II bullying score significantly increased the risk of suicidal ideation [Exp(b)=1.55, df=1, p<.001] after adjusting for age and gender. Conclusion : School bullying was highly prevalent among Korean middle and high school students. This study provided strong evidence that suicidal ideation and psychopathology were serious problems among the victims of bullying.

국제프랜차이징 연구요소 및 연구방향 (Research Framework for International Franchising)

  • 김주영;임영균;심재덕
    • 마케팅과학연구
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    • 제18권4호
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    • pp.61-118
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    • 2008
  • 본 연구는 국내외 프랜차이즈의 해외진출에 대한 연구들을 바탕으로 국제프랜차이징연구의 전체적인 연구체계를 세워보고, 연구체계를 형성하고 있는 연구요인들을 확인하여 각 연구요소별로 이루어지는 연구주제와 내용을 살펴보고, 앞으로의 연구주제들을 제안하고자 한다. 주요한 연구요소들은 국제프랜차이징의 동기 및 환경 요소과 진출의사결정, 국제프랜차이징의 진입양식 및 발전전략, 국제프랜차이징의 운영전략 및 국제프랜차이징의 성과이다. 이외에도 국제프랜차이징 연구에 적용할 수 있는 대리인이론, 자원기반이론, 거래비용이론, 조직학습이론 및 해외진출이론들을 설명하였다. 또한 국제프랜차이징연구에서 보다 중점적으로 개발해야 할 질적, 양적 방법론을 소개하였으며, 마지막으로 국내연구의 동향을 정리하여 추후의 연구방향을 종합적으로 정리하였다.

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