Middle-aged

中年
  • 文章类型: Journal Article
    背景:高级类别的足球队数量有所增加。由于户外运动需要运动员暴露在阳光下,踢足球可能有助于维持维生素D储存和身体矿物质密度,同时预防骨质疏松症。本研究旨在确定中年绝经前女子足球运动员的骨密度和维生素D水平。
    方法:参与者是40多岁的绝经前女性。我们评估了第二至第四腰椎和股骨颈的骨密度,血清25-羟基维生素D(25-OHD)水平,这是维生素D储存的指标,和身体组成。此外,我们对运动习惯和生活方式进行了问卷调查.92名参与者被分为三组:足球组(n=27),排球组(n=40),和非运动组(n=25)。
    结果:足球和排球组的骨密度高于非运动组(P<0.01)。排球组腰椎和股骨颈骨密度明显高于非运动组(P<0.01)。足球组股骨颈骨密度明显高于非运动组(P<0.01)。尽管足球组的比赛时间少于排球组(P<0.01),足球组血清25-OHD水平最高,明显高于排球和非运动组(P<0.01)。
    结论:绝经前中年足球运动员体内维生素D水平和骨密度高于不运动的女性。这些结果表明,踢足球可能有助于预防骨质疏松症。
    背景:UMIN临床试验注册UMIN000054235.2024/04/23.追溯登记。
    BACKGROUND: The number of football teams in senior categories has increased. As outdoor sports entail players being exposed to sunlight, playing football may contribute to maintaining vitamin D stores and body mineral density while preventing osteoporosis. This study aimed to determine the bone mineral density and vitamin D levels in middle-aged premenopausal female football players.
    METHODS: Participants were premenopausal females in their 40s. We evaluated bone mineral density of the second to the fourth lumbar vertebrae and femoral neck, serum 25-hydroxy vitamin D (25-OHD) levels, which is an indicator of vitamin D stores, and body composition. In addition, we administered a questionnaire survey on exercise habits and lifestyle. Ninety-two participants were categorised into three groups: the football group (n = 27), volleyball group (n = 40), and non-exercise group (n = 25).
    RESULTS: Bone mineral density was higher in the football and volleyball groups than in the non-exercise group (P < 0.01). The volleyball group had a significantly higher bone mineral density of the lumbar spine and femoral neck than the non-exercise group (P < 0.01). The football group had a significantly higher bone mineral density of the femoral neck than the non-exercise group (P < 0.01). Although the football group had played fewer years than the volleyball group (P < 0.01), serum 25-OHD levels were the highest in the football group and were significantly higher than those in the volleyball and non-exercise groups (P < 0.01).
    CONCLUSIONS: Middle-aged premenopausal football players had higher body vitamin D levels and bone mineral densities than non-active females. These results suggest that playing football may contribute to the prevention of osteoporosis.
    BACKGROUND: UMIN Clinical Trials Registry UMIN000054235. 2024/04/23. Retrospectively registered.
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  • 文章类型: Journal Article
    老年人口的增加引起了对轻度认知障碍(MCI)的关注。睡眠障碍也会影响许多老年人,这表明了睡眠紊乱和大脑衰老的重要研究领域。这项基于人群的研究旨在调查几种睡眠指标与认知表现的关系。
    这项横断面研究集中在Ardakan衰老队列研究(ACSA)中50岁以上的成年人身上。在识字和不识字的个体中,使用简易精神状态检查(MMSE)和缩写心理测验评分(AMTS)评估MCI。使用匹兹堡睡眠质量指数(PSQI)收集睡眠特征,Epworth嗜睡量表,柏林问卷。采用logistic回归模型对数据进行分析。
    总的来说,包括3,380名识字者和1,558名文盲者。在这两组中,MCI患者的PSQI总体评分明显较高(p<0.05).此外,在有文化的人中,MCI患者出现睡眠呼吸紊乱和睡眠质量差的风险显著增高(p<0.05).在文盲中,睡眠潜伏期高于15分钟增加MCI的几率(p<0.05)。然而,调整所有变量后,只有睡眠时间超过8小时的识字个体患MCI的几率增加了66%(p=0.033).
    睡眠时间可能与伊朗老年人群的认知功能有关。我们的发现强调了考虑睡眠模式与认知健康的重要性。
    UNASSIGNED: The rise in the elderly population has brought attention to mild cognitive impairment (MCI). Sleep disorders also affect many older adults, indicating an important area of research for disturbed sleep and faster brain aging. This population-based study aimed to investigate the association of several sleep indicators with cognitive performance.
    UNASSIGNED: This cross-sectional study focused on adults over 50 in the Ardakan Cohort Study on Aging (ACSA). MCI was evaluated using the Mini-Mental State Examination (MMSE) and the Abbreviated Mental Test score (AMTS) in literate and illiterate individuals. Sleep characteristics were collected using the Pittsburgh Sleep Quality Index (PSQI), Epworth Sleepiness Scale, and Berlin questionnaire. The logistic regression models were used to analyze the data.
    UNASSIGNED: Overall, 3,380 literate and 1,558 illiterate individuals were included. In both groups, participants with MCI had a significantly higher PSQI global score (p < 0.05). Also, among the literate individuals, a significantly higher risk of having sleep-disordered breathing and poor sleep quality was observed in participants with MCI (p < 0.05). In illiterate individuals, higher sleep latency than 15 min increased odds of MCI (p < 0.05). However, after adjusting for all variables, only literate individuals with a sleep duration of more than 8 h had 66 percent increased odds of having MCI (p = 0.033).
    UNASSIGNED: Sleep duration might be associated with cognitive function in the older Iranian population. Our findings underscore the importance of considering sleep patterns in relation to cognitive health.
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  • 文章类型: Journal Article
    背景:心血管疾病(CVD)是一个主要的全球健康问题,主要由动脉粥样硬化引起。心理因素可能在CVD的发生和发展中起作用。然而,心理因素和动脉粥样硬化之间的关系是复杂的和知之甚少。这项研究,因此,旨在根据瑞典大型队列中的《生活要点8》,检查心理因素与(i)冠状动脉和颈动脉粥样硬化以及(ii)心血管健康的关联。
    方法:本研究利用了来自瑞典CARdioLumonic生物影像研究(SCAPIS)的数据,一个以人口为基础的大型项目,包括50至65岁的个人。分析了几个心理因素:一般压力,工作压力,财务压力,主要不良生活事件,控制源,感到沮丧,和抑郁症。通过冠状动脉计算机断层扫描血管造影(CCTA)和冠状动脉钙化(CAC)评分评估冠状动脉粥样硬化的狭窄程度。使用超声检查颈动脉粥样硬化。此外,使用美国心脏协会创建的“生命本质8”概念检查心血管健康,其中包括四种健康行为和四种健康因素。通过二项逻辑回归(动脉粥样硬化变量)和线性回归(生命要素8)检查相关性。
    结果:共有25,658名参与者被纳入研究。财务压力的存在,更高的控制源,抑郁与CCTA狭窄的几率增加弱相关,CAC≥1和颈动脉斑块的存在(所有比值比:1.10-1.21,95%CI:1.02-1.32)后调整性别,年龄,和研究网站。然而,在对社会经济因素和健康行为进行额外调整后,这些关联减弱,且无统计学意义.相反,我们观察到所有心理因素的最差类别与心血管健康之间的负相关(所有标准化β系数≤-0.033,p<0.001)。
    结论:虽然心理因素与动脉粥样硬化之间没有强烈且一致的关联,《生活要点8》显示,心理因素与心血管健康的一致关联可能与未来心血管疾病风险相关.然而,需要进一步的研究来阐明心理因素对动脉粥样硬化发展和心血管健康的长期影响.
    BACKGROUND: Cardiovascular disease (CVD) is a major global health issue, primarily caused by atherosclerosis. Psychological factors may play a role in the development and progression of CVD. However, the relationship between psychological factors and atherosclerosis is complex and poorly understood. This study, therefore, aimed to examine the association of psychological factors with (i) coronary and carotid atherosclerosis and (ii) cardiovascular health according to Life\'s Essential 8, in a large Swedish cohort.
    METHODS: This study utilized data from the Swedish CArdioPulmonary bioImage Study (SCAPIS), a large population-based project including individuals aged 50 to 65 years. Several psychological factors were analysed: general stress, stress at work, financial stress, major adverse life events, locus of control, feeling depressed, and depression. Coronary atherosclerosis was assessed as the degree of stenosis by coronary computed tomography angiography (CCTA) and coronary artery calcification (CAC) scores. Carotid atherosclerosis was examined using ultrasound. In addition, cardiovascular health was examined using the Life\'s Essential 8 concept created by the American Heart Association, which includes four health behaviors and four health factors. Associations were examined through binomial logistic regression (atherosclerosis variables) and linear regression (Life\'s Essential 8).
    RESULTS: A total of 25,658 participants were included in the study. The presence of financial stress, higher locus of control, and depression was weakly associated with increased odds of CCTA stenosis, CAC ≥ 1 and the presence of carotid plaques (all odds ratios: 1.10-1.21, 95% CI: 1.02-1.32) after adjusting for sex, age, and study site. However, these associations were attenuated and not statistically significant after additional adjustments for socioeconomic factors and health behaviors. Conversely, we observed inverse associations between the worst category for all psychological factors and cardiovascular health according to Life\'s Essential 8 score (all standardized β-Coefficient ≤-0.033, p < 0.001).
    CONCLUSIONS: While there were no strong and consistent associations between psychological factors and atherosclerosis, the consistent associations of psychological factors with cardiovascular health by Life\'s Essential 8 may have relevance for future CVD risk. However, further studies are needed to elucidate the long-term effects of psychological factors on atherosclerosis development and cardiovascular health.
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  • 文章类型: Journal Article
    本研究旨在调查中国汉族中年首发药物初治(FEDN)焦虑抑郁(AD)患者自杀企图的性别差异和危险因素。本研究共纳入1796例FEDN重度抑郁症患者,其中中年AD患者341例。我们比较了患病率,人口统计,男性和女性FEDN中年AD患者自杀未遂的临床特征。我们还使用二元逻辑回归分析探讨了该人群中自我报告自杀企图的危险因素。男女比例为91/250,发病年龄为51.50±4.13。我们的结果表明,在FEDNAD的中年患者中,自我报告的自杀未遂的患病率没有显着的性别差异。然而,我们确实发现自我报告的自杀未遂者和非自杀未遂者在几个人口统计学和临床特征方面存在显著差异.此外,严重的焦虑,通过汉密尔顿焦虑量表评分来衡量,被确定为女性中年AD患者自我报告自杀未遂的危险因素。此外,甲状腺过氧化物酶抗体(TPOAb)水平升高与男性AD患者自我报告的自杀未遂相关.我们的研究结果表明,在该人群中,自我报告的自杀未遂的患病率没有显着的性别差异,但中年AD患者自我报告的自杀未遂可能存在性别特异性危险因素.临床精神科医师需关注中年焦虑抑郁患者的甲状腺激素水平。
    This study aims to investigate sex differences and risk factors for self-reported suicide attempts among Chinese Han middle-aged patients with first-episode drug-naïve (FEDN) anxious depression (AD). A total of 1796 patients with FEDN major depressive disorder were enrolled in this study, including 341 middle-aged patients with AD. We compared the prevalence, demographics, and clinical characteristics of suicide attempts between male and female patients with FEDN middle-aged AD. We also explored the risk factors for self-reported suicide attempts in this population using binary logistic regression analysis. The male/female ratio was 91/250 and the age of onset was 51.50 ± 4.13. Our results showed that there were no significant sex differences in the prevalence of self-reported suicide attempts in middle-aged patients with FEDN AD. However, we did find significant differences in several demographic and clinical characteristics between self-reported suicide attempters and non-suicide attempters. Moreover, severe anxiety, measured by the Hamilton Anxiety Rating Scale score, was identified as a risk factor for self-reported suicide attempts in female middle-aged AD patients. Additionally, elevated thyroid peroxidase antibody (TPOAb) levels were linked to self-reported suicide attempts in male AD patients. Our findings suggest that there are no significant sex differences in the prevalence of self-reported suicide attempts in this population, but there may be sex-specific risk factors for self-reported suicide attempts in middle-aged AD. Clinical psychiatrists need to pay attention to thyroid hormone levels in middle-aged anxious depression.
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  • 文章类型: Journal Article
    成功适应肾移植患者的移植后生活至关重要。肾移植患者的心理社会需求与移植肾的健康密切相关。如果移植接受者不能适应移植的效果,他们的身心健康将受到严重损害。
    本研究的目的是基于Roy适应模型探讨中国中青年肾移植术后早期移植适应体验。
    使用半结构化访谈进行了定性描述性研究。2022年9月至2023年3月,通过目的性抽样,从中国一家三级医院招募了15名接受肾脏移植的年轻人和中年人。采用专题分析方法对数据进行分析。
    这项研究确定了4个主题:(1)生理功能的“双面”变化,(2)“黎明与黑暗”(对未来的感知情绪冲突),(3)角色功能适应冲突和损害,(4)社会孤立和应对的挑战。
    这项研究发现,肾移植的中青年早期移植后适应包括积极和消极的经历,这些发现可以为与成功的术后适应相关的研究提供新的见解。
    Successful adaptation to post-transplantation life in patients who have undergone kidney transplants is crucial. The psychosocial needs of people with kidney transplants are closely related to the health of the transplanted kidney. If transplant recipients cannot adapt to the effects of the transplant, their physical and mental health will be seriously impaired.
    The purpose of this study was to explore the early post-transplant adaptation experience of young and middle-aged persons with kidney transplants in China based on the Roy adaptation model.
    A qualitative descriptive study was conducted using semi-structured interviews. Fifteen young and middle-aged persons with kidney transplant were recruited from a tertiary hospital in China between September 2022 and March 2023 through purposive sampling. Data were analyzed using a thematic analysis approach.
    This study identified 4 themes: (1) \"two-sided\" changes in physiological functioning, (2) \"dawn and darkness\" (conflicting perceived emotions about the future), (3) role functioning adaptation conflict and impairment, and (4) social isolation and the challenges of coping.
    This study found that early post-transplant adaptation in young and middle-aged people with kidney transplant included both positive and negative experiences, and these findings can provide new insights into research related to successful post-operative adaptation.
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  • 文章类型: Journal Article
    背景:冠状动脉疾病(CAD)是最常见的心血管疾病(CVD),是发达国家和发展中国家的主要死亡原因。身体活动和营养行为是冠心病风险人群及其危险因素的可改变因素;因此,本研究旨在设计,工具,并评估基于社会认知理论对居住在阿巴斯港市的有CAD风险的中年人群的身体活动和营养行为的干预措施。
    方法:本研究将分三个阶段进行:定性,横截面,基于社区的干预。每周体力活动少于150分钟的中年人群,至少有一种其他CAD危险因素(高脂血症,高血压,糖尿病,超重和肥胖,吸烟)将被纳入研究。在定性研究阶段,将以最大的多样性选择参与者,目的是获得全面的信息,以澄清有关现象的性质和范围。横截面阶段旨在确定身体活动和营养行为的强度。通过分析从横截面阶段获得的数据,将确定体育活动和营养行为中社会认知理论的最重要结构,因此,将设计有效的干预措施。测试前-测试后干预研究的第三阶段将包括一个随机对照组。干预措施将是面对面会议和使用教育技术的结合。对照组中的个体将不进行教育干预。干预组中的人员将分两个阶段进行评估(在实施干预之前,和干预后3个月)。
    结论:本研究的结果可用作一项战略计划,以帮助政策制定者加强心血管疾病预防和管理替代方案,包括身体活动和营养行为作为其预防措施的一部分。
    BACKGROUND: Coronary artery disease (CAD) is the most common cardiovascular disease (CVD) and the main cause of mortality in developed and developing countries. Physical activity and nutritional behaviors are modifiable factors in people at the risk of CAD and its risk factors; thus, the present study aimed to design, implement, and evaluate an intervention based on the social cognitive theory for physical activity and nutritional behaviors in the middle-aged population at the risk of CAD residing in Bandar Abbas city.
    METHODS: The present study will be conducted in three phases: qualitative, cross-sectional, and community-based intervention. The middle-aged population with less than 150 minutes of physical activity a week with at least one other risk factor of CAD (hyperlipidemia, hypertension, diabetes, overweight and obesity, smoking) will be included in the study. In the qualitative phase of study, the participants will be selected with maximum diversity and with the aim of obtaining comprehensive information to clarify the nature and dimensions of the phenomenon in question. The cross-sectional phase aimed to determine the intensity of physical activity and nutritional behaviors. By analyzing the data obtained from the cross-sectional phase, the most important constructs of the social-cognitive theory in physical activity and nutritional behaviors will be determined, and accordingly, an effective intervention will be designed. The third phase of the pre-test-post-test intervention study will include a randomized control group. The interventions will be a combination of face-to-face meetings and the use of educational technologies. Individuals in the control group will not undergo the educational intervention. Those in the intervention group will be evaluated in two phases (before the implementation of the intervention, and 3 months after the intervention).
    CONCLUSIONS: The findings of the present study can be used as a strategic plan to help policy makers to strengthen CVD prevention and management alternatives to include physical activity and nutritional behavior as part of their preventive measures.
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  • 文章类型: Journal Article
    目的:先前关于睡眠持续时间之间关联的发现,睡眠持续时间的变化,和长期痴呆的风险是混合的。因此,我们的目的是调查中年睡眠时间之间的关系,它的变化,和痴呆症。
    方法:我们招募了41,731名日本人(40-71岁),并记录了他们在基线(1990-1994)的习惯性睡眠时间和5年的随访调查。睡眠持续时间的变化被计算为基线和5年测量之间的差异。我们使用长期护理保险制度(2007-2016年)确定了痴呆症。使用面积分层Cox模型计算痴呆的危险比(HR)和95%置信区间(CI)。
    结果:在360,389人年中,4621名参与者表现出痴呆症。3-5h与睡眠7h相比,痴呆的多变量HR为1.13(95%CI:0.98-1.30),0.93(0.85-1.02)持续6小时,1.06(0.99-1.14)持续8小时,1.13(1.01-1.27)持续9小时,和1.40(1.21-1.63),持续10-12小时,呈J形(p为线性<0.001和二次<0.001)。对于它的变化,与无变化相比,降低≥2小时的HR为1.02(0.90-1.16),下降1小时0.95(0.88-1.03),增加1小时为1.00(0.91-1.09),和1.37(1.20-1.58)增加≥2小时。在初始睡眠持续时间≤7小时的个体中观察到睡眠持续时间减少的正相关,但在≥8小时的人群中并非如此(相互作用的p=0.007)。
    结论:长且睡眠时间延长与痴呆风险增加相关。
    OBJECTIVE: Previous findings on the association between sleep duration, changes in sleep duration, and long-term dementia risk were mixed. Thus, we aimed to investigate the association between midlife sleep duration, its change, and dementia.
    METHODS: We recruited 41,731 Japanese (40-71 years) and documented their habitual sleep duration at baseline (1990-1994) and a 5-year follow-up survey. Changes in sleep duration were calculated as differences between baseline and 5-year measurements. We identified dementia using the Long-Term Care Insurance system (2007-2016). Hazard ratios (HRs) and 95% confidence intervals (CIs) of dementia were calculated using the area-stratified Cox model.
    RESULTS: During 360,389 person-years, 4621 participants exhibited dementia. The multivariable HRs of dementia compared with 7 h of sleep were 1.13 (95% CI: 0.98-1.30) for 3-5 h, 0.93 (0.85-1.02) for 6 h, 1.06 (0.99-1.14) for 8 h, 1.13 (1.01-1.27) for 9 h, and 1.40 (1.21-1.63) for 10-12 h with a J-shaped fashion (p for linear < 0.001 and quadratic < 0.001). For its change, the HRs compared with no change were 1.02 (0.90-1.16) for decreased ≥2 h, 0.95 (0.88-1.03) for decreased 1 h, 1.00 (0.91-1.09) for increased 1 h, and 1.37 (1.20-1.58) for increased ≥2 h. The positive association for decreased sleep duration was observed in individuals with an initial sleep duration of ≤7 h, but not in those with ≥8 h (p for interaction = 0.007).
    CONCLUSIONS: Long and increased sleep duration was associated with a higher risk of dementia.
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  • 文章类型: Journal Article
    血糖和骨折之间的关联在人群中并不一致。在日本接受健康检查的中老年男性中,五年后的血糖与骨折有关,分别。针对血糖的骨折警报对中老年人至关重要。
    目的:关于血糖作为骨折风险标志物的证据尚未在不同人群中得到充分研究,也没有对中年日本人的研究。我们旨在确定中老年日本男性的血糖状况与自我报告骨折之间的关系。
    方法:使用日本多机构协作队列(J-MICC)冈崎研究的数据。基线体检时测量的血红蛋白A1c(HbA1c)和空腹血糖(FPG)与五年后质疑的骨折相关。对中老年受访者进行了分析。
    结果:HbA1c分为290(11.8%),HbA1c≥6.5%,HbA1c<6.5%,HbA1c分为2165(88.2%)。与HbA1c<6.5的组相比,HbA1c≥6.5%的组的骨折风险比值比为3.46(95%置信区间(CI),模型1中的1.75-6.84)(经年龄调整)和模型2中的3.60(95%CI,1.77-7.34)(经各种混杂因素调整)。这些关联也在中老年人中观察到,而未观察到FPG的关联。
    结论:在接受过体检的日本男性中,HbA1c为6.5%或更高的患者发生骨折的风险更高,针对HbA1c的骨折警报对中老年人至关重要。
    The association between blood glucose and fractures is not consistent across populations. Blood glucose was associated with fractures five years later in middle-aged and elderly men who underwent health examinations in Japan, respectively. Blood glucose-targeted fracture alerts are crucial for middle-aged and elderly individuals.
    The evidence on blood glucose as a fracture risk marker has not been adequately examined in various populations, and there are no studies in middle-aged Japanese. We aimed to determine the association between blood glucose status and self-report fractures among middle-aged and elderly Japanese men.
    The data from the Japan Multi-Institutional Collaborative Cohort (J-MICC) Okazaki Study were used. Hemoglobin A1c (HbA1c) and fasting plasma glucose (FPG) measured at baseline physical examinations were examined for association with fractures questioned five years later. Analyses were performed for the middle-aged and elderly respondents.
    The HbA1c was dichotomized into 290 (11.8%) with HbA1c ≥ 6.5% and 2165 (88.2%) with HbA1c < 6.5%. Compared to the group with an HbA1c < 6.5, the odds ratio for the risks of fracture among the group with an HbA1c ≥ 6.5% were 3.46 (95% confidence interval (CI), 1.75-6.84) in Model 1 (adjusted for age) and 3.60 (95% CI, 1.77-7.34) in Model 2 (adjusted for various confounding factors). These associations were also observed in both middle-aged and elderly generations, whereas no association was observed for FPG.
    Among Japanese men who have undergone physical examinations, those with an HbA1c of 6.5% or higher are at higher risk for fractures, and HbA1c-targeted fracture alerts are crucial for middle-aged and elderly individuals.
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  • 文章类型: Journal Article
    睡眠对人体所有功能以及大脑功能都至关重要。睡眠量不足和睡眠质量差已被证明直接影响认知功能,尤其是记忆。本研究的主要目的是在中年希腊人群中横向调查睡眠质量与认知能力的关系,其次是在较小的参与者群体中前瞻性地检查这种关系。
    来自Epirus健康研究队列的2112名年龄在25-70岁(平均:46.7±11.5)的健康成年人被纳入分析,其中312人参与了二级前瞻性分析。通过匹兹堡睡眠质量指数(PSQI)量表测量睡眠质量,并通过三项神经心理学测试在主要横断面分析中评估认知能力。即口语流利度测试,逻辑记忆测试和跟踪测试,在带有在线版本的波斯纳提示任务的二次前瞻性分析中,情感识别任务,Corsi封锁任务和Stroop任务.统计分析是使用多变量线性回归模型进行调整的年龄,性别,教育,体重指数和饮酒量。
    注意力/处理速度是与PSQI评分交叉相关的唯一认知领域。具体来说,自我报告睡眠质量更好的参与者在示踪测试-A部分中表现更快(β=0.272秒,95%CI0.052,0.493)。
    需要进一步的研究来阐明睡眠质量与认知的关系,特别是在仍处于生产性工作年限的中年人中。
    UNASSIGNED: Sleep is essential to all human body functions as well as brain functions. Inadequate sleep quantity and poor sleep quality have been shown to directly affect cognitive functioning and especially memory. The primary aim of the present study was to investigate the association of sleep quality with cognitive abilities cross-sectionally in a middle-aged Greek population and secondarily to examine this association prospectively in a smaller group of these participants.
    UNASSIGNED: A total of 2112 healthy adults aged 25-70 years (mean: 46.7±11.5) from the Epirus Health Study cohort were included in the analysis and 312 of them participated in secondary prospective analysis. Sleep quality was measured by the Pittsburgh Sleep Quality Index (PSQI) scale and cognition was assessed in primary cross-sectional analyses with three neuropsychological tests, namely the Verbal Fluency test, the Logical Memory test and the Trail Making test, and in secondary prospective analyses with online versions of Posner cueing task, an emotional recognition task, the Corsi block-tapping task and the Stroop task. Statistical analysis was performed using multivariable linear regression models adjusted for age, sex, education, body mass index and alcohol consumption.
    UNASSIGNED: Attention/processing speed was the only cognitive domain associated cross-sectionally with PSQI score. Specifically, participants with better self-reported sleep quality performed faster on the Trail Making Test - Part A (β= 0.272 seconds, 95% CI 0.052, 0.493).
    UNASSIGNED: Further studies are needed to clarify the association of sleep quality with cognition, especially in middle-aged people that are still in productive working years.
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  • 文章类型: Journal Article
    背景:在人口老龄化的背景下,医疗保健技术的进步,对健康老龄化和更高的生活质量(QOL)的兴趣与日俱增,已经成为公共卫生的焦点,尤其是中年人。
    方法:本研究使用机器学习技术为韩国中年成年人(N=4,048;年龄30-55岁)的QOL提供了最佳预测模型。通过多阶段分层整群抽样对基于社区的韩国人口数据进行抽样。调查了21个与个体因素和各种生活方式相关的变量。QOL使用简短形式健康调查(SF-12)进行评估,并分类为总QOL,物理元件得分(PCS),和心理成分评分(MCS)。七种机器学习算法用于预测QOL:决策树,高斯朴素贝叶斯,k-最近邻,逻辑回归,极端梯度增强,随机森林,和支持向量机。使用合成少数过采样技术(SMOTE)解决了数据不平衡。随机森林用于比较特征重要性并可视化每个变量的重要性。
    结果:为了预测生活质量恶化,随机森林方法表现出最高的性能。使用SMOTE的随机森林算法显示了总QOL(0.822)的接收器操作特性(AUC)下的最高区域,PCS(0.770),和MCS(0.786)。应用数据,SMOTE将模型性能提高了0.111AUC。尽管特征重要性在三个QOL指数中有所不同,压力和睡眠质量被确定为最有效的QOL预测因子。随机森林在中年成年人中产生了最准确的QOL预测;该模型表明,压力和睡眠质量管理对于改善QOL至关重要。
    结论:结果强调需要为中年人制定一项健康管理计划,以实现QOL的多学科管理。
    In the context of population aging, advances in healthcare technology, and growing interest in healthy aging and higher quality of life (QOL), have gained central focus in public health, particularly among middle-aged adults.
    This study presented an optimal prediction model for QOL among middle-aged South Korean adults (N = 4,048; aged 30-55 years) using a machine-learning technique. Community-based South Korean population data were sampled through multistage stratified cluster sampling. Twenty-one variables related to individual factors and various lifestyle patterns were surveyed. QOL was assessed using the Short Form Health Survey (SF-12) and categorized into total QOL, physical component score (PCS), and mental component score (MCS). Seven machine-learning algorithms were used to predict QOL: decision tree, Gaussian Naïve Bayes, k-nearest neighbor, logistic regression, extreme gradient boosting, random forest, and support vector machine. Data imbalance was resolved with the synthetic minority oversampling technique (SMOTE). Random forest was used to compare feature importance and visualize the importance of each variable.
    For predicting QOL deterioration, the random forest method showed the highest performance. The random forest algorithm using SMOTE showed the highest area under the receiver operating characteristic (AUC) for total QOL (0.822), PCS (0.770), and MCS (0.786). Applying the data, SMOTE enhanced model performance by up to 0.111 AUC. Although feature importance differed across the three QOL indices, stress and sleep quality were identified as the most potent predictors of QOL. Random forest generated the most accurate prediction of QOL among middle-aged adults; the model showed that stress and sleep quality management were essential for improving QOL.
    The results highlighted the need to develop a health management program for middle-aged adults that enables multidisciplinary management of QOL.
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