• 제목/요약/키워드: multivariable linear regression

검색결과 39건 처리시간 0.032초

Formulations of Job Strain and Psychological Distress: A Four-year Longitudinal Study in Japan

  • Mayumi Saiki;Timothy A. Matthews;Norito Kawakami;Wendie Robbins;Jian Li
    • Safety and Health at Work
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    • 제15권1호
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    • pp.59-65
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    • 2024
  • Background: Different job strain formulations based on the Job Demand-Control model have been developed. This study evaluated longitudinal associations between job strain and psychological distress and whether associations were influenced by six formulations of job strain, including quadrant (original and simplified), subtraction, quotient, logarithm quotient, and quartile based on quotient, in randomly selected Japanese workers. Methods: Data were from waves I and II of the Survey of Midlife in Japan (MIDJA), with a 4-year followup period. The study sample consisted of 412 participants working at baseline and had complete data on variables of interest. Associations between job strain at baseline and psychological distress at follow-up were assessed via multivariable linear regression, and results were expressed as β coefficients and 95% confidence intervals including R2 and Akaike information criterion (AIC) evaluation. Results: Crude models revealed that job strain formulations explained 6.93-10.30% of variance. The AIC ranged from 1475.87 to 1489.12. After accounting for sociodemographic and behavioral factors and psychological distress at baseline, fully-adjusted models indicated significant associations between all job strain formulations at baseline and psychological distress at follow-up: original quadrant (β: 1.16, 95% CI: 0.12, 2.21), simplified quadrant (β: 1.01, 95% CI: 0.18, 1.85), subtraction (β: 0.39, 95% CI: 0.09, 0.70), quotient (β: 0.37, 95% CI: 0.08, 0.67), logarithm quotient (β: 0.42, 95% CI: 0.12, 0.72), and quartile based on quotient (β: 1.22, 95% CI: 0.36, 2.08). Conclusion: Six job strain formulations showed robust predictive power regarding psychological distress over 4 years among Japanese workers.

초기 경장영양 공급 수준과 다발성 외상 중환자의 임상 경과와의 상관성 연구 (Association of the initial level of enteral nutrition with clinical outcomes in severe and multiple trauma patients)

  • 양수영;정승연;이지현;권준식;김유리
    • Journal of Nutrition and Health
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    • 제55권1호
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    • pp.85-100
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    • 2022
  • 본 연구에서는 다발성 외상 중환자에게 있어 급성 단계에서의 이화학적 상태 및 경장영양 공급 수준이 임상적 예후에 미치는 영향을 알아보고자 하였다. 먼저 조사 대상자 302명의 특성을 분석한 결과, 남성의 비율이 높으며 다른 중환자실에 비해 연령이 낮게 나타났으며 과체중의 체격을 가지고 있었다. 입원 후 7일간의 경장영양 공급 수준에 따라 일반적 결과와 합병증 발생률, 영양 관련 생화학적 지표를 비교한 결과, 초기 경장영양이 가장 적극적으로 공급되었던 High EN 그룹에서 사망률, CRP에서 유의적으로 감소하였다. 질소 평형을 기준으로 이화상태가 양호한 그룹에서는 경장영양 공급 기간이 길수록 HAIs 발생률이 높았으나, 이화상태가 불량한 그룹에서는 적극적인 경장영양 공급에도 여러 합병증 발생이 증가하지 않았다. 생화학적 검사 결과에서는 그룹 간 유의적인 차이가 없었으며, 경장영양 공급 수준에 따른 사망률 감소 추세는 두 그룹 모두에서 유지되었다. 결론적으로, 본 연구에서는 사망률 감소, 염증 수치의 감소 등에서 초기 경장영양 공급 일수가 증가할수록 긍정적인 효과를 확인하였다. 단, 후향적 관찰연구라는 제한점을 미루어 보아 향후 연속적으로 이화상태를 모니터링 및 평가하며 기본 특성의 차이가 없는 그룹 간에서 경장영양 공급 수준을 차별화한 전향적 코호트 연구가 필요하겠다.

Women's Knowledge, Attitudes, and Practices about Breast Cancer in a Rural District of Central India

  • Gangane, Nitin;Ng, Nawi;Sebastian, Miguel San
    • Asian Pacific Journal of Cancer Prevention
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    • 제16권16호
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    • pp.6863-6870
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    • 2015
  • Background: Breast cancer accounted for almost 25% of all cancers in women globally in 2012. Although breast cancer is the most prevalent cancer in India, there is no organised national breast cancer screening programme. Local studies on the burden of breast cancer are essential to develop effective context-specific strategies for an early detection breast cancer programme, considering the cultural and ethnic heterogeneity in India. This study examined the knowledge, attitudes, and practices about breast cancer in rural women in Central India. Materials and Methods: This community-based cross sectional study was conducted in Wardha district, located in Maharashtra state in Central India in 2013. The sample included 1000 women (609 rural, 391 urban) aged 13-50 years, selected as representative from each of the eight development blocks in the district, using stratified cluster sampling. Trained social workers interviewed women and collected demographic and socio-economic data. The instrument also assessed respondents' knowledge about breast cancer and its symptoms, risks, methods of screening, diagnosis and treatment, as well as their attitudes towards breast cancer and selfreported practices of breast cancer screening. Chi-square and t-test were applied to assess differences in the levels of knowledge, attitude, and practice (the outcome variables) between urban and rural respondents. Multivariable linear regression was conducted to analyse the relationship between socio-demographic factors and the outcome variables. Results: While about two-thirds of rural and urban women were aware of breast cancer, less than 7% in rural and urban areas had heard about breast self-examination. Knowledge about breast cancer, its symptoms, risk factors, diagnostic modalities, and treatment was similarly poor in both rural and urban women. Urban women demonstrated more positive attitudes towards breast cancer screening practices than their rural counterparts. Better knowledge of breast cancer symptoms, risk factors, diagnosis, and treatment correlated significantly with older age, higher levels of education, and being office workers or in business. Conclusions: Women in rural Central India have poor knowledge about breast cancer, its symptoms and risk factors. Breast self-examination is hardly practiced, though the willingness to learn is high. Positive attitudes towards screening provide an opportunity to promote breast self-examination.

Association Between Low Muscle Mass and Non-alcoholic Fatty Liver Disease Diagnosed Using Ultrasonography, Magnetic Resonance Imaging Derived Proton Density Fat Fraction, and Comprehensive NAFLD Score in Korea

  • Lee, Hun Ju;Chang, Jae Seung;Ahn, Jhii Hyun;Kim, Moon Young;Park, Kyu-Sang;Ahn, Yeon-Soon;Koh, Sang Baek
    • Journal of Preventive Medicine and Public Health
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    • 제54권6호
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    • pp.412-421
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    • 2021
  • Objectives: Non-alcoholic fatty liver disease (NAFLD) is an increasingly prevalent metabolic disease. Muscle is known to influence NAFLD development. Therefore, this study aimed to determine the relationships among low muscle mass, NAFLD, and hepatic fibrosis using various definitions of low muscle mass and NAFLD diagnostic methods, including magnetic resonance imaging-based proton density fat fraction (MRI-PDFF). Methods: This cross-sectional study included 320 participants (107 males, 213 females) from the Korean Genome and Epidemiology Study on Atherosclerosis Risk of Rural Areas in the Korean General Population cohort. Muscle mass was assessed using whole-body dual-energy X-ray absorptiometry and adjusted for the height squared, body weight, and body mass index (BMI). NAFLD was diagnosed using ultrasonography (US), MRI-PDFF, and the comprehensive NAFLD score (CNS). Hepatic fibrosis was assessed using magnetic resonance elastography. Multivariable logistic and linear regression analyses were performed to determine the aforementioned associations. Results: According to US, 183 participants (57.2%) had NAFLD. Muscle mass adjusted for body weight was associated with NAFLD diagnosed using US (odds ratio [OR], 3.00; 95% confidence interval [CI], 1.70 to 5.31), MRI-PDFF (OR, 2.00; 95% CI, 1.13 to 3.53), and CNS (OR, 3.39; 95% CI, 1.73 to 6.65) and hepatic fibrosis (males: β=-0.070, p<0.01; females: β=-0.037, p<0.04). Muscle mass adjusted for BMI was associated with NAFLD diagnosed by US (OR, 1.71; 95% CI, 1.02 to 2.86) and CNS (OR, 1.95; 95% CI, 1.04 to 3.65), whereas muscle mass adjusted for height was not associated with NAFLD. Conclusions: Low muscle mass was associated with NAFLD and liver fibrosis; therefore, maintaining sufficient muscle mass is important to prevent NAFLD. A prospective study and additional consideration of muscle quality are needed to strengthen the findings regarding this association.

Association between Initial Chest CT or Clinical Features and Clinical Course in Patients with Coronavirus Disease 2019 Pneumonia

  • Zhe Liu;Chao Jin;Carol C. Wu;Ting Liang;Huifang Zhao;Yan Wang;Zekun Wang;Fen Li;Jie Zhou;Shubo Cai;Lingxia Zeng;Jian Yang
    • Korean Journal of Radiology
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    • 제21권6호
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    • pp.736-745
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    • 2020
  • Objective: To identify the initial chest computed tomography (CT) findings and clinical characteristics associated with the course of coronavirus disease 2019 (COVID-19) pneumonia. Materials and Methods: Baseline CT scans and clinical and laboratory data of 72 patients admitted with COVID-19 pneumonia (39 men, 46.2 ± 15.9 years) were retrospectively analyzed. Baseline CT findings including lobar distribution, presence of ground glass opacities, consolidation, linear opacities, and lung severity score were evaluated. The outcome event was recovery with hospital discharge. The time from symptom onset to discharge or the end of follow-up (for those remained hospitalized) was recorded. Data were censored in events such as death or discharge without recovery. Multivariable Cox proportional hazard regression was used to explore the association between initial CT, clinical or laboratory findings, and discharge with recovery, whereby hazard ratio (HR) values < 1 indicated a lower rate of discharge at four weeks and longer time until discharge. Results: Thirty-two patients recovered and were discharged during the study period with a median length of admission of 16 days (range, 9 to 25 days), while the rest remained hospitalized at the end of this study (median, 17.5 days; range, 4 to 27 days). None died during the study period. After controlling for age, onset time, lesion characteristics, number of lung lobes affected, and bilateral involvement, the lung severity score on baseline CT (> 4 vs. ≤ 4 [reference]: adjusted HR = 0.41 [95% confidence interval, CI = 0.18-0.92], p = 0.031) and initial lymphocyte count (reduced vs. normal or elevated [reference]: adjusted HR = 0.14 [95% CI = 0.03-0.60], p = 0.008) were two significant independent factors that influenced recovery and discharge. Conclusion: Lung severity score > 4 and reduced lymphocyte count at initial evaluation were independently associated with a significantly lower rate of recovery and discharge and extended hospitalization in patients admitted for COVID-19 pneumonia.

Mental Health Among Healthcare Workers During the COVID-19 Pandemic in Vietnam

  • Nhan Phuc Thanh Nguyen;Ha Phan Ai Nguyen;Cao Khoa Dang;Minh Tri Phan;Huynh Ho Ngoc Quynh;Van Tuan Le;Chinh Van Dang;Tinh Huu Ho;Van Trong Phan;Thang Van Dinh;Thang Phan;Thi Anh Thu Dang
    • Journal of Preventive Medicine and Public Health
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    • 제57권1호
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    • pp.37-46
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    • 2024
  • Objectives: The objective of this study was to characterize mental health issues among Vietnamese healthcare workers (HCWs) and to identify related factors. Methods: A cross-sectional study was conducted with 990 HCWs in 2021. Their mental health status was measured using the Depression, Anxiety, and Stress Scale. Results: In total, 49.9%, 52.3%, and 29.8% of respondents were found to have depression, anxiety, and stress, respectively. The multivariable linear regression model revealed that factors associated with increased anxiety scores included depression scores (β, 0.45; 95% confidence interval [CI], 0.39 to 0.51) and stress scores (β, 0.46; 95% CI, 0.41 to 0.52). Factors associated with increased depression scores included being frontline HCWs (β, 0.57; 95% CI, 0.10 to 1.10), stress scores (β, 0.50; 95% CI, 0.45 to 0.56), and anxiety scores (β, 0.41; 95% CI, 0.36 to 0.47), while working experience was associated with reduced depression scores (β, -0.08; 95% CI, -0.16 to -0.01). Factors associated with increased stress scores included working experience (β, 0.08; 95% CI, 0.00 to 0.16), personal protective equipment interference with daily activities (β, 0.55; 95% CI, 0.07 to 1.00), depression scores (β, 0.54; 95% CI, 0.48 to 0.59), and anxiety scores (β, 0.45; 95% CI, 0.39 to 0.50), while age was associated with reduced stress scores (β, -0.12; 95% CI, -0.20 to -0.05). Conclusions: Specific interventions are necessary to enhance and promote the mental health of HCWs so they can successfully cope with the circumstances of the pandemic.

한국 성인의 식생활평가지수 및 복부비만의 관계: 고감도 C-반응 단백질의 매개효과 (Association between Korean Healthy Eating Index and abdominal obesity in Korean adults: the mediating effect of high-sensitivity C-reactive protein)

  • 윤진아;신다연
    • Journal of Nutrition and Health
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    • 제57권1호
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    • pp.88-104
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    • 2024
  • 본 연구는 국민건강영양조사 2015년부터 2018년도 자료를 활용하여 우리나라 만 19세 이상 성인의 KHEI와 복부비만의 관련성 및 hs-CRP의 매개 효과를 분석한 연구이다. 한국 성인 남성의 경우 허리둘레 90 cm 이상, 여성은 허리둘레 85 cm 이상인 경우에 복부비만군으로 정의하였다. 남성에서 복부비만군은 2,587명, 정상군은 5,007명이였고 여성의 복부비만군은 2,869명, 정상군은 7,307명이였다. KHEI, hs-CRP, 복부비만의 연관성 분석에서는 모든 공변량을 보정하였을 때 남성의 KHEI는 복부비만과 유의한 연관이 없었지만, hs-CRP와 음의 연관성이 있었다. 여성의 경우, 복부비만과 hs-CRP 모두 음의 연관성이 관찰되었다. 또한, 남성과 여성에서 hs-CRP 위험군 (> 1.0 mg/L) 이 hs-CRP 정상군 (≤ 1.0 mg/L)보다 복부비만 유병률이 유의하게 높았다. Bootstrapping을 이용한 매개효과 분석에서는 KHEI와 복부비만 관계에서 hs-CRP가 매개 효과를 가지는 것으로 나타났으며 공변량을 단계적으로 보정하였을때 증가하는 양상이 나타났다. 결론적으로, 본 연구 결과는 균형잡힌 식생활를 통한 높은 식사의 질이 hs-CRP에 영향을 미쳐 복부비만 예방에 중요한 영향을 미칠 수 있음을 시사한다.

성인 당뇨병 환자의 소득수준에 따른 혈당, 당화혈색소, 혈압, 및 혈중지질 지표의 변화 추이 : 국민건강영양조사 1998~2014 분석 결과 (Trends in metabolic risk factors among patients with diabetes mellitus according to income levels: the Korea National Health and Nutrition Examination Surveys 1998~2014)

  • 조수경;박경
    • Journal of Nutrition and Health
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    • 제52권2호
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    • pp.206-216
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    • 2019
  • 본 연구는 당뇨병 환자들의 소득수준에 따라 대사위험지표 관리수준을 비교하고, 최근 관리 추이를 관찰하여 궁극적으로 당뇨병 환자들의 합병증 예방 관련 전략을 마련할 수 있는 기초자료를 마련하기 위하여 1998 ~ 2014년 국민건강영양조사 자료를 분석하였다. 국민건강영양조사에 참여한 조사대상자 중 당뇨병 환자이면서 본인의 질환을 인지하고 있는 대상자들을 추출하였고, 가구소득정보를 이용하여 세 그룹으로 분류하여 분석하였다. 당뇨병 환자들의 기본정보, 생활습관정보, 영양소 섭취 정보, 혈액지표 등은 건강설문조사, 영양조사, 검진조사를 통해 수집되었다. 자료 분석은 변수 특성에 따라 카이검정, 일원분산분석 등을 실시하였고, 다중선형회귀분석을 이용하여 혈압 및 혈액지표의 보정평균을 산출하였다. 당뇨환자들의 공복혈당, HbA1c 및 혈중지질 농도의 평균은 소득수준에 따라 유의적인 차이를 보이지 않았다. 조사기간인 1998년부터 2014년간의 16년 동안 대사위험지표 변화 추이를 살펴본 결과, 모든 그룹에서 혈압의 유의미한 감소 추세를 보였다 (p < 0.001). 소득이 가장 높은 그룹에서는 공복혈당 (p = 0.004), 총 콜레스테롤 (p < 0.001), LDL-콜레스테롤 농도 (p = 0.01)가 유의하게 감소하는 추이를 보였고, HDL-콜레스테롤 농도 (p < 0.001)는 유의하게 증가하는 추이를 보였다. 저소득층에서는 공복혈당 (p = 0.02), 총 콜레스테롤 (p < 0.001), 중성지방 농도 (p = 0.003)가 시간 경과에 따라 유의적으로 감소하는 경향을 보였다. 그러나 중간소득층에서는 혈압을 제외한 모든 대사 위험 인자에 유의적인 변화 추이가 발견되지 않았다. 결론적으로 당뇨병 환자의 소득수준에 따른 대사 위험 인자의 관리수준에는 차이가 없었다. 최근 16년의 관찰 기간 동안 소득이 가장 높은 그룹과 가장 낮은 그룹은 대사 위험 인자의 유의미한 개선 추이를 보였으나, 중간소득 그룹은 변화가 관찰되지 않았다. 본 연구는 당뇨병 환자들의 지표 관리에 대한 전략 마련과 효과적인 보건대책을 위한 기초자료로서 중요한 의미가 있다고 사료된다.

한국 여성의 탄수화물/지질 섭취가 대사증후군에 미치는 영향: 국민건강영양조사(2007-2016)를 중심으로 (Relationship of Carbohydrate and Fat Intake with Metabolic Syndrome in Korean Women: The Korea National Health and Nutrition Examination Survey (2007-2016))

  • 이재상;김유경;신우경
    • 한국가정과교육학회지
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    • 제35권1호
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    • pp.1-14
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    • 2023
  • 본 연구는 2007~2016 국민건강영양조사 자료를 이용하여 한국 여성의 탄수화물과 지방 섭취 수준에 따른 대사증후군 유병율에 대한 연관성을 파악하고자 실시하였다. 연구대상은 만 19~69세의 여성으로 임신 또는 수유중인 경우를 제외한 총 22,850명을 중심으로 분석하였다. 식이 섭취 조사는 24 시간 회상법을 이용하여 탄수화물과 지방의 섭취량에 따라 5가지 군으로 구분하였다. 교란 변수(연령, 가구소득, 흡연, 음주, 운동, 에너지 섭취량, 체질량 지수, 단백질 섭취량)을 통제한 후, 들을 통제한 후, 회귀분석과 일반 선형 모형으로 탄수화물 및 지방 섭취율에 따른 대사증후군 구성요소와의 관계를 분석하였다. 탄수화물을 가장 많이 섭취하는 군은 가장 적게 섭취하는 군에 비해 중성지방(p for trend=0.04), 허리둘레(p for trend<0.01), 그리고 수축기 혈압(p for trend<0.01) 이 유의하게 높았으며, HDL 콜레스테롤(p for trend<0.01)은 낮았다. 지방을 가장 많이 섭취하는 군은 적게 섭취하는 군에 비해 허리둘레(p for trend=0.02), 중성지방(p for trend<0.01), 그리고 수축기 혈압(p for trend<0.01)은 낮았던 반면, HDL 콜레스테롤(p for trend<0.01)은 더 높았다. 또한 탄수화물을 가장 많이 섭취하는 군에서 대사증후군 유병율이 나타났으며(5th quintile vs. 1st quintile, OR: 1.32; 95% CI: 1.11 to 1.57) 지방을 가장 많이 섭취한 군에서는 대사증후군 유병율이 더 적게(5th quintile vs. 1st quintile, OR: 0.73; 95% CI: 0.61 to 0.86) 나타났다. 연구 결과, 한국 여성에 있어서 과도한 탄수화물의 섭취와 적은 지방의 섭취는 대사증후군의 유병율과의 관계가 있음을 확인할 수 있었다.