Generalized additive model

广义加性模型
  • 文章类型: Journal Article
    我们检查了美国600个空气监测站的PM2.5和危险测绘系统烟雾羽流卫星数据,以识别2018-2023年所有5月至9月的14.0%的表面烟雾,由于加州火灾,2020年和2021年的影响很大,和2023年,由于加拿大火灾。与不吸烟日相比,吸烟日的PM2.5平均多11μgm-3,最大每日8小时平均(MDA8)O3浓度高8ppb,它们还占超过每日PM2.5卫生标准(35μgm-3)的所有天数的94%和超过O3卫生标准(70ppb)的所有天数的36%。为了估计烟雾对O3MDA8的贡献,使用非烟雾日数据和多达8个预测因子为每个站点建立了广义加和模型(GAM)。非吸烟日数据的GAM残差的平均值和标准偏差为0±6.1ppb,吸烟日数据为4.3±7.9ppb,表明MDA8O3在烟雾日显着增强。我们在72%的吸烟日发现了阳性残差,这些天,我们计算出烟雾对O3MDA8的平均贡献为7.8±6.0ppb。在6年的时间里,美国大陆烟雾导致的超标天数占所有超标天数的25%,最高的是2023年(38%)。2023年,美国中部经历了异常多的超限天数,1522年,其中52%受到烟雾的影响,虽然美国东部的超常天数较少,288,其中78%受到烟雾的影响。我们的结果表明,野地大火是PM2.5和O3基于健康的国家空气质量标准超标的原因。
    We examined PM2.5 and Hazard Mapping System smoke plume satellite data at ∼600 United States (US) air monitoring stations to identify surface smoke on 14.0% of all May-September days for 2018-2023, with large influences in 2020 and 2021, due to California fires, and 2023, due to Canadian fires. Days with smoke have an average of 11 μg m-3 more PM2.5 and 8 ppb higher maximum daily 8 h average (MDA8) O3 concentrations than nonsmoke days, and they also account for 94% of all days that exceed the daily PM2.5 health standard (35 μg m-3) and 36% of all days that exceed the O3 health standard (70 ppb). To estimate the smoke contributions to the O3 MDA8, Generalized Additive Models (GAMs) were built for each site using the nonsmoke day data and up to 8 predictors. The mean and standard deviation of the residuals from the GAMs were 0 ± 6.1 ppb for the nonsmoke day data and 4.3 ± 7.9 ppb for the smoke day data, indicating a significant enhancement in the MDA8 O3 on smoke days. We found positive residuals on 72% of the smoke days and for these days, we calculate an average smoke contribution to the O3 MDA8 of 7.8 ± 6.0 ppb. Over the 6 year period, the percentage of exceedance days due to smoke in the continental US was 25% of all exceedance days, and the highest was in 2023 (38%). In 2023, the Central US experienced an unusually high number of exceedance days, 1522, with 52% of these impacted by smoke, while the Eastern US had fewer exceedance days, 288, with 78% of these impacted by smoke. Our results demonstrate the importance of wildland fires as contributors to exceedances of the health-based national air quality standards for PM2.5 and O3.
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  • 文章类型: Journal Article
    由于类固醇对诊断内分泌失调至关重要,缺乏对影响激素水平的因素的研究使得解释结果变得困难。我们的研究旨在评估分析前程序的稳定性以及使用现实世界数据的荷尔蒙生理波动的影响。该数据集是使用来自个体的12,418条记录创建的,这些个体的类固醇激素测量是在2019年9月至2024年3月期间在我们的实验室进行的。我们使用经过充分验证的液相色谱和串联质谱技术常规测量了血浆中的22种类固醇激素。归一化转换后,离群值去除,和z分数归一化,构建了广义相加模型来评估预分析稳定性和年龄,性别,和样本时间依赖的荷尔蒙波动。大多数激素随着年龄的增长表现出显著的变异性,特别是类固醇激素前体,性激素,和某些皮质类固醇如醛固酮。18-羟基皮质醇,18-氧皮质醇,性激素在男性和女性之间有所不同。某些激素水平,包括皮质醇,可的松,11-脱氧皮质醇,18-羟基皮质醇,18-氧皮质醇,皮质酮,醛固酮,estrone,睾丸激素,双氢睾酮,硫酸脱氢表雄酮,11-酮雌酮,和11-羟基睾酮,随采样时间波动。此外,孕烯醇酮和孕酮水平在取样后1小时内下降,孕烯醇酮在离心后4度的储存时间变得不稳定,而其他激素水平在不离心或离心样品后的短时间内保持相对稳定。这是首次使用真实世界数据来评估血浆激素的分析前稳定性并评估生理因素对类固醇激素的影响。
    Since steroids are crucial for diagnosing endocrine disorders, the lack of research on factors that affect hormone levels makes interpreting the results difficult. Our study aims to assess the stability of the pre-analytical procedure and the impact of hormonal physiological fluctuations using real-world data. The datasets were created using 12,418 records from individuals whose steroid hormone measurements were taken in our laboratory between September 2019 and March 2024. 22 steroid hormones in plasma by a well-validated liquid chromatography tandem mass spectrometry method were measured. After normalization transformation, outlier removal, and z-score normalization, generalized additive models were constructed to evaluate preanalytic stability and age, sex, and sample time-dependent hormonal fluctuations. Most hormones exhibit significant variability with age, particularly steroid hormone precursors, sex hormones, and certain corticosteroids such as aldosterone. 18-hydroxycortisol, 18-oxocortisol. Sex hormones varied between males and females. Levels of certain hormones, including cortisol, cortisone, 11-deoxycortisol, 18-hydroxycortisol, 18-oxocortisol, corticosterone, aldosterone, estrone, testosterone, dihydrotestosterone, dehydroepiandrosterone sulfate, 11-ketotestosterone, and 11-hydroxytestosterone, fluctuated with sampling time. Moreover, levels of pregnenolone and progesterone decreased within 1 hour of sampling, with pregnenolone becoming unstable with storage time at 4 degrees after centrifugation, while other hormone levels remained relatively stable for a short period of time without or after centrifugation of the sample. This is the first instance real-world data has been used to assess the pre-analytic stability of plasma hormones and to evaluate the impact of physiological factors on steroid hormones.
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  • 文章类型: Journal Article
    背景:仅在少数研究中检查了化学暴露与估计的肾小球滤过率(eGFR)之间的不一致关系。我们调查了一项代表性研究中招募的361名个体中对羟基苯甲酸酯暴露与肾功能指标之间的关联。
    方法:尿对羟基苯甲酸酯的水平,包括对羟基苯甲酸甲酯(MeP),对羟基苯甲酸乙酯(EtP),对羟基苯甲酸丙酯(PrP),和对羟基苯甲酸丁酯(BuP),使用UPLC-MS/MS进行测量。使用多元逻辑回归和贝叶斯内核机回归(BKMR)评估对羟基苯甲酸酯暴露与肾功能指标之间的关联。
    结果:成人组的尿对羟基苯甲酸酯的中位数水平明显高于次要组,也就是说,397vs.148ng/mL的MeP,38.8vs.EtP为13.6ng/mL,117vs.PrP为57.7ng/mL,和6.61vs.对于BuP为2.79ng/mL(所有P<0.001)。在成人组中,多变量回归模型证实白蛋白-肌酐比值与尿MeP(β=0.580)和BUN(β=0.061)呈正相关,eGFR(β=-0.051)与尿EtP呈负相关(均P<0.001)。在成人组中,与最低三元组相比,尿EtP水平的第三三分位数(T3)的调整比值比表明eGFR异常的风险增加了3.08倍,其次是第二个三分位数(T2),风险增加2.63倍。广义加性模型(GAM)和BKMR模型显示尿EtP水平与早期CKD呈非线性相关,以及降低eGFR。我们观察到尿对羟基苯甲酸酯对eGFR的显著正累积效应,和尿EtP与eGFR异常的显着正单一暴露效果。
    结论:我们发现暴露于EtP与高BUN水平和eGFR降低的风险之间存在显著关联。
    BACKGROUND: The inconsistent relationship between chemical exposure and estimated glomerular filtration rate (eGFR) has been examined in only a few studies. We investigated the association between paraben exposure and indicators of renal function in a total of 361 individuals recruiting from a representative study.
    METHODS: The levels of urinary parabens, including methylparaben (MeP), ethylparaben (EtP), propylparaben (PrP), and butylparaben (BuP), were measured using UPLC-MS/MS. The association between paraben exposure and indices of renal function was assessed using multiple logistic regression and Bayesian Kernel Machine Regression (BKMR).
    RESULTS: The median levels of urinary parabens in the adult group were significantly higher than those in the minor group, that is, 397 vs. 148 ng/mL for MeP, 38.8 vs. 13.6 ng/mL for EtP, 117 vs. 57.7 ng/mL for PrP, and 6.61 vs. 2.79 ng/mL for BuP (all P < 0.001). In the adult group, multivariate regression models confirmed a positive association between the albumin-to-creatinine ratio and urinary MeP (β = 0.580) and a positive association of BUN (β = 0.061) and a negative association of eGFR (β = -0.051) with urinary EtP (all P < 0.001). In the adult group, compared with the lowest tertile group, the adjusted odds ratio in the third tertile (T3) of urinary EtP levels indicated a 3.08 times increased risk of eGFR abnormalities, followed by the second tertile (T2) with a 2.63 times increased risk. The generalized additive model (GAM) and BKMR models showed a non-linear correlation between urinary EtP levels and early CKD, as well as reduced eGFR. We observed a significant positive cumulative effect of urinary paraben on eGFR, and a significant positive single exposure effect of urinary EtP with eGFR abnormality.
    CONCLUSIONS: We found a significant association between exposure to EtP and an increased risk of high BUN levels and decreased eGFR.
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  • 文章类型: Journal Article
    目的:先前的研究表明,关于肥胖和骨质疏松之间的关系的观点相互矛盾。部分原因是肥胖分类的变化和这些关系的非线性性质。这项研究调查了肥胖指数与骨质疏松症之间的关系,使用双能X射线吸收法(DXA)诊断,采用非线性模型并提供最佳阈值以防止骨矿物质密度进一步下降。
    方法:2019年,一项前瞻性研究招募了50岁以上的男性和绝经后的女性。人体测量,血液生物化学,收集通过DXA测量的骨质疏松症。使用广义加性模型和分段回归模型分析肥胖指数与骨质疏松症之间的关联。
    结果:该研究包括872名女性和1321名男性。腹部容积指数(AVI)等指标,内脏肥胖指数(VAI),腰围(WC),臀围,体重指数(BMI),腰臀比,腰围与身高比(WHtR)与骨质疏松呈负相关.在女性中,骨质疏松症的风险与肥胖指数之间的关系呈U型,阈值为WC=94厘米,考虑到骨密度的变化,AVI=17.67cm2,BMI=25.74kg/m2,VAI=4.29,WHtR=0.61。相反,男性表现出逆关联的线性模式。
    结论:肥胖和肥胖对骨质疏松症的影响在男女之间有显著差异。在绝经后的女性中,关系是非线性的(U形),非常低和非常高的肥胖与更高的骨质疏松症风险相关。在50岁以上的男性中,这种关系是线性的,与较高的肥胖与较低的骨质疏松症风险相关。研究表明,保持特定的肥胖水平可以帮助预防绝经后妇女的骨质疏松症。
    OBJECTIVE: Previous research shows conflicting views on the relationship between obesity and osteoporosis, partly due to variations in obesity classification and the nonlinear nature of these relationships. This study investigated the association between adiposity indices and osteoporosis, diagnosed using dual-energy X-ray absorptiometry (DXA), employing nonlinear models and offering optimal thresholds to prevent further bone mineral density decline.
    METHODS: In 2019, a prospective study enrolled males over 50 years and postmenopausal women. Anthropometric measurements, blood biochemistry, and osteoporosis measured by DXA were collected. Associations between adiposity indices and osteoporosis were analyzed using a generalized additive model and segmented regression model.
    RESULTS: The study included 872 women and 1321 men. Indices such as abdominal volume index (AVI), visceral adiposity index (VAI), waist circumference (WC), hip circumference, body mass index (BMI), waist-to-hip ratio, and waist-to-height ratio (WHtR) were inversely associated with osteoporosis. In women, the relationship between the risk of osteoporosis and the adiposity indices was U-shaped, with thresholds of WC = 94 cm, AVI = 17.67 cm2, BMI = 25.74 kg/m2, VAI = 4.29, and WHtR = 0.61, considering changes in bone mineral density. Conversely, men exhibited a linear patterns for the inverse association.
    CONCLUSIONS: The impact of obesity and adiposity on osteoporosis varies significantly between women and men. In postmenopausal women, the relationship is nonlinear (U-shaped), with both very low and very high adiposity linked to higher osteoporosis risk. In men over 50, the relationship is linear, with higher adiposity associated with lower osteoporosis risk. The study suggests that maintaining specific levels of adiposity could help prevent osteoporosis in postmenopausal women.
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  • 文章类型: Journal Article
    在这种人口统计学中,探索膳食核黄素摄入与认知能力下降之间联系的研究是有限的。我们的目的是研究核黄素摄入水平与认知能力下降之间的关系。
    在此横截面分析中使用了2011年至2014年的国家健康和营养检查调查(NHANES)数据。建立阿尔茨海默病测试注册表的联盟Word学习延迟召回试验(DR),数字符号替换测试(DSST),动物流畅性测试(AFT)和Z测试用于评估认知表现。多元逻辑回归,我们进行了限制性三次样条和亚组分析,以评估核黄素摄入与认知功能下降之间的关联.
    该研究共包括2255名患者,其中47.9%是男性。认知功能下降的发生率为23.8%。调整所有选定的协变量后,我们发现,在美国成年人中,高核黄素摄入与较低的认知障碍风险相关.当核黄素摄入量被用作分类变量时,与摄入量最低的相比,DR试验中核黄素摄入量最高的个体的比值比(OR),后测试,DSST检验和Z检验为0.73(95%CI:0.53~1),0.68(95%CI:0.49-0.96),0.53(95%CI:0.37-0.77)和0.56(95%CI:0.39-0.8)。该研究还发现核黄素摄入与认知能力下降之间存在L形关联,拐点约为2.984mg/d。
    我们在美国老年人的全国样本中进行的横断面研究表明,饮食中的核黄素摄入与认知能力下降呈负相关。
    UNASSIGNED: Research exploring the link between dietary riboflavin intake and cognitive decline in this demographic is limited. Our aim was to examine the association between riboflavin intake levels and cognitive decline.
    UNASSIGNED: The National Health and Nutrition Examination Survey (NHANES) data from 2011 to 2014 were utilized in this cross-sectional analysis. The Consortium to Establish a Registry for Alzheimer\'s Disease test Word Learning delayed recall trial (DR), Digit Symbol Substitution Test (DSST), Animal Fluency Test(AFT) and Z test were used to evaluate cognitive performance. Multivariate logistic regression, restricted cubic spline and subgroup analysis were performed to evaluate the associations between riboflavin intake and cognitive decline.
    UNASSIGNED: The study included a total of 2255 patients, with 47.9% being male. The incidence of cognitive decline was 23.8%. After adjusting for all selected covariates, we found that high riboflavin intake was associated with a lower risk of cognitive impairment in adults in the United States. When riboflavin intake was used as a Categorical variable, compared to those with the lowest intake, the odds ratio (OR) of individuals with the highest riboflavin intake for DR test, AFT test, DSST test and Z test were 0.73 (95% CI: 0.53~1), 0.68(95% CI: 0.49-0.96),0.53(95% CI: 0.37-0.77) and 0.56(95% CI: 0.39-0.8). The study also found an L-shaped association between riboflavin intake and cognitive decline, with an inflection point at approximately 2.984 mg/d.
    UNASSIGNED: Our cross-sectional study in a nationwide sample of American old adults suggests that dietary riboflavin intake was negative associated with cognitive decline.
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  • 文章类型: Journal Article
    植物物候是反映气候变化对生态系统影响的重要指标。我们利用近地表遥感持续监测植被物候,即,2020年3月至2022年11月,中国黄土高原沟壑地区的PhenoCam。在每个图像中,选择了三个感兴趣的区域(ROI)来代表不同类型的植被(灌木丛,Arbor,和草原),并在每个ROI内计算了五个植被指数。结果表明,绿色色坐标(GCC),超额绿色指数(ExG),和植被对比指数(VCI)都很好地捕捉到了植被绿度的季节性变化。PhenoCam捕获了不同植被的季节性轨迹,反映了植被生长的差异。这种差异可能受到外部非生物环境因素的影响。我们用广义加性模型(GAM)分析了GCC系列对环境变量的非线性响应。我们的结果表明,土壤温度是影响黄土沟壑地区植物物候的重要驱动因素,特别是灌丛对土壤温度变化表现出显著的非线性响应。由于黄土高原小尺度的原位物候监测实验还比较少见,为进一步了解黄土高原植被物候变化和生态系统功能提供了参考。
    Plant phenology is an important indicator of the impact of climate change on ecosystems. We have continuously monitored vegetation phenology using near-surface remote sensing, i.e., the PhenoCam in a gully region of the Loess Plateau of China from March 2020 to November 2022. In each image, three regions of interest (ROIs) were selected to represent different types of vegetation (scrub, arbor, and grassland), and five vegetation indexes were calculated within each ROI. The results showed that the green chromatic coordinate (GCC), excess green index (ExG), and vegetation contrast index (VCI) all well-captured seasonal changes in vegetation greenness. The PhenoCam captured seasonal trajectories of different vegetation that reflect differences in vegetation growth. Such differences may be influenced by external abiotic environmental factors. We analyzed the nonlinear response of the GCC series to environmental variables with the generalized additive model (GAM). Our results suggested that soil temperature was an important driver affecting plant phenology in the Loess gully region, especially the scrub showed a significant nonlinear response to soil temperature change. Since in situ phenology monitoring experiments of the small-scale on the Loess Plateau are still relatively rare, our work provides a reference for further understanding of vegetation phenological variations and ecosystem functions on the Loess Plateau.
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  • 文章类型: Journal Article
    根据对非洲国家COVID-19病例低估的研究,在爆发初期,很少或没有控制措施时,平均每日病例报告率仅为5.37%。在这项工作中,我们旨在确定病例报告的决定因素,并使用病例报告率和重要决定因素对非洲国家进行分类.
    我们使用上一篇论文中估计的54个非洲国家的COVID-19每日病例报告率作为应对变量,并使用人口统计学中的34个变量,社会经济,宗教,教育,和公共卫生类别作为预测指标。我们采用了广义加性模型,该模型具有连续预测因子的三次样条和分类预测因子的线性关系,以识别重要的协变量。此外,我们对所有国家的报告率和显著的连续协变量进行了主成分层次聚类(HCPC)分析.
    确定了21个协变量与COVID-19病例检测显着相关:总人口,城市人口,中位年龄,预期寿命,GDP,民主指数,腐败,语音问责,社交媒体,互联网过滤,航空运输,人类发展指数,识字,伊斯兰教人口,医生的数量,护士人数,全球卫生安全,疟疾发病率,糖尿病发病率,降低呼吸系统和心血管疾病的患病率。HCPC导致了54个非洲国家的三个主要集群:北部,南部和中部基本上,北方有最好的早期病例检测,其次是南部和中部。
    总的来说,与中部相比,北部和南部非洲的早期COVID-19病例识别更好。有一些人口统计,社会经济,与早期病例发现显着相关的公共卫生因素。
    UNASSIGNED: According to study on the under-estimation of COVID-19 cases in African countries, the average daily case reporting rate was only 5.37% in the initial phase of the outbreak when there was little or no control measures. In this work, we aimed to identify the determinants of the case reporting and classify the African countries using the case reporting rates and the significant determinants.
    UNASSIGNED: We used the COVID-19 daily case reporting rate estimated in the previous paper for 54 African countries as the response variable and 34 variables from demographics, socioeconomic, religion, education, and public health categories as the predictors. We adopted a generalized additive model with cubic spline for continuous predictors and linear relationship for categorical predictors to identify the significant covariates. In addition, we performed Hierarchical Clustering on Principal Components (HCPC) analysis on the reporting rates and significant continuous covariates of all countries.
    UNASSIGNED: 21 covariates were identified as significantly associated with COVID-19 case detection: total population, urban population, median age, life expectancy, GDP, democracy index, corruption, voice accountability, social media, internet filtering, air transport, human development index, literacy, Islam population, number of physicians, number of nurses, global health security, malaria incidence, diabetes incidence, lower respiratory and cardiovascular diseases prevalence. HCPC resulted in three major clusters for the 54 African countries: northern, southern and central essentially, with the northern having the best early case detection, followed by the southern and the central.
    UNASSIGNED: Overall, northern and southern Africa had better early COVID-19 case identification compared to the central. There are a number of demographics, socioeconomic, public health factors that exhibited significant association with the early case detection.
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  • 文章类型: Journal Article
    探讨职业足球运动员的身体和技术表现的动态以及各年龄段的变化。比赛统计数据是从中国超级联赛十个赛季(2012-2021年)的1900场比赛中收集的。广义加法模型在包括技术和物理变量在内的12个关键绩效指标中可视化了与年龄相关的趋势。揭示了以快速早期下降为特征的非线性轨迹,稳定的高峰期和加速的后期减少。身体指标从20年代初开始逐渐下降,然后短暂稳定,然后在30年代后进一步下降。相反,技术指标逐渐改善到20年代末和30年代初,然后再次下降。这项研究提供了新的证据,表明足球表现随着年龄的增长而非线性变化。有针对性的培训和发展战略应针对不同职业阶段的具体需求。
    To explore the dynamics in physical and technical performance of professional football players and changes across age groups. Match statistics were collected from 1900 games across ten seasons (2012-2021) in the Chinese Super League. Generalized additive models visualized age-related trends in 12 key performance indicators including technical and physical variables. Revealed nonlinear trajectories characterized by rapid early declines, stable peak periods and accelerated late decreases. Physical indicators decreased progressively from the early 20 s before stabilizing briefly then declining further after 30. Conversely, technical metrics gradually improved into the late 20 s and early 30 s prior to decreasing again. This study provides novel evidence that football performance changes nonlinearly across age. Targeted training and development strategies should be tailored to the specific needs of different career stages.
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  • 文章类型: Journal Article
    空气污染物和温度是对公众健康的重大威胁,环境因素之间的复杂联系及其相互作用危害呼吸系统疾病。本研究旨在分析定西市大气污染物和气象因素对呼吸系统疾病的影响及其协同作用,中国西北部的一座城市,从2018年到2020年,使用广义加法模型(GAM)。采用相对风险(RR)定量评估温度变化对PM2.5和O3的短期影响以及空气污染物(PM2.5和O3)和气象要素(温度和相对湿度)对呼吸系统疾病的协同作用。结果表明,PM2.5和O3浓度的每个等际范围(IQR)升高的RR分别为(1.066,95%CI:1.009-1.127,lag2)和(1.037,95%CI:0.975-1.102,lag4)。分别。温度分层表明,在低温和中等温度下,PM2.5对呼吸系统疾病的影响明显增强,在高温下,O3引起的呼吸系统疾病的风险显着增加。协同作用分析表明,PM2.5与低温和高相对湿度具有显着的协同作用,高相对湿度和O3对呼吸系统疾病具有拮抗作用。研究结果将为西北地区污染物对呼吸系统疾病的影响提供科学依据。
    Air pollutants and temperature are significant threats to public health, and the complex linkages between the environmental factors and their interactions harm respiratory diseases. This study is aimed to analyze the impact of air pollutants and meteorological factors on respiratory diseases and their synergistic effects in Dingxi, a city in northwestern China, from 2018 to 2020 using a generalized additive model (GAM). Relative risk (RR) was employed to quantitatively evaluate the temperature modification on the short-term effects of PM2.5 and O3 and the synergistic effects of air pollutants (PM2.5 and O3) and meteorological elements (temperature and relative humidity) on respiratory diseases. The results indicated that the RRs per inter-quatile range (IQR) rise in PM2.5 and O3 concentrations were (1.066, 95% CI: 1.009-1.127, lag2) and (1.037, 95% CI: 0.975-1.102, lag4) for respiratory diseases, respectively. Temperature stratification suggests that the influence of PM2.5 on respiratory diseases was significantly enhanced at low and moderate temperatures, and the risk of respiratory diseases caused by O3 was significantly increased at high temperatures. The synergy analysis demonstrated significant a synergistic effect of PM2.5 with low temperature and high relative humidity and an antagonistic effect of high relative humidity and O3 on respiratory diseases. The findings would provide a scientific basis for the impact of pollutants on respiratory diseases in Northwest China.
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  • 文章类型: Journal Article
    充血性心力衰竭(CHF)在重症监护病房内的糖尿病患者中患病率升高。在危重患者中经常观察到氯化物水平异常的发生,然而,其临床意义仍有待辩论。这项研究试图探讨充血性心力衰竭和糖尿病患者的血清氯化物水平与住院死亡率之间的关系。
    进行了一项回顾性队列研究,利用来自重症监护医疗信息集市(MIMIC-IV)数据库的数据,专注于美国的成年患者。使用多变量logistic回归模型分析ICU入院时血清氯化物水平对住院死亡率的影响,广义加法模型和子群分析。
    该研究涵盖了7,063名患有糖尿病和充血性心力衰竭的患者。完全校正的模型揭示了血清氯化物水平与住院死亡率之间的负相关。作为三元变量(Q3与Q1),比值比(OR)为0.73,95%置信区间(CI)为0.54~0.98(p=0.039).作为连续变量,每增加1mmol/L,OR(95%CI)为0.97(0.96-0.99,p=0.01)。血清氯化物与住院死亡率之间的关系呈线性关系(非线性p=0.958)。分层分析进一步验证了这种相关性的鲁棒性。
    在充血性心力衰竭和糖尿病患者中,血清氯化物水平与住院死亡率呈负相关。然而,prospective,随机化,有必要进行对照研究,以证实和验证本次调查的结果.
    UNASSIGNED: Congestive heart failure (CHF) demonstrates a heightened prevalence in individuals with diabetes mellitus within Intensive Care Units. The occurrence of abnormal chloride levels is frequently observed in critically ill patients, yet its clinical significance remains subject to debate. This study endeavors to explore the relationship between serum chloride levels and in-hospital mortality among patients affected by both congestive heart failure and diabetes.
    UNASSIGNED: A retrospective cohort study was conducted, utilizing data from the Medical Information Mart for Intensive Care-IV (MIMIC-IV) database, focusing on adult patients in the United States. The impact of serum chloride levels upon ICU admission on in-hospital mortality was analyzed using multivariable logistic regression models, generalized additive models and subgroup analysis.
    UNASSIGNED: The study encompassed 7,063 patients with coexisting diabetes and congestive heart failure. The fully adjusted model revealed an inverse association between serum chloride levels and in-hospital mortality. As a tertile variable (Q3 vs Q1), the odds ratio (OR) was 0.73 with a 95% confidence interval (CI) of 0.54-0.98 (p = 0.039). As a continuous variable, per 1 mmol/L increment, the OR (95% CI) was 0.97 (0.96-0.99, p = 0.01). The relationship between serum chloride and in-hospital mortality demonstrated linearity (non-linear p = 0.958). Stratified analyses further validated the robustness of this correlation.
    UNASSIGNED: Serum chloride levels exhibited a negative association with in-hospital mortality in patients with both congestive heart failure and diabetes. Nevertheless, prospective, randomized, controlled studies are warranted to corroborate and validate the findings presented in this investigation.
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