serum creatinine

血清肌酐
  • 文章类型: Journal Article
    背景:尽管目前对急性肾损伤(AKI)的诊断涉及血清肌酐(SC)和尿量减少(UO)的急性增加,在临床实践中,UO的测量未被用于AKI的诊断。这项调查的目的是对已发表的研究进行系统的文献综述,这些研究评估了UO和SC在AKI检测中的作用,以更好地了解发病率。医疗保健资源使用,与这些诊断措施相关的死亡率,以及这些结果如何因人群亚型而异。
    方法:系统文献综述是根据系统评价和荟萃分析(PRISMA)清单的首选报告项目进行的。数据来自专注于UO和SC诊断准确性的比较研究,相关临床结果,和资源使用。使用美国国家卫生与护理卓越研究所(NICE)单技术评估质量清单进行随机对照试验,并使用纽卡斯尔-渥太华质量评估量表进行观察性研究。
    结果:共筛选了1729种出版物,有50项研究符合纳入条件。大多数研究(76%)使用肾脏疾病:改善全球结果(KDIGO)标准来分类AKI,并侧重于单独的UO与单独的SC的比较。虽然很少有研究基于UO和SC的存在来分析AKI的诊断,或存在UO或SC指标中的至少一个。在纳入的研究中,33%分析了接受心血管疾病治疗的患者,30%分析了在普通重症监护病房接受治疗的患者。UO标准的使用通常与AKI发生率增加相关(36%),而不是SC标准的应用(21%),这在进行的亚组分析中是一致的。此外,UO标准的使用与AKI的早期诊断(2.4-46.0h)相关.两种诊断方式都能准确预测AKI相关死亡率的风险。
    结论:证据表明,纳入UO标准对AKI的检测具有重要的诊断和预后价值。
    BACKGROUND: Although the present diagnosis of acute kidney injury (AKI) involves measurement of acute increases in serum creatinine (SC) and reduced urine output (UO), measurement of UO is underutilized for diagnosis of AKI in clinical practice. The purpose of this investigation was to conduct a systematic literature review of published studies that evaluate both UO and SC in the detection of AKI to better understand incidence, healthcare resource use, and mortality in relation to these diagnostic measures and how these outcomes may vary by population subtype.
    METHODS: The systematic literature review was performed following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) checklist. Data were extracted from comparative studies focused on the diagnostic accuracy of UO and SC, relevant clinical outcomes, and resource usage. Quality and validity were assessed using the National Institute for Health and Care Excellence (NICE) single technology appraisal quality checklist for randomized controlled trials and the Newcastle-Ottawa Quality Assessment Scale for observational studies.
    RESULTS: A total of 1729 publications were screened, with 50 studies eligible for inclusion. A majority of studies (76%) used the Kidney Disease: Improving Global Outcomes (KDIGO) criteria to classify AKI and focused on the comparison of UO alone versus SC alone, while few studies analyzed a diagnosis of AKI based on the presence of both UO and SC, or the presence of at least one of UO or SC indicators. Of the included studies, 33% analyzed patients treated for cardiovascular diseases and 30% analyzed patients treated in a general intensive care unit. The use of UO criteria was more often associated with increased incidence of AKI (36%), than was the application of SC criteria (21%), which was consistent across the subgroup analyses performed. Furthermore, the use of UO criteria was associated with an earlier diagnosis of AKI (2.4-46.0 h). Both diagnostic modalities accurately predicted risk of AKI-related mortality.
    CONCLUSIONS: Evidence suggests that the inclusion of UO criteria provides substantial diagnostic and prognostic value to the detection of AKI.
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  • 文章类型: Journal Article
    背景:据报道,肌肉减少症在虚弱综合征中起重要作用。血清肌酐/血清胱抑素C比率(Scr/CysC比率)最近被认为是评估肌肉减少症的有价值的指标。然而,很少有研究探讨血清肌酐/胱抑素C比值与虚弱之间的关系.这项研究的目的是调查居住在社区中的老年人的血清肌酐/血清胱抑素C比率与虚弱之间的关系。
    方法:A纳入了2011年中国健康与退休纵向研究(CHARLS)浪潮中1926名≥60岁的社区居住老年人。参与者的虚弱状态是使用39项虚弱指数(FI)确定的,将个人分类为“稳健”(FI≤0.1),“脆弱前”(0.1结果:在调整了潜在的混杂因素后,研究显示,Scr/CysC比值Q1四分位数的参与者虚弱的几率增加(Q1vs.与Q4四分位数组相比,Q4:OR=1.880,95%CI1.126-3.139,p=0.016)。在完全调整的逻辑回归模型中,Scr/CysC比值的Q2四分位数中的男性参与者与较高的前期虚弱几率显着相关(Q2与Q4:OR=1.693,95CI1.040-2.758,p=0.034)。然而,在女性中未观察到这种相关性(OR=0.984,95%CI0.589-1.642,p=0.950,).此外,该研究观察到,随着年龄的增长,男性和女性的虚弱指数和虚弱发生率都有增加。
    结论:在社区居住的老年人中,研究发现,在男性人群中,血清肌酐与胱抑素C比值降低与虚弱患病率增加相关.
    BACKGROUND: Sarcopenia has been reported to play an important role in frailty syndrome. The serum creatinine/serum cystatin C ratio (Scr/Cys C ratio) has recently been recognized as a valuable indicator for assessing sarcopenia. However, few studies have examined the association between serum creatinine/serum cystatin C ratio and frailty. The objective of this study is to investigate the relationship between the serum creatinine/serum cystatin C ratio and frailty among older adults residing in the community.
    METHODS: A Total of 1926 community-dwelling older adults aged ≥ 60 years in the 2011 waves of the China Health and Retirement Longitudinal Study (CHARLS) were included. The participants\' frailty status was determined using a 39 item frailty index (FI), which classified individuals as \"robust\" (FI ≤ 0.1), \"pre-frailty\" (0.1 < FI < 0.25), or \"frailty\" (FI ≥ 0.25). The Scr/Cys C ratio was determined by dividing the serum creatinine level (mg/dL) by the cystatin C level (mg/L). The one-way analysis of variance(ANOVA) and Chi-squared test (χ2)were applied to compare the differences between the 3 groups. Both linear regression and logistic regression models were used to further investigate the relationship between Scr/Cys C ratio and frailty.
    RESULTS: After adjusting for potential confounding factors, the study revealed that participants in the Q1 quartile of Scr/Cys C ratio had increased odds of frailty (Q1vs.Q4: OR = 1.880, 95% CI 1.126-3.139, p = 0.016) compared with those in the Q4 quartile group. In fully adjusted logistic regression models, male participants in the Q2 quartile of Scr/Cys C ratio were significantly correlated with higher odds of pre-frailty (Q2 vs.Q4: OR = 1.693, 95%CI 1.040-2.758, p = 0.034). However, this correlation was not observed in females (OR = 0.984, 95% CI 0.589-1.642, p = 0.950,). Additionally, the study observed an increase in both the frailty index and the incidence of frailty as age increased in both males and females.
    CONCLUSIONS: Among community-dwelling older adults, lower Serum creatinine to cystatin C ratio were found to be associated with increased odds of frailty prevalence in males.
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  • 文章类型: Journal Article
    NKF-ASN工作组建议准确评估肾功能,避免通过种族调整产生偏差。我们探索了多种肾功能生物标志物的使用,并因此估计了肾小球滤过率(eGFR)方程,以改善种族不同患者人群的肾功能计算。
    前瞻性社区队列研究。
    新墨西哥州农村诊所患者>18哟。
    肾功能标志物,IDMS-肌酐(SCr),化学发光β-2微球蛋白(B2M),比浊法校准的ELISA胱抑素C(CysC),炎症,葡萄糖耐量,人口统计,COMPASS队列基线访视的BUN/UACR,通过基于内核的虚拟机学习方法进行了分析。
    在205名参与者中,平均年龄为50.1岁,62%为女性,54.1%的西班牙裔美国人和30.2%的美洲原住民。平均肾功能生物标志物为:SCr0.9mg/dl,B2M1.8mg/L,和CysC为0.7mg/dl。在SCr和基于B2M的eGFR方程之间观察到最高的一致性[eGFR的平均差:(4.48ml/min/1.73m2],B2M和基于CysC的eGFR方程之间的最低一致性(-24.75ml/min/1.73m2)。eGFR测量的差异与性别之间没有关联模式。在连续分析中,绝对eGFR值(p<2×10-16)和血清白蛋白(p=6.4×10-5)预测了基于B2M和SCr的e-GFR之间的差异。绝对eGFR值(p<2×10-16)和年龄(p=7.6×10-5)预测了基于CysC-和基于SCr的e-GFR之间的差异。
    样本量相对较小,大多数研究参与者的炎症状态升高,没有菊粉排泄率测量。
    B2M应被强烈视为满足NKF-ASN标准的肾功能生物标志物。B2M的eGFR方程不需要根据性别或种族进行调整,并且与基于SCr的eGFR方程具有最高的一致性。
    UNASSIGNED: The NKF-ASN Task Force recommends accurate kidney function estimation avoiding biases through racial adjustments. We explored the use of multiple kidney function biomarkers and hence estimated glomerular filtration rate (eGFR) equations to improve kidney function calculations in an ethnically diverse patient population.
    UNASSIGNED: Prospective community cohort study.
    UNASSIGNED: rural New Mexico clinic with patients > 18 yo.
    UNASSIGNED: Markers of kidney function, IDMS-Creatinine (SCr), chemiluminescence Beta-2 Microglobulin (B2M), Nephelometry-calibrated ELISA Cystatin C (CysC), inflammation, glucose tolerance, demographics, BUN/UACR from the baseline visit of the COMPASS cohort, were analyzed by Kernel-based Virtual Machine learning methods.
    UNASSIGNED: Among 205 participants, the mean age was 50.1, 62% were female, 54.1% Hispanic American and 30.2% Native American. Average kidney function biomarkers were: SCr 0.9 mg/dl, B2M 1.8 mg/L, and CysC 0.7 mg/dl. The highest agreement was observed between SCr and B2M-based eGFR equations [mean difference in eGFRs: (4.48 ml/min/1.73m2], and the lowest agreement between B2M and CysC-based eGFR equations (-24.75 ml/min/1.73m2). There was no pattern of association between the differences in eGFR measures and gender. In the continuous analyses, the absolute eGFR value (p<2 x 10-16) and serum albumin (p =6.4 x 10-5) predicted the difference between B2M- and SCr-based e-GFR. The absolute eGFR value (p<2 x 10-16) and age (p =7.6 x 10-5) predicted the difference between CysC- and SCr-based e-GFR.
    UNASSIGNED: Relatively small sample size, elevated inflammatory state in majority of study participants and no inulin excretion rate measurements.
    UNASSIGNED: B2M should be strongly considered as a kidney function biomarker fulfilling the criteria for the NKF-ASN. B2M\'s eGFR equation does not need adjustment for gender or race and showed the highest agreement with SCr-based eGFR equations.
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  • 文章类型: Journal Article
    背景:血液透析(HD)前血清肌酐水平是稳定的慢性HD患者肌肉质量的可靠且廉价的标志物,也是生存的重要预测因子。我们旨在评估2年期间HD前血清肌酐水平的变化是否与患者的长期生存有关。
    方法:我们回顾性分析了参加定期HD质量评估计划的患者。第四届HD质量评估计划的21.846名参与者中,13.765在第五,其中10.299例符合条件的患者纳入本研究.我们评估了2年内血清肌酐水平的变化。将患者分为以下三组:稳定组(HD2年期间血清肌酐变化<1mg/dL的患者,n=5664),增加组(血清肌酐增加≥1mg/dL的患者,n=2419)和下降组(血清肌酐下降≥1mg/dL的患者,n=2216)。
    结果:基线时HD的持续时间为62-83个月,糖尿病肾病是36.4%患者肾衰竭的最常见原因。患者5年生存率稳定,增加组和减少组分别为69.1%,71.3%和66.8%,分别。下降组的患者生存率低于其他两组(P=0.083增加组;稳定组与减少组;增加与增加组P<0.001递减组)。三组间无心血管事件生存率差异无统计学意义。多变量Cox回归分析显示,死亡率下降组的风险比(HR1.33,95%置信区间[CI]1.21-1.45,P<0.001vs.稳定组;HR1.50,95%CI1.34-1.69,P<0.001vs.增加组)。增加组的死亡风险低于稳定组(HR0.88,95%CI0.81-0.97,P=0.008)。基于年龄的亚组分析,高清复古,性别,Charlson合并症指数评分,糖尿病和基线血清肌酐水平的三位数显示,在所有亚组中,降低组的死亡率最高.
    结论:我们的结果表明,HD患者2年中HD前血清肌酐水平的变化与HD患者的全因死亡率相关。这一发现为临床医生在HD患者的预后和管理中提供了一种简单而有希望的方法。
    BACKGROUND: Pre-haemodialysis (HD) serum creatinine levels are reliable and inexpensive markers of muscle mass and important predictors of survival in patients with stable chronic HD. We aimed to assess whether changes in pre-HD serum creatinine levels during a 2-year period are linked to long-term patient survival.
    METHODS: We retrospectively analysed patients enrolled in a periodic HD quality assessment program. Of the 21 846 participants in the fourth HD quality assessment program, 13 765 were presented in the fifth, of which 10 299 eligible patients were included in this study. We assessed the change in serum creatinine levels over 2 years. The patients were categorized into the following three groups: stable group (patients with change in serum creatinine < 1 mg/dL during 2 years of HD, n = 5664), increasing group (patients with increase in serum creatinine ≥ 1 mg/dL, n = 2419) and decreasing group (patients with decrease in serum creatinine ≥ 1 mg/dL, n = 2216).
    RESULTS: The duration of HD at baseline was 62-83 months, with diabetic kidney disease being the most common cause of kidney failure in 36.4% of patients. The 5-year patient survival rates in the stable, increasing and decreasing groups were 69.1%, 71.3% and 66.8%, respectively. The decreasing group had poorer patient survival than the other two groups (P = 0.083 for stable vs. increasing group; P = 0.011 for stable vs. decreasing group; P < 0.001 for increasing vs. decreasing group). There was no significant difference in the cardiovascular event-free survival rate among the three groups. Multivariable Cox regression analyses revealed the highest hazard ratio (HR) for mortality in the decreasing group (HR 1.33, 95% confidence interval [CI] 1.21-1.45, P < 0.001 vs. stable group; HR 1.50, 95% CI 1.34-1.69, P < 0.001 vs. increasing group). The increasing group exhibited a lower risk of mortality than the stable group (HR 0.88, 95% CI 0.81-0.97, P = 0.008). Subgroup analyses based on age, HD vintage, sex, Charlson comorbidity index score, presence of diabetes and baseline serum creatinine level tertiles revealed that the decreasing group exhibited the highest mortality among all subgroups.
    CONCLUSIONS: Our results demonstrate that changes in pre-HD serum creatinine levels over 2 years of HD were associated with all-cause mortality in patients undergoing HD. This finding suggests a simple and promising approach for clinicians in the prognosis and management of patients undergoing HD.
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  • 文章类型: Editorial
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  • 文章类型: Journal Article
    由于其潜在的肾毒性,筛查预先存在的肾功能障碍已成为在孕妇和非孕妇中启动含有富马酸二磷酸替诺福韦(TDF)的抗逆转录病毒治疗(ART)或暴露前预防(PrEP)的常规临床评估。我们旨在为非洲裔健康孕妇的常用肾功能标志物建立参考值。
    孕妇≥18岁,没有感染艾滋病毒,在怀孕14-28周时,他们参加了德班的PrEP临床试验,2017年9月至2019年12月之间的南非。妇女在怀孕期间每周监测4次,直到产后6个月。我们在每次就诊时测量了母体体重和血清肌酐(sCr),并使用Cockcroft-Gault(CG)和肾脏疾病饮食改良(MDRD)公式计算了肌酐清除率(CrCl)。通过CG和MDRD计算得出的sCr和CrCl的参考范围是从妊娠和分娩后的平均值±2SD得出的。
    在妊娠14到40周之间,249名未暴露于TDF-PrEP的非洲女性贡献了总共1193个肾功能值。交货后,这些女性中有207人贡献了800项肾功能值。在妊娠的第2和第3个月,sCr的正常参考范围为30-57和32-60umol/l。使用MDRD计算的CrCl的正常参考范围为第2和第3个月的129-282和119-267ml/min/1.73m2。分别。使用CG计算方法,第2和第3个月CrCl的正常参考范围分别为120-304和123-309ml/min/1.73m2。相比之下,sCr的正常参考范围,经MDRD和CG计算,产后CrCl为40-77umol/l,92-201和90-238ml/min/1.73m2。
    在非洲女性中,妊娠期sCr的正常上限(ULN)比出生后6个月低约20%。相反,使用MDRD或CG方程的CrCl的正常下限(LLN)比出生后6个月高出约35%。我们为两种计算方法提供了sCr和CrCl的正常参考范围,并适用于非洲妇女的妊娠第二和第三三个月。
    筛查预先存在的肾功能障碍已成为启动含TDF的抗逆转录病毒治疗或暴露前预防包括孕妇在内的成人的常规临床评估。怀孕本身会增加肾功能,因此,非孕妇成人的正常参考标准不能用于孕妇。在对参与PrEP临床试验的未感染HIV的健康孕妇的数据进行的二次分析中,我们建立了非洲人群妊娠和产后血清肌酐(sCr)浓度和肌酐清除率(CrCl)的参考区间.使用249名健康怀孕非洲妇女的sCr和CrCl值,我们可以确认妊娠中sCr的正常值上限比产后6个月低20%,并建议在第二和第三三个月中分别使用57umol/l和60umol/l的上限来确定妊娠非洲妇女的正常肾功能。我们使用两种计算方法进一步确定肌酐清除率的正常值下限,比产后高35%。在肾脏疾病计算中使用饮食的修改,我们建议第二和第三个三个月的下限分别为129和119ml/min/1.73m2。使用Cockcroft-Gault计算,我们建议第二和第三个三个月的下限分别为120和123ml/min/1.73m2。使用目前为成年人估计的标准临界值可能会导致非洲孕妇的肾功能异常报告不足。
    UNASSIGNED: Due to its potential nephrotoxicity, screening for pre-existing renal function disorders has become a routine clinical assessment for initiating Tenofovir diphosphate fumarate (TDF)-containing antiretroviral treatment (ART) or pre-exposure prophylaxis (PrEP) in pregnant and non-pregnant adults. We aimed to establish reference values for commonly used markers of renal function in healthy pregnant women of African origin.
    UNASSIGNED: Pregnant women ≥18 years, not living with HIV, and at 14-28 weeks gestation were enrolled in a PrEP clinical trial in Durban, South Africa between September 2017 and December 2019. Women were monitored 4-weekly during pregnancy until six months postpartum. We measured maternal weight and serum creatinine (sCr) at each visit and calculated creatinine clearance (CrCl) rates using the Cockcroft-Gault (CG) and Modification of Diet in Renal Disease (MDRD) formulae. Reference ranges for sCr and CrCl by CG and MDRD calculations were derived from the mean ± 2SD of values for pregnancy and postdelivery.
    UNASSIGNED: Between 14--and 40 weeks gestation, 249 African women not exposed to TDF-PrEP contributed a total of 1193 renal function values. Postdelivery, 207 of these women contributed to 800 renal function values. The normal reference range for sCr was 30-57 and 32-60 umol/l in the 2nd and 3rd trimesters of pregnancy. Normal reference ranges for CrCl using the MDRD calculation were 129-282 and 119-267 ml/min/1.73m2 for the 2nd and 3rd trimesters, respectively. Using the CG method of calculation, normal reference ranges for CrCl were 120-304 and 123-309 ml/min/1.73m2 for the 2nd and 3rd trimesters respectively. In comparison, the normal reference range for sCr, CrCl by MDRD and CG calculations postpartum was 40-77 umol/l, 92-201, and 90-238 ml/min/1.73m2, respectively.
    UNASSIGNED: In African women, the Upper Limit of Normal (ULN) for sCr in pregnancy is approximately 20% lower than 6 months postnatally. Inversely, the Lower Limit of Normal (LLN) for CrCl using either MDRD or CG equation is approximately 35% higher than 6 months postnatally. We provide normal reference ranges for sCr and CrCl for both methods of calculation and appropriate for the 2nd and 3rd trimesters of pregnancy in African women.
    Screening for pre-existing renal function disorders has become a routine clinical assessment for initiating TDF-containing antiretroviral treatment or pre-exposure prophylaxis in adults including pregnant women. Pregnancy inherently increases renal function, hence normal reference standards for non-pregnant adults cannot be used for pregnant women. In a secondary analysis of data from a healthy pregnant population not living with HIV who participated in a PrEP clinical trial, we established reference intervals for serum creatinine (sCr) concentration and creatinine clearance (CrCl) during pregnancy and postpartum in an African population. Using sCr and CrCl values for 249 healthy pregnant African women, we can confirm that the upper limit of normal for sCr in pregnancy is 20% lower than that for the 6-month postnatal period and recommend an upper limit of 57 umol/l and 60 umol/l in the second and third trimesters respectively to determine normal renal function in pregnant African women.We further determined the lower limit of normal for creatinine clearance using two methods of calculation, which was 35% higher than that of the postnatal period. Using the modification of diet in renal disease calculation, we recommend a lower limit of 129 and 119 ml/min/1.73m2 for the second and third trimesters respectively. Using the Cockcroft–Gault calculation, we recommend a lower limit of 120 and 123 ml/min/1.73m2 for the second and third trimesters respectively. Using current standard cut-off values estimated for adults may lead to underreporting of abnormal renal function in African pregnant women.
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    文章类型: Journal Article
    慢性肝病是一个常见而重要的临床问题。肝肾综合征(HRS)是一种危及生命的并发症。血清肌酐(Cr)仍然是肾功能的唯一常规指标。然而,血清Cr水平的解释可能与严重肝病患者经常观察到的营养不良和肌肉质量减少有关。这里,我们进行了一项横断面研究,探讨尿KIM-1和NGAL等其他标志物对HRS的敏感性和特异性.
    对亚历山大大学主要医院收治的88名患者进行了横断面研究。注册患者分为两组;第1组:肾功能正常的晚期肝硬化患者(儿童B和C),而第2组:发生HRS的患者。Stata©14.2版软件包用于分析。
    第1组包括18名男性和26名女性,而第2组包括25名男性和19名女性(p=0.135)。在校正性别的多变量logistic回归分析中,只有尿KIM-1在两组之间显示出统计学上的显著差异,血清胆红素,血清白蛋白,INR,血清K,AST和ALT水平。
    总而言之,我们的研究与先前的研究一致,如关于肝硬化AKI患者尿NGAL升高的一致发现所示。尿KIM-1,独立于尿NGAL,可能在精确区分晚期肝硬化和HRS中起作用,值得进一步探索。
    UNASSIGNED: Chronic liver disease is a common and important clinical problem.Hepatorenal syndrome (HRS) is a life threatening complication. Serum creatinine (Cr) remains the only conventional indicator of renal function. However, the interpretation of serum Cr level can be confounded by malnutrition and reduced muscle mass often observed in patients with severe liver disease. Here, we present a cross-sectional study to explore the sensitivity and specificity of other markers as urinary KIM-1 and NGAL for cases of HRS.
    UNASSIGNED: Cross-sectional study was conducted on 88 patients who were admitted to Alexandria main university hospital. Enrolled patients were divided in two groups; group 1: patients with advanced liver cirrhosis (child B and C) who have normal kidney functions while group 2: patients who developed HRS. Stata© version 14.2 software package was used for analysis.
    UNASSIGNED: Group 1 included 18 males and 26 females compared to 25 males and 19 females in group 2 (p = 0.135). Only the urinary KIM-1 showed a statistically significant difference between both groups in the multivariate logistic regression analysis adjusted for gender, serum bilirubin, serum albumin, INR, serum K, AST and ALT levels.
    UNASSIGNED: In conclusion, our study aligns with prior research, as seen in the consistent findings regarding Urinary NGAL elevation in cirrhotic patients with AKI. Urinary KIM-1, independent of Urinary NGAL, may have a role in precisely distinguishing between advanced liver cirrhosis and HRS and merits further exploration.
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  • 文章类型: Journal Article
    由于成熟过程,新生儿的血清肌酐遵循复杂的动力学,在生命的最初几周最明显。描述复杂动力学的基于机制的模型的开发需要在药物计量学(PMX)建模方面的专业知识和大量的模型开发时间。最近发布的低维神经常微分方程(NODE)的机器学习(ML)方法能够自动对来自新生儿的此类数据进行建模。然而,这种有效的数据驱动方法本身不会产生临床可解释的模型.在这项工作中,提出了一种用合理的PMX型函数推导可解释模型的方法。考虑到成熟过程和协变量,此“翻译”用于推导新生儿血清肌酐的PMX模型。将开发的模型与先前发布的基于机制的PMX模型进行了比较,而两种模型的机械结构相似。然后,考虑到胎龄和出生体重的不同协变量值,将开发的模型用于模拟生命最初几周的血清肌酐浓度。从这些模拟得到的参考血清肌酸酐值与观察到的血清肌酸酐值和先前公布的参考值一致。因此,提出的基于NODE的ML方法对新生儿复杂的血清肌酐动力学进行建模,并得出可解释的,类似于传统PMX模型的数理统计分量展示了一种新颖的,在临床环境和儿科药物开发中促进复杂动力学建模的可行方法。
    Serum creatinine in neonates follows complex dynamics due to maturation processes, most pronounced in the first few weeks of life. The development of a mechanism-based model describing complex dynamics requires high expertise in pharmacometric (PMX) modeling and substantial model development time. A recently published machine learning (ML) approach of low-dimensional neural ordinary differential equations (NODEs) is capable of modeling such data from newborns automatically. However, this efficient data-driven approach in itself does not result in a clinically interpretable model. In this work, an approach to deriving an interpretable model with reasonable PMX-type functions is presented. This \"translation\" was applied to derive a PMX model for serum creatinine in neonates considering maturation processes and covariates. The developed model was compared to a previously published mechanism-based PMX model whereas both models had similar mechanistic structures. The developed model was then utilized to simulate serum creatinine concentrations in the first few weeks of life considering different covariate values for gestational age and birth weight. The reference serum creatinine values derived from these simulations are consistent with observed serum creatinine values and previously published reference values. Thus, the presented NODE-based ML approach to model complex serum creatinine dynamics in newborns and derive interpretable, mathematical-statistical components similar to those in a conventional PMX model demonstrates a novel, viable approach to facilitate the modeling of complex dynamics in clinical settings and pediatric drug development.
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  • 文章类型: Journal Article
    这项研究的目的是探讨血清肌酐与胱抑素C的比值与腰围(CCR/WC)与高血压之间的关系。
    该研究利用了从中国健康与退休纵向研究中提取的数据。在横截面分析中,采用logistic回归分析来检验CCR/WC比值与高血压之间的相关性.通过使用受限三次样条,研究了CCR/WC比值与高血压之间的潜在非线性关联.在纵向分析中,我们通过Cox比例风险模型评估了CCR/WC四分位数(Q1-Q4)与新发高血压风险之间的相关性.
    总共,7253名参与者被登记。这项研究揭示了与高血压的负相关,显示比值比(OR)为0.29(95%置信区间[CI]:0.23-0.37,P<0.001)。在男性中,观察到OR为0.38(95%CI:0.25-0.58,P<0.001),而在女性中,OR为0.41(95%CI:0.28-0.60,P<0.001)。CCR/WC比值与高血压之间不存在非线性关联。Cox回归分析显示,与CCR/WC比值的Q1相比,Q3(危险比[HR]:0.69,95%CI:0.58-0.82,P<0.001)和Q4:(HR:0.70,95%CI:0.59-0.83,P<0.001)的高血压风险降低,和性别特异性分析产生一致的结果。
    这项研究强调了CCR/WC比值升高与高血压风险降低之间的潜在关联。
    UNASSIGNED: The objective of this study was to explore the association between the ratio of serum creatinine to cystatin C to waist circumference (CCR/WC) and hypertension.
    UNASSIGNED: The study utilized data extracted from the China Health and Retirement Longitudinal Study. In the cross-sectional analysis, logistic regression analyses were employed to examine the association between the CCR/WC ratio and hypertension. By utilizing restricted cubic splines, potential non-linear associations between the CCR/WC ratio and hypertension were explored. In the longitudinal analysis, the association between CCR/WC quartiles (Q1-Q4) and the risk of new-onset hypertension was evaluated by Cox proportional-hazards models.
    UNASSIGNED: In total, 7,253 participants were enrolled. The study unveiled an inverse association with hypertension, demonstrating an odds ratio (OR) of 0.29 (95% confidence interval [CI]: 0.23-0.37, P < 0.001). Among males, an OR of 0.38 (95% CI: 0.25-0.58, P < 0.001) was observed, while among females, an OR of 0.41 (95% CI: 0.28-0.60, P < 0.001) was noted. There was an absence of a nonlinear association between the CCR/WC ratio and hypertension. Cox regression analysis unveiled a reduced risk of hypertension in Q3 (Hazard ratios [HR]: 0.69, 95% CI: 0.58-0.82, P < 0.001) and Q4: (HR: 0.70, 95% CI: 0.59-0.83, P < 0.001) in compared to the Q1 of the CCR/WC ratio, and sex-specific analysis yielded consistent results.
    UNASSIGNED: This study emphasizes the potential association between an elevated CCR/WC ratio and a reduced risk of hypertension.
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  • 文章类型: Journal Article
    背景:近年来,需要手术作为主要治疗的老年患者数量迅速增加。在全球每年接受手术的3亿人中,65岁及以上的患者占病例的30%以上。尽管医学上有进步,老年患者术后并发症的风险仍然较高.早期诊断和有效预测是预防严重术后并发症的必要条件。在这项研究中,我们的目标是提供新的生物标志物组合来预测老年患者术后重症监护病房(ICU)住院时间>24h的发生率.
    方法:这项调查是作为巢式病例对照研究进行的,纳入413名年龄≥65岁接受非心脏手术的参与者,非泌尿外科选择性手术。这些人接受了30天的术后随访。手术前,收集外周静脉血用于分析血清肌酐(Scr),降钙素原(PCT),C反应蛋白(CRP),高敏CRP(hsCRP)。使用受试者工作特征(ROC)曲线分析和曲线下面积(AUC)值评估这些生物标志物在预测术后并发症中的功效。
    结果:术后,10例(2.42%)需要入住ICU。关于ICU入院,Scr×PCT和Scr×CRP组合的具有95%置信区间(CI)的AUC分别为0.750(0.655-0.845,P=0.007)和0.724(0.567-0.882,P=0.015),分别。此外,14例患者(3.39%)发生心血管事件.Scr×CRP联合预测心血管事件的AUC(95%CI)为0.688(0.560~0.817,P=0.017)。
    结论:生物标志物(Scr×PCT和Scr×CRP)的创新组合证明了作为老年患者术后ICU入住的预测因子的有效性。此外,Scr×CRP对术后心血管事件也有中等预测价值.
    背景:中国临床试验注册中心,ChiCTR1900026223。
    BACKGROUND: The number of elderly patients who require surgery as their primary treatment has increased rapidly in recent years. Among 300 million people globally who underwent surgery every year, patients aged 65 years and over accounted for more than 30% of cases. Despite medical advances, older patients remain at higher risk of postoperative complications. Early diagnosis and effective prediction are essential requirements for preventing serious postoperative complications. In this study, we aim to provide new biomarker combinations to predict the incidence of postoperative intensive care unit (ICU) admissions > 24 h in elderly patients.
    METHODS: This investigation was conducted as a nested case-control study, incorporating 413 participants aged ≥ 65 years who underwent non-cardiac, non-urological elective surgeries. These individuals underwent a 30-day postoperative follow-up. Before surgery, peripheral venous blood was collected for analyzing serum creatinine (Scr), procalcitonin (PCT), C-reactive protein (CRP), and high-sensitivity CRP (hsCRP). The efficacy of these biomarkers in predicting postoperative complications was evaluated using receiver operating characteristic (ROC) curve analysis and area under the curve (AUC) values.
    RESULTS: Postoperatively, 10 patients (2.42%) required ICU admission. Regarding ICU admissions, the AUCs with 95% confidence intervals (CIs) for the biomarker combinations of Scr × PCT and Scr × CRP were 0.750 (0.655-0.845, P = 0.007) and 0.724 (0.567-0.882, P = 0.015), respectively. Furthermore, cardiovascular events were observed in 14 patients (3.39%). The AUC with a 95% CI for the combination of Scr × CRP in predicting cardiovascular events was 0.688 (0.560-0.817, P = 0.017).
    CONCLUSIONS: The innovative combinations of biomarkers (Scr × PCT and Scr × CRP) demonstrated efficacy as predictors for postoperative ICU admissions in elderly patients. Additionally, the Scr × CRP also had a moderate predictive value for postoperative cardiovascular events.
    BACKGROUND: China Clinical Trial Registry, ChiCTR1900026223.
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