Non-linear

非线性
  • 文章类型: Journal Article
    尽管残余胆固醇(RC)与糖尿病风险之间存在明显关联,迄今为止,尚无研究研究RC与糖尿病前期逆转与血糖正常之间的关系.这项回顾性队列研究包括2010年至2016年期间接受体检的15,023名糖尿病前期患者。使用Cox比例风险回归模型分析了初始RC水平与从糖尿病前期到血糖正常的逆转之间的联系。此外,本研究通过应用带有三次样条函数的Cox比例风险回归模型,探讨了RC与血糖恢复正常概率之间的可能关系.为了应对竞争风险,进行了多变量Cox回归分析,将糖尿病的发作视为将糖尿病前期逆转为血糖正常的竞争性风险事件。此外,这项研究纳入了广泛的亚组分析以及多重敏感性分析,增强结果的可靠性和鲁棒性。在调整协变量后,研究结果表明,RC与血糖恢复正常的可能性呈负相关(每增加5mg/dL,HR=0.918,95%CI0.909-0.927)。分析还揭示了RC和血糖正常逆转之间的非线性关系,拐点为51.08mg/dL。对于低于该拐点的RC值(RC<50.08mg/dL),血糖恢复正常概率的HR为0.907(95%CI0.897-0.917/5mg/dL).此外,竞争风险模型显示RC与糖尿病前期逆转为血糖正常之间存在负相关(SHR=0.92,95%CI0.91~0.93).灵敏度分析证实了这些结果的鲁棒性和稳定性。这项研究表明,在中国患有糖尿病前期的成年人中,RC与血糖恢复正常的可能性之间存在负向和非线性关联。通过积极干预降低RC水平,至少低于51.08mg/dL,RC的进一步降低可能显著增加糖尿病前期患者血糖恢复正常的可能性.
    Despite the clear association between remnant cholesterol (RC)and diabetes risk, no study to date has examined the relationship between RC and reversal of prediabetes to normoglycemia. This retrospective cohort study included a total of 15,023 patients with prediabetes who underwent a physical examination between 2010 and 2016. The link between initial RC levels and the reversion from prediabetes to normoglycemia was analyzed using the Cox proportional-hazards regression model. Additionally, the study explored the possible relationship between RC and the probability of returning normoglycemia by applying Cox proportional hazards regression models with cubic spline functions. To address competing risks, a multivariate Cox regression analysis was undertaken, treating the onset of diabetes as a competing risk event for reversing prediabetes to normoglycemia. Additionally, the study incorporated extensive subgroup analyses alongside multiple sensitivity analyses, enhancing the reliability and robustness of the results. After adjusting for covariates, the findings indicated that RC was inversely associated with the likelihood of reverting to normoglycemia (per 5 mg/dL increase, HR = 0.918, 95% CI 0.909-0.927). The analysis also revealed a nonlinear relationship between RC and normoglycemia reversion, with an inflection point at 51.08 mg/dL. For RC values below this inflection point (RC < 50.08 mg/dL), the HR for the probability of returning to normoglycemia was 0.907 (95% CI 0.897-0.917 per 5 mg/dL). Additionally, the competing risks model demonstrated a negative relationship between RC and the reversal of prediabetes to normoglycemia (SHR = 0.92, 95% CI 0.91-0.93). Sensitivity analyses confirmed the robustness and stability of these results. This study demonstrated a negative and non-linear association between RC and the probability of reversion to normoglycemia in Chinese adults with prediabetes. By actively intervening to reduce RC levels, at least to below 51.08 mg/dL, further reduction of RC may significantly increase the probability of returning to normoglycemia from prediabetes.
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  • 文章类型: Journal Article
    目的:心脏骤停(CA)患者入院时血清乳酸和肌酐水平与自主神经循环恢复后急性肾损伤(AKI)显著相关。然而,该人群中血清乳酸/肌酐比值(LCR)与AKI之间的关联尚不清楚.本研究旨在探讨入院时LCR与心脏骤停相关急性肾损伤(CA-AKI)的关系。
    方法:我们对先前发表的CA患者复苏数据进行了二次分析,根据LCR水平将它们分类为三元。采用单变量和多变量逻辑回归模型和亚组分析来研究LCR和CA-AKI之间的关联。使用受限三次样条探索非线性相关性,并构建了拐点两侧的两片式Logistic比例风险模型。
    结果:共包括374例患者(72.19%为男性),重症监护病房死亡率,住院死亡率,神经功能障碍发生率为51.87%,56.95%,39.57%,分别。总体CA-AKI发生率为59.09%。多变量逻辑比例风险分析显示,LCR与CA-AKI发生率呈负相关(校正比值比[OR]0.85,95%置信区间[CI]=0.78-0.93,P=0.001)。三样条限制分析描绘了基线LCR和CA-AKI发生率之间的L形相关性。特别是,基线LCR<0.051与CA-AKI发生率呈负相关(OR0.494,95%CI=0.319-0.764,P=0.002).在LCR转折点之外,估计的剂量-反应曲线与水平线保持一致.
    结论:CA患者的基线LCR与自主循环恢复后的AKI发生率呈L型相关。CA-AKI的阈值为0.051。这一发现表明LCR可能有助于识别处于AKI高风险的CA患者。
    OBJECTIVE: Serum lactate and creatinine levels upon admission in cardiac arrest (CA) patients significantly correlate with acute kidney injury (AKI) post-restoration of autonomic circulation. However, the association between serum lactate/creatinine ratio (LCR) and AKI in this population remains unclear. This study aimed to explore the relationship between LCR at admission and cardiac arrest-associated acute kidney injury (CA-AKI).
    METHODS: We conducted a secondary analysis of previously published data on CA patient resuscitation, categorizing them into tertiles based on LCR levels. Univariate and multivariate logistic regression models and subgroup analyses were employed to investigate the association between LCR and CA-AKI. Non-linear correlations were explored using restricted cubic splines, and a two-piece wise logistic proportional hazards model for both sides of the inflection point was constructed.
    RESULTS: A total of 374 patients (72.19 % male) were included, with intensive care unit mortality, in-hospital mortality, and neurologic dysfunction rates of 51.87 %, 56.95 %, and 39.57 %, respectively. The overall CA-AKI incidence was 59.09 %. Multivariate logistic proportional hazards analysis revealed a negative association between LCR and CA-AKI incidence (adjusted odds ratio [OR] 0.85, 95 % confidence intervals [CI] = 0.78-0.93, P=0.001). Triple spline restriction analysis depicted an L-shaped correlation between baseline LCR and CA-AKI incidence. Particularly, a baseline LCR<0.051 was negatively associated with CA-AKI incidence (OR 0.494, 95 % CI=0.319-0.764, P=0.002). Beyond the LCR turning point, estimated dose-response curves remained consistent with a horizontal line.
    CONCLUSIONS: Baseline LCR in CA patients exhibits an L-shaped correlation with AKI incidence following restoration of autonomic circulation. The threshold for CA-AKI is 0.051. This finding suggests that LCR may aid in identifying CA patients at high risk of AKI.
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  • 文章类型: Journal Article
    越来越多的证据表明慢性肾脏病(CKD)与氧化应激密切相关,膳食抗氧化剂的摄入可以作为CKD的主要预防措施。然而,复合膳食抗氧化指数(CDAI)与肾性贫血之间的关系尚不清楚。我们推测CDAI水平升高与肾性贫血的可能性更高呈负相关。通过二元回归模型进行CDAI的标准化计算以研究它们之间的关系。通过有限的三次样条曲线检查了非线性关系,然后精确定位拐点。然后使用亚组分析来评估模型的稳健性。最终,5880名参与者被纳入研究,发现CDAI与肾性贫血之间存在显着相关性(P<0.0001)。在对所有混杂变量进行调整的多元线性回归模型中,比值比(OR)和95%置信区间(CI)为0.96(0.94,0.98;P<0.0001),CDAI和肾性贫血之间的非线性关系通过有限的三次样条来探索,在6.005处出现拐点。在拐点之前,对于CDAI中的每个单位上升,肾性贫血的患病率下降了5.7%。亚组分析显示,任何亚组之间的交互作用差异无统计学意义(P>0.05)。我们的发现表明CDAI与肾性贫血之间存在非线性负相关。因果关系仍需通过大规模前瞻性研究进一步澄清。
    An increasing evidence suggested that chronic kidney disease (CKD) is closely related to oxidative stress, and dietary antioxidant intake can serve as a primary preventive measure for CKD. However, the relationship between composite dietary antioxidant index (CDAI) and renal anemia is not well understood. We postulated that elevated CDAI levels would be inversely related to a higher likelihood of renal anemia. The standardized calculation of CDAI was performed to investigate the relationship between them by a binary regression model. A non-linear relationship was examined through restricted cubic spline curves, and then pinpointed the inflection point. Subgroup analysis was then used to assess the robustness of the model. Finally 5880 participants were included in the study and a notable correlation between CDAI and renal anemia was found (P < 0.0001). In the multivariate linear regression model with adjustment for all confounding variables, the odds ratio (OR) and 95% confidence interval (CI) was 0.96 (0.94, 0.98; P < 0.0001), A non-linear relationship between CDAI and renal anemia was explored through restricted cubic splines, with a inflection at 6.005. Before the inflection point, for each unit rise in CDAI, the prevalence of renal anemia decreased by 5.7%. Subgroup analysis showed no statistically significant differences in interactions between any subgroups (P > 0.05). Our findings indicated a non-linear negative correlation between CDAI and renal anemia. The causal relationship still needs to be further clarified through large-scale prospective studies.
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  • 文章类型: Journal Article
    白细胞(WBC)计数已被确定为预后生物标志物,其经常预测各种情况下的不良后果和死亡风险。然而,WBC计数与颅内肿瘤切除术后短期结局之间的相关性的证据仍然有限.本研究旨在探讨成人颅内肿瘤患者术前白细胞计数与开颅手术后30天手术死亡率之间的关系。
    这项回顾性队列研究对ACSNSQIP数据库(2012-2015)中的18,049例颅内肿瘤开颅手术患者进行了二次分析。主要暴露和结果为术前白细胞计数和30天手术死亡率。分别。Cox回归模型评估了它们之间的线性关联。通过使用加性Cox比例风险模型结合分段线性回归模型进行平滑曲线拟合来评估它们之间的非线性关联。亚组分析和相互作用测试评估了效果修改。敏感性分析评估了结果的稳健性。
    开颅手术后30天的总死亡率为2.49%(450/18,049)。术前白细胞计数平均值为9.501±4.402×10^9/L完全校正模型显示术前白细胞计数升高与30天手术死亡率升高独立相关(HR=1.057,95CI:1.040,1.076)。进一步分析揭示了它们之间的非线性关联:低于13.6×10^9/L的WBC阈值,白细胞计数较高,30天死亡率升高(HR=1.117;95CI:1.077,1.158),而风险趋于稳定,死亡率没有明显上升(HR=1.015,95CI:0.982,1.050)。类固醇使用状态对WBC-死亡率关联具有显著影响(相互作用的P=0.002)。非线性WBC-死亡率关联仅存在于非类固醇使用者(HR=1.158,95CI:1.108,1.210),而不是类固醇使用者(HR=1.009,95CI:0.966,1.055)。灵敏度分析证实了结果的稳健性。
    术前白细胞计数升高与接受颅内肿瘤开颅手术的成人非类固醇治疗患者30天手术死亡率风险增加独立且非线性相关。作为一个方便的预测器,术前WBC数据可以改善成人颅内肿瘤患者的风险分析和个性化管理.
    UNASSIGNED: White blood cell (WBC) counts has been identified as a prognostic biomarker which frequently predict adverse outcomes and mortality risk in various conditions. However, evidence for the association between WBC counts and short-term outcomes after intracranial tumor resection remains limited. This study aimed to explore associations between preoperative WBC counts and thirty-day surgical mortality after craniotomy in adult intracranial tumor patients.
    UNASSIGNED: This retrospective cohort study performed secondary analysis of 18,049 intracranial tumor craniotomy patients from the ACS NSQIP database (2012-2015). The major exposure and outcome were preoperative WBC counts and thirty-day surgical mortality, respectively. Cox regression modeling assessed the linear association between them. Non-linear associations between them were evaluated by conducting smooth curve fitting using an additive Cox proportional hazard model in conjunction with segmented linear regression modeling. Subgroup analysis and interaction testing assessed effect modification. Sensitivity analysis evaluated result robustness.
    UNASSIGNED: The total thirty-day surgical mortality after craniotomy was 2.49% (450/18,049). The mean of preoperative WBC counts was 9.501 ± 4.402 × 10^9/L. Fully adjusted model shows that elevated preoperative WBC counts was independently associated with increased thirty-day surgical mortality (HR = 1.057, 95%CI: 1.040, 1.076). Further analysis revealed a non-linear association between them: below a WBC threshold of 13.6 × 10^9/L, higher WBC counts elevated thirty-day mortality (HR = 1.117; 95%CI: 1.077, 1.158), while risk plateaued and no significant mortality rise occurred above this level (HR = 1.015, 95%CI: 0.982, 1.050). Steroid usage status has a significant effect modification on the WBC-mortality association (P for interaction = 0.002). The non-linear WBC-mortality association was only present for non-steroid users (HR = 1.158, 95%CI: 1.108, 1.210) but not steroid users (HR = 1.009, 95%CI: 0.966, 1.055). The sensitivity analysis confirmed the result robustness.
    UNASSIGNED: Elevated preoperative WBC counts were independently and non-linearly associated with an increased risk of thirty-day surgical mortality in adult non-steroid use patients undergoing craniotomy for intracranial tumors. As a convenient predictor, preoperative WBC data allows improved risk profiling and personalized management in adult intracranial tumor patients.
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  • 文章类型: Journal Article
    背景:阻塞性睡眠呼吸暂停(OSA)通常与胰岛素抵抗(IR)和血脂异常有关。载脂蛋白E(APOE)在脂质代谢中起重要作用。该研究旨在基于OSA的大规模人群,理清IR和APOE之间的多因素关系。
    方法:最终纳入了5,591名接受多导睡眠监测诊断OSA的参与者。我们采集了人体测量,每位参与者的空腹生化和多导睡眠图数据。进行线性回归分析以评估APOE,IR,和睡眠呼吸相关参数。Logistic回归,限制性三次样条(RCS)和中介分析用于探索OSA患者APOE与IR之间的关系.
    结果:OSA严重程度增加与肥胖增加有关,更明显的血脂异常,和更高水平的APOE和IR。APOE与呼吸暂停低通气指数(AHI)呈正相关,氧饱和度下降指数(ODI)和微觉醒指数(MAI),即使调整了年龄,性别,身体质量指数,以及吸烟和饮酒水平(分别为β=0.107,β=0.102,β=0.075,所有P<0.001)。IR的风险从APOE的第一到第四四分位数增加(比值比(OR)=1.695,95%CI:1.425-2.017;OR=2.371,95%置信区间(CI):2.009-2.816;OR=3.392,95%CI:2.853-4.032,所有P<0.001)。RCS分析表明APOE之间存在非线性和剂量反应关系,AHI,ODI,MAI和胰岛素抵抗。中介分析表明,HOMA-IR解释了AHI之间9.1%和10%的关联,ODI和APOE。在男性中观察到相同的趋势,但不是女人。
    结论:这项研究表明,APOE是IR的危险因素;此外,IR在男性中充当OSA和APOE之间的介体。APOE,IR,OSA呈非线性和多阶段关系。一起来看,这些观察揭示了OSA患者代谢紊乱的复杂关系,这可能导致新的治疗方式的发展和对OSA的系统性影响的更深入的理解。
    BACKGROUND: Obstructive sleep apnoea (OSA) is commonly associated with insulin resistance (IR) and dyslipidaemia. Apolipoprotein E (APOE) plays important roles in lipid metabolism. The study aimed to disentangle the multifactorial relationships between IR and APOE based on a large-scale population with OSA.
    METHODS: A total of 5,591 participants who underwent polysomnography for OSA diagnosis were finally enrolled. We collected anthropometric, fasting biochemical and polysomnographic data for each participant. Linear regression analysis was performed to evaluate the relationships between APOE, IR, and sleep breathing-related parameters. Logistic regression, restricted cubic spline (RCS) and mediation analyses were used to explore relationships between APOE and IR in patients with OSA.
    RESULTS: Increasing OSA severity was associated with greater obesity, more obvious dyslipidaemia, and higher levels of APOE and IR. APOE was positively correlated with the apnoea-hypopnoea index (AHI), oxygen desaturation index (ODI) and microarousal index (MAI) even after adjusting for age, sex, body mass index, and smoking and drinking levels (β = 0.107, β = 0.102, β = 0.075, respectively, all P < 0.001). The risks of IR increased from the first to fourth quartiles of APOE (odds ratio (OR) = 1.695, 95% CI: 1.425-2.017; OR = 2.371, 95% confidence interval (CI): 2.009-2.816; OR = 3.392, 95% CI: 2.853-4.032, all P < 0.001) after adjustments. RCS analysis indicated non-linear and dose response relationships between APOE, AHI, ODI, MAI and insulin resistance. Mediation analyses showed that HOMA-IR explained 9.1% and 10% of the association between AHI, ODI and APOE. The same trends were observed in men, but not in women.
    CONCLUSIONS: This study showed that APOE is a risk factor for IR; moreover, IR acts as a mediator between OSA and APOE in men. APOE, IR, and OSA showed non-linear and multistage relationships. Taken together, these observations revealed the complex relationships of metabolic disorders in patients with OSA, which could lead to the development of new treatment modalities and a deeper understanding of the systemic impact of OSA.
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  • 文章类型: Journal Article
    先前关于血清25-羟基维生素D[25(OH)D]水平与血脂谱之间的线性关联的研究显示了模糊的发现。因此,本研究试图阐明25(OH)D和脂质分布之间可能的非线性关联。
    这项研究涉及8,516名成年参与者(年龄18-74岁,从大连健康管理队列(DHMC)招募的男性N=3,750,女性N=4,766)。在血清25(OH)D水平上估计特定血脂异常的风险(OR),并使用逻辑回归确定血清25(OH)D的临界值。受限三次样条,和分段线性回归方法,根据年龄调整,性别,季节,紫外线指数。
    在这项研究中,参与者中25(OH)D缺乏的患病率较高(65.05%).25(OH)D水平与血脂异常风险(ORs)呈U型负相关,高胆固醇血症的拐点为23.7ng/ml,24.3ng/ml用于高甘油三酯血症,18.5ng/ml用于高低密度脂蛋白胆固醇血症,23.3ng/ml用于低高密度脂蛋白胆固醇血症,高非高密度脂蛋白胆固醇为23.3ng/ml,高残留胆固醇为24.3ng/ml。分层分析表明,大多数与25(OH)D缺乏相关的血脂异常的风险在50-74岁的女性中尤其增加(高甘油三酯血症除外,其中风险最高的是50-74岁的男性),在冬季/春季或低/中紫外线指数环境下。
    在25(OH)D水平和异常脂质分布之间观察到非线性反U形关联。在冬季/春季或紫外线指数较低的环境下,年龄在50-74岁的女性中,风险尤其增加。在维生素D缺乏的受试者中[25(OH)D<20ng/ml],观察到血清维生素D水平与血脂异常风险呈正相关,这需要进一步的。
    UNASSIGNED: Previous studies on the liner associations between serum 25-hydroxyvitamin D [25(OH)D] levels and lipid profiles revealed ambiguous findings. The current study therefore tried to elucidate the possible non-linear associations between 25(OH)D and lipid profiles.
    UNASSIGNED: This study involved 8,516 adult participants (aged 18-74 years, males N = 3,750, females N = 4,766) recruited from the Dalian health management cohort (DHMC). The risk (OR) for specific dyslipidemias was estimated across the serum 25(OH)D levels and the cut-off value for serum 25(OH)D were determined by using logistic regression, restricted cubic spline, and piecewise linear regression methods, adjusted for age, sex, season, and ultraviolet index.
    UNASSIGNED: In this study, a high prevalence of 25(OH)D deficiency was observed in the participants (65.05%). The level of 25(OH)D showed the inverse U-shaped correlations with the risks (ORs) of abnormal lipid profile, with inflection points observed at 23.7 ng/ml for hypercholesterolemia, 24.3 ng/ml for hypertriglyceridemia, 18.5 ng/ml for hyper-low-density lipoprotein cholesterolemia, 23.3 ng/ml for hypo-high-density lipoprotein cholesterolemia, 23.3 ng/ml for hyper-non-high-density lipoprotein cholesterol, and 24.3 ng/ml for high remnant cholesterol. The stratified analyses showed that the risk for most dyslipidemias related to deficiency of 25(OH)D was particularly increased among females aged 50-74 (except for hypertriglyceridemia, where the highest risk was among men aged 50-74 years), during winter/spring or under low/middle ultraviolet index environments.
    UNASSIGNED: Nonlinear inverse U-shaped associations were observed between 25(OH)D levels and abnormal lipid profile. The risk was particularly increased among females aged 50-74, during winter/spring period or under lower ultraviolet index environments. In vitamin D deficient subjects [25(OH)D <20 ng/ml], a positive association of serum vitamin D levels with the risk for dyslipidemia was observed, which needs a further.
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  • 文章类型: Journal Article
    多年来,肥胖变得越来越普遍,并对几个医学专业产生了重大影响,包括生殖医学。内脏肥胖指数(VAI)与不孕症之间的潜在相关性尚未确定。这项横断面研究包括18至45岁的女性,这是2015年至2020年国家健康和营养检查调查(NHANES)的一部分。使用三个三分位数对VAI水平进行分组。采用亚组分析和加权二元logistic回归分析VAI与不孕症的独立关系。平滑曲线拟合用于探索非线性关系。这项横断面研究遵循了STROBE指南的标准。在1231名参与者中,127名年龄在18-45岁之间的不孕妇女。较高的VAI与较高的不孕症患病率相关(OR=1.22,95%CI:1.03-1.45),在所有亚组中保持一致(所有相互作用的p>0.05)。我们使用平滑曲线拟合证明了VAI和不孕症之间的正非线性关联。在美国,较高的内脏肥胖指数水平与较高的不孕症发病率呈正相关。使用内脏肥胖指数可以识别不育的女性,控制内脏肥胖可能有助于降低不育的几率。
    Over the years, obesity has become more commonplace and has had a substantial impact on several medical specialties, including reproductive medicine. The potential correlation between the visceral adiposity index (VAI) and infertility has yet to be determined. Women between the ages of 18 and 45 were included in this cross-sectional study, which was conducted as part of the National Health and Nutrition Examination Survey (NHANES) between 2015 and 2020. Three tertiles were used to group VAI levels. Subgroup analysis and weighted binary logistic regression were employed to investigate the independent relationship between VAI and infertility. Smooth curve fitting was used to explore nonlinear relationships. This cross-sectional study followed the criteria of the STROBE guidelines. Of the 1231 participants, 127 were infertile women aged 18-45 years. A higher VAI was associated with a higher prevalence of infertility (OR = 1.22, 95% CI:1.03-1.45), which remained consistent across all subgroups (p > 0.05 for all interactions). We demonstrated a positive nonlinear association between VAI and infertility using a smooth curve fit. A higher visceral adiposity index level is positively correlated with a higher incidence of infertility among women in the United States. Women who are infertile can be identified using the visceral obesity index, and controlling visceral obesity may help lower the chances of becoming infertile.
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  • 文章类型: Journal Article
    患有贫血的糖尿病肾病(DKD)患者面临肾小球滤过率下降的风险增加。然而,血红蛋白与估计肾小球滤过率(eGFR)进展之间的关联尚待阐明.
    从2010年1月至2023年1月,对815名DKD受试者进行了回顾性队列研究。Cox比例风险回归模型用于探索血红蛋白在肾脏结局中的预测作用。肾脏结局被定义为复合终点,包括eGFR从基线或进展为终末期肾病(ESRD)下降50%。揭示血红蛋白和肾脏结局之间的任何非线性关系,用三次样条函数和平滑曲线拟合进行Cox比例风险回归。此外,我们进行了亚组分析,以确定可能从高血红蛋白中获得更大益处的特定患者人群.
    在815名DKD受试者中,平均年龄为56.482±9.924岁,男性533人(65.4%)。平均血红蛋白为121.521±22.960g/L中位随访时间为21.103±18.335个月。在研究期间,共有182名(22.33%)个体达到了肾脏复合终点。在调整协变量后,发现血红蛋白对DKD患者的肾脏复合终点有负面影响(HR0.975,95%CI[0.966,0.984]).确定血红蛋白与肾脏复合终点之间的非线性关系,拐点为109g/L。亚组分析揭示了男性血红蛋白与肾脏预后之间更明显的关联。
    在中国,血红蛋白成为糖尿病肾病患者肾脏预后的预测指标。这项研究揭示了血红蛋白水平与肾脏复合终点之间的负相关和非线性关系。当血红蛋白相对于肾脏复合终点超过109g/L时,注意到实质性关联。
    UNASSIGNED: Diabetic kidney disease (DKD) patients with anemia face an elevated risk of glomerular filtration rate decline. However, the association between hemoglobin and estimated Glomerular Filtration Rate (eGFR) progression remains to be elucidated.
    UNASSIGNED: A retrospective cohort of 815 subjects with DKD was followed from January 2010 to January 2023. A Cox proportional hazard regression model was utilized to explore the predictive role of hemoglobin in renal outcomes. Renal outcomes were defined as a composite endpoint, including a 50% decline in eGFR from baseline or progression to End-Stage Renal Disease (ESRD). To unveil any nonlinear relationship between hemoglobin and renal outcomes, Cox proportional hazard regression with cubic spline functions and smooth curve fitting was conducted. Additionally, subgroup analyses were performed to identify specific patient populations that might derive greater benefits from higher hemoglobin.
    UNASSIGNED: Among the 815 DKD subjects, the mean age was 56.482 ± 9.924 years old, and 533 (65.4%) were male. The mean hemoglobin was 121.521±22.960 g/L. The median follow-up time was 21.103±18.335 months. A total of 182 (22.33%) individuals reached the renal composite endpoint during the study period. After adjusting for covariates, hemoglobin was found to exert a negative impact on the renal composite endpoint in patients with DKD (HR 0.975, 95% CI [0.966, 0.984]). A nonlinear relationship between hemoglobin and the renal composite endpoint was identified with an inflection point at 109 g/L. Subgroup analysis unveiled a more pronounced association between hemoglobin and renal prognosis in males.
    UNASSIGNED: Hemoglobin emerges as a predictive indicator for the renal prognosis of diabetic kidney disease in China. This study reveals a negative and non-linear relationship between hemoglobin levels and the renal composite endpoint. A substantial association is noted when hemoglobin surpasses 109 g/L in relation to the renal composite endpoint.
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  • 文章类型: Journal Article
    关于丙氨酸转氨酶与高密度脂蛋白胆固醇比值(ALT/HDL-C)与非酒精性脂肪性肝病(NAFLD)之间的相关性研究有限。当前研究的目的是研究ALT/HDL-C比值与中国瘦肉个体NAFLD风险之间的联系。2010年1月至2014年12月,11,975名非肥胖者参与了这项前瞻性队列研究。使用Cox比例风险回归模型评估ALT/HDL-C比值与发生NAFLD的风险之间的关系,用三次样条函数和平滑曲线拟合进行Cox比例风险回归,敏感性分析,和亚组分析。ALT/HDL-C比值作为NAFLD预后标志物的潜在价值将使用受试者工作特征曲线分析进行评估。共有5419名(45.253%)女性参与研究,研究参与者的平均年龄为43.278±14.941岁。ALT/HDL-C比率在中位数(四分位数范围)为11.607(7.973-17.422)。在24.967个月的中位随访期间,2087例(17.428%)患者诊断为NAFLD。研究结果表明,当调整相关因素时,ALT/AHDL-C比值与NAFLD之间存在正相关关系(HR=1.037,95%CI:1.031-1.042)。ALT/HDL-C比值和NAFLD风险存在非线性联系,以12.963为比率的拐点。效应大小(HR)分别为1.023(95%CI:1.017-1.029)和1.204(95%CI:1.171-1.237),分别,在拐点的左右两侧。敏感性分析还显示了我们的发现有多可靠。根据亚组分析,BMI<24kg/m2和DBP<90mmHg的患者ALT/HDL-C比值与NAFLD风险之间的相关性更强.目前的研究表明,在中国瘦肉个体中,ALT/HDL-C比率与NAFLD风险之间存在正相关和非线性关系。当ALT/HDL-C比率小于12.963时,其与NAFLD显著相关。因此,从治疗的角度来看,建议保持ALT/HDL-C比值低于拐点。
    There is limited research on the association between the alanine aminotransferase to high-density lipoprotein cholesterol ratio (ALT/HDL-C) ratio and nonalcoholic fatty liver disease (NAFLD). The purpose of the current research was to look into the connection between the ALT/HDL-C ratio and the risk of NAFLD in lean Chinese individuals. Between January 2010 and December 2014, 11,975 non-obese people participated in this prospective cohort research. The relationship between the ALT/HDL-C ratio and the risk of developing NAFLD was assessed using the Cox proportional-hazards regression model, Cox proportional hazards regression with cubic spline functions and smooth curve fitting, sensitivity analysis, and subgroup analyses. The ALT/HDL-C ratio\'s potential value as a NAFLD prognostic marker was to be evaluated using the receiver operating characteristic curve analysis. A total of 5419 (45.253%) women comprised the research\'s participant population, and the research participants\' average age was 43.278 ± 14.941 years. The ALT/HDL-C ratio was 11.607 (7.973-17.422) at the median (interquartile ranges). 2087 (17.428%) patients had NAFLD diagnoses throughout a median follow-up of 24.967 months. The study\'s findings demonstrated a positive connection between the ALT/AHDL-C ratio and the incident NAFLD (HR = 1.037, 95% CI: 1.031-1.042) when adjusting for relevant factors. The ALT/HDL-C ratio and NAFLD risk had a nonlinear connection, with 12.963 as the ratio\'s inflection point. Effect sizes (HR) were 1.023 (95% CI: 1.017-1.029) and 1.204 (95% CI: 1.171-1.237), respectively, on the right and left sides of the inflection point. The sensitivity analysis also showed how reliable our findings were. According to subgroup analysis, those with BMI < 24 kg/m2 and DBP < 90 mmHg had a stronger correlation between the ALT/HDL-C ratio and NAFLD risk. The current study shows a positive and non-linear connection between the ALT/HDL-C ratio and NAFLD risk in lean Chinese individuals. When the ALT/HDL-C ratio is less than 12.963, it is significantly linked to NAFLD. Therefore, from a therapy standpoint, it is advised to keep the ALT/HDL-C ratio less than the inflection point.
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  • 文章类型: Journal Article
    围绕人口老龄化的全球关注使老年人的福祉成为社会关注的最前沿。不幸的是,关注农村地区老年人福祉的研究经常被城乡之间的发展差距所掩盖。因此,本研究旨在探讨步行可达性对农村老年人主观幸福感的非线性影响.目标是全面了解这种关系,最终有助于改善农村地区老年人的生活质量和健康。
    在这项研究中,随机森林算法被用来探索人口统计学变量的非线性效应,感知的安全性,主观建筑环境(包括对建筑环境的感知和偏好),和步行可达性对老年人主观幸福感的影响。
    这项研究的结果强调了步行可达性在影响老年人幸福感方面的关键作用,特别是在进入集市和保健中心方面,其中非线性和阈值效应是明显的。此外,社区安全,路况,步行偏好被认为是对老年人福祉的积极影响因素。幸福趋势随年龄而变化,揭示了某些变量值得注意的非线性关系。
    从这项研究中获得的见解为制定针对农村老龄化的独特背景的政策提供了重要的理论指导。通过考虑步行可达性等因素,社区安全,健康支持,和社会互动,我们可以为农村老年人创造一个更好的生活环境,最终提高他们的幸福感和整体生活质量。
    The global concern surrounding the aging population has brought the well-being of older individuals to the forefront of societal attention. Unfortunately, studies focusing on the well-being of older people residing in rural areas are frequently overshadowed by the developmental disparities between rural and urban regions. Thus, this study aims to delve into the non-linear impact of walking accessibility on the subjective well-being of rural older adults. The goal is to gain a comprehensive understanding of this relationship, ultimately contributing to an improved quality of life and health for older adults in rural areas.
    In this study, the Random Forest algorithm was employed to explore the non-linear effects of demographic variables, perceived safety, subjective built environment (including perceptions and preferences of the built environment), and walking accessibility on the subjective well-being of older adults.
    The findings of this study underscore the pivotal role of walking accessibility in influencing the well-being of older adults, particularly in terms of access to bazaars and health centers, where non-linear and threshold effects are evident. Furthermore, community safety, road conditions, and walking preferences were identified as positive influencers on the well-being of older adults. Well-being trends varied with age, revealing noteworthy non-linear relationships for certain variables.
    The insights gained from this study provide crucial theoretical guidance for the development of policies tailored to the unique context of rural aging. By taking into account factors such as walking accessibility, community safety, health support, and social interaction, we can create an improved living environment for rural older adults, ultimately enhancing their happiness and overall quality of life.
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