augmented renal clearance

增强肾脏清除率
  • 文章类型: Journal Article
    使用药代动力学/药效学(PK/PD)原理和蒙特卡罗模拟(MCS)优化美罗培南的给药方案,用于治疗肾脏清除率(ARC)增强的危重患者的铜绿假单胞菌(PA)感染。
    这项研究涉及基于来自ARC患者的PK数据的MCS和PA的最小抑制浓度(MIC)分布。这项研究简化了方法部分,专注于模拟的关键方面和有效治疗的目标值。
    该研究突出了关键发现,并强调基于细菌MIC值的定制剂量对ARC患者至关重要。它还指出,ARC患者的经验治疗应考虑MIC分布,每6小时给药2克,以实现PK/PD目标,而3gq6h对抑制抗性有效。
    根据细菌MIC值定制剂量对ARC患者至关重要。单独延长输注时间并不能提高疗效。ARC患者的经验治疗应考虑MIC分布;2gq6h的剂量达到PK/PD目标,而3gq6h(每天≥12g)抑制抗性。
    UNASSIGNED: To optimise the dosing regimen of meropenem for treating Pseudomonas aeruginosa (PA) infections in critically ill patients with augmented renal clearance (ARC) using pharmacokinetic/pharmacodynamic (PK/PD) principles and Monte Carlo simulation (MCS).
    UNASSIGNED: This research involves an MCS based on PK data from patients with ARC and a minimum inhibitory concentration (MIC) distribution of PA. This study simplifies the methods section, focusing on the critical aspects of simulation and target values for effective treatment.
    UNASSIGNED: The study highlights key findings and emphasises that tailored dosing based on bacterial MIC values is essential for patients with ARC. It also notes that empirical treatment in patients with ARC should consider the MIC distribution, with 2 g every (q) 6 h administered to achieve the PK/PD target, while 3 g q 6 h is effective in inhibiting resistance.
    UNASSIGNED: Tailored dosing based on bacterial MIC values is crucial for patients with ARC. Prolonged infusion time alone does not enhance efficacy. Empirical treatment in patients with ARC should consider MIC distribution; a dosage of 2 g q 6 h achieves the PK/PD target, while 3 g q 6 h (≥12 g daily) inhibits resistance.
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  • 文章类型: Editorial
    暂无摘要。
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  • 文章类型: Journal Article
    增强肾清除率(ARC),定义为肌酐清除率(CrCl)>130mL/min/1.73m2,在30-65%的危重患者中观察到。当遵循标准剂量指南时,ARC患者经常经历亚治疗万古霉素水平,由于加速药物消除而导致治疗失败。本文旨在探讨ARC对ARC患者万古霉素药代动力学和药效学(PK/PD)指标的影响。寻求为该患者人群确定一种准确的剂量调整方法。2023年9月,在MEDLINE和EMBASE数据库上进行了全面的文献检索,以包括所有可用的研究,这些研究提供了有关ARC对重症成人万古霉素治疗影响的信息。排除了研究儿科人群和PK数据不足的文章。共有21条符合纳入标准。研究结果表明CrCl与万古霉素清除率呈正相关,表明血清浓度低。因此,上调剂量是提高治疗成功率所必需的.年轻的年龄始终成为ARC和万古霉素PK/PD改变的主要原因。本研究总结了PK/PD改变,目前的剂量建议,并就可能的给药方法提出初步建议,以降低该患者人群亚治疗暴露的风险。
    Augmented renal clearance (ARC), defined as a creatinine clearance (CrCl) > 130 mL/min/1.73 m2, is observed in 30-65% of critically ill patients. When following standard dosage guidelines, patients with ARC often experience subtherapeutic vancomycin levels, resulting in treatment failure due to accelerated drug elimination. This review aims to explore ARC\'s impact on vancomycin pharmacokinetics and pharmacodynamics (PK/PD) indices in ARC patients, seeking to identify an accurate dose adjustment method for this patient population. In September 2023, a comprehensive literature search was conducted on the MEDLINE and EMBASE databases to include all available studies providing information on the impact of ARC on vancomycin therapy in critically ill adults. Articles that studied the pediatric population and those with insufficient PK data were excluded. A total of 21 articles met the inclusion criteria. The findings revealed a positive correlation between CrCl and vancomycin clearance, indicating low serum concentrations. Therefore, upward dosing adjustments are necessary to improve treatment success. Younger age consistently emerged as a major contributor to ARC and vancomycin PK/PD alterations. This study summarizes the PK/PD alterations, current dosage recommendations and proposes preliminary recommendations on possible dosing approaches to decrease the risk of subtherapeutic exposure in this patient population.
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  • 文章类型: Journal Article
    对于肾小球滤过率(GFR)>5mL/min的成人,推荐以3-12g/天的剂量给予头孢噻肟。本研究旨在评估肾功能和肥胖对重症监护病房(ICU)患者头孢噻肟浓度的影响。对2020年至2022年间接受连续头孢噻肟输注的连续ICU患者进行回顾性队列研究[IRBN992021/CHUSTE]。剂量不是恒定的;因此,考虑浓度-剂量比(C/D).进行统计分析以评估头孢噻肟浓度之间的关系,肾功能,和肥胖。共有70名患者,中位年龄61岁,包括在内,肥胖和非肥胖患者的头孢噻肟浓度没有显着差异。然而,浓度因GFR而异,在肾功能正常至增加的患者中普遍用药不足,在肾功能严重受损的患者中用药过量。根据GFR调整头孢噻肟给药与改善的目标达成相关。头孢噻肟在危重患者中的剂量应考虑肾功能,GFR正常至增加的患者需要较高的初始剂量,而肾功能严重受损的患者则需要较低的剂量。治疗药物监测可以帮助优化给药方案。有必要进行前瞻性研究以验证这些发现并为临床实践提供信息。
    Cefotaxime administration is recommended in doses of 3-12 g/day in adults with a Glomerular Filtration Rate (GFR) > 5 mL/min. This study aimed to assess the impact of renal function and obesity on cefotaxime concentrations in intensive care unit (ICU) patients. A retrospective cohort study was conducted on consecutive ICU patients receiving continuous cefotaxime infusion between 2020 and 2022 [IRBN992021/CHUSTE]. Doses were not constant; consequently, a concentration-to-dose ratio (C/D) was considered. Statistical analysis was performed to assess the relationship between cefotaxime concentrations, renal function, and obesity. A total of 70 patients, median age 61 years, were included, with no significant difference in cefotaxime concentrations between obese and non-obese patients. However, concentrations varied significantly by GFR, with underdosing prevalent in patients with normal to increased renal function and overdosing in those with severely impaired renal function. Adjustment of cefotaxime dosing according to GFR was associated with improved target attainment. Cefotaxime dosing in critically ill patients should consider renal function, with higher initial doses required in patients with normal to increased GFR and lower doses in those with severely impaired renal function. Therapeutic drug monitoring may aid in optimising dosing regimens. Prospective studies are warranted to validate these findings and inform clinical practice.
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  • 文章类型: Journal Article
    美罗培南是一种超广谱抗微生物剂,通常被推荐用于治疗儿童细菌性脑膜炎(BM)。然而,在推荐剂量的美罗培南下,BM患儿出现亚治疗现象,并发肾脏清除率(ARC)增强.为了支持其药代动力学,一个敏感的,建立了快速可靠的超液相色谱-串联质谱(UPLC-MS/MS)方法,用于测量血清和脑脊液(CSF)中的美罗培南浓度。该方法涉及蛋白沉淀,和样品用大比例的水稀释以消除溶剂的影响。样品的分离在WatersAcquity™BEHC18色谱柱(2.1×50mm内径,1.7μm)具有梯度轮廓。流动相为甲酸-水(1:1000,v/v)和乙腈。线性范围较好,血清浓度范围为0.100-100μg/mL,CSF浓度范围为0.0400-20.0μg/mL。日内和日间精确度低于8.0%,血清和CSF的日内和日间准确度从6.5%变化为-6.6%。选择性,结转,稀释完整性,基体效应,根据国际指南验证了回收率和稳定性.建立的UPLC-MS/MS方法成功地测定了BM合并ARC患儿血清和CSF中美罗培南的浓度。结果表明,在推荐的给药方案下(每8小时40mg/kg),达到50%T>MIC的有效治疗目标的时间仅约3小时,并且在有ARC的BM患儿中观察到较低的美罗培南CSF浓度.
    Meropenem is an ultrabroad-spectrum antimicrobial agent that is often recommended for the treatment of bacterial meningitis (BM) in children. However, a subtherapeutic phenomenon occurred in BM children complicated with augmented renal clearance (ARC) at the recommended dose of meropenem. To support its pharmacokinetics, a sensitive, fast and robust ultra-liquid chromatography-tandem mass spectrometry (UPLC-MS/MS) method was developed to measure meropenem concentrations in serum and cerebrospinal fluid (CSF). The method involved protein precipitation, and samples were diluted with a large proportion of water to eliminate solvent effects. The separation of samples was performed on a Waters Acquity™ BEH C18 column (2.1 × 50 mm i.d., 1.7 μm) with a gradient profile. The mobile phases were formic acid-water (1:1000, v/v) and acetonitrile. The linear range was good, with a concentration range of 0.100-100 μg/mL for serum and 0.0400-20.0 μg/mL for CSF. The intra-day and inter-day precisions were less than 8.0%, and the intra-day and inter-day accuracies varied -6.6% from 6.5% for the both serum and CSF. The selectivity, carry-over, dilution integrity, matrix effect, recovery and stability were validated according to international guidelines. The developed UPLC-MS/MS method successfully determined the meropenem concentrations in the serum and CSF of children with BM complicated with ARC. The results indicated that under the recommended dosing regimen (40 mg/kg every 8 h), the time to reach the effective treatment target of 50%T > MIC was only approximately 3 h and lower CSF concentrations of meropenem were observed in children with BM with ARC.
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  • 文章类型: Journal Article
    背景:这项研究的目的是检查ARC对急性TBI后第一周左乙拉西坦浓度的影响。假设是左乙拉西坦浓度在肾清除率增强(ARC)的TBI患者中明显低于正常肾清除率的患者。
    方法:这是一项前瞻性队列药代动力学研究,研究了伤后第一周内接受左乙拉西坦治疗的成人中度至重度TBI。每天进行连续采血以分析左乙拉西坦,胱抑素C,和12小时肌酐清除率(CrCl)测定。患者分为两组:有(CrCl≥130ml/min/1.73m2)和无ARC。
    结果:纳入22例中度至重度TBI患者。人群主要是患有严重TBI的年轻男性患者(平均年龄40岁,68%男性,中位入院GCS4)。在研究期间,每个人每12小时接受左乙拉西坦1000mgIV。77.3%的患者存在ARC,在所有研究日,ARC患者的左乙拉西坦浓度显着降低,低于保守治疗范围(<6mcg/mL)。在没有ARC的患者中,除2个研究日(第4天和第5天)外,所有研究日的血清浓度均低于预期范围.在研究期间,22名患者中的4名(18.2%)表现出癫痫发作活动(这些患者中的2名表现出ARC)。ARC患者的胱抑素C浓度明显降低,尽管所有患者的平均值都在典型的正常范围内。
    结论:ARC在中度至重度TBI患者中具有较高的患病率。在所有TBI患者中,标准给药后的左乙拉西坦浓度较低,但在ARC患者中明显降低。这项研究强调了无论是否存在ARC,TBI患者都需要考虑个性化药物给药。
    背景:本研究在cliicaltrials.gov(NCT02437838)注册,注册于2015年8月5日,https://clinicaltrials.gov/ct2/show/NCT02437838。
    BACKGROUND: The purpose of this study was to examine the impact of ARC on levetiracetam concentrations during the first week following acute TBI. The hypothesis was levetiracetam concentrations are significantly lower in TBI patients with augmented renal clearance (ARC) compared to those with normal renal clearance.
    METHODS: This is a prospective cohort pharmacokinetic study of adults with moderate to severe TBI treated with levetiracetam during the first week after injury. Serial blood collections were performed daily for analysis of levetiracetam, cystatin C, and 12-hr creatinine clearance (CrCl) determinations. Patients were divided into two cohorts: with (CrCl ≥130 ml/min/1.73 m2) and without ARC.
    RESULTS: Twenty-two patients with moderate to severe TBI were included. The population consisted primarily of young male patients with severe TBI (mean age 40 years old, 68% male, median admission GCS 4). Each received levetiracetam 1000 mg IV every 12 h for the study period. ARC was present in 77.3% of patients, with significantly lower levetiracetam concentrations in ARC patients and below the conservative therapeutic range (< 6mcg/mL) for all study days. In patients without ARC, the serum concentrations were also below the expected range on all but two study days (Days 4 and 5). Four of the 22 (18.2%) patients exhibited seizure activity during the study period (two of these patients exhibited ARC). Cystatin C concentrations were significantly lower in patients with ARC, though the mean for all patients was within the typical normal range.
    CONCLUSIONS: ARC has a high prevalence in patients with moderate to severe TBI. Levetiracetam concentrations after standard dosing were low in all TBI patients, but significantly lower in patients with ARC. This study highlights the need to consider personalized drug dosing in TBI patients irrespective of the presence of ARC.
    BACKGROUND: This study was registered at cliicaltrials.gov (NCT02437838) Registered on 08/05/2015, https://clinicaltrials.gov/ct2/show/NCT02437838 .
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  • 文章类型: Journal Article
    描述2h输注头孢他啶-阿维巴坦(CAZ-AVI)在肾脏清除率增强(ARC)的危重患者中的药代动力学/药效学(PK/PD)。对2020年8月至2023年5月期间接受CAZ-AVI治疗的所有ARC危重患者进行了回顾性审查。纳入了在CAZ-AVI治疗前12小时肌酐清除率和CAZ-AVI稳态浓度(Css)均被监测的患者。由Css计算CAZ-AVI的游离分数(fCss)。当CAZ≥4的Css/最小抑制浓度(MIC)比值(相当于100%fT>4MIC)和AVI>1的Css/CT比值(相当于100%fT>CT4.0mg/L)同时达到时,CAZ-AVI的联合PK/PD目标被认为是最佳的,当只达到两个目标中的一个时,当两个目标都没有达到时,是次优的。PK/PD目标达成之间的关系,评估了微生物根除和CAZ-AVI的临床疗效。包括四名患者。只有一名患者达到了最佳的联合PK/PD目标,而其他三个达到了次优目标。具有最佳PK/PD目标的患者实现了微生物根除,而其他三名患者没有,但4例患者均取得良好的临床疗效。标准剂量可能无法使大多数患有ARC的危重患者达到CAZ-AVI的最佳联合PK/PD目标。ARC患者CAZ-AVI的最佳药物剂量调整需要动态药物浓度监测。
    To describe the pharmacokinetics/pharmacodynamics (PK/PD) of a 2 h infusion of ceftazidime-avibactam (CAZ-AVI) in critically ill patients with augmented renal clearance (ARC). A retrospective review of all critically ill patients with ARC who were treated with CAZ-AVI between August 2020 and May 2023 was conducted. Patients whose 12-h creatinine clearance prior to CAZ-AVI treatment and steady-state concentration (Css) of CAZ-AVI were both monitored were enrolled. The free fraction (fCss) of CAZ-AVI was calculated from Css. The joint PK/PD targets of CAZ-AVI were considered optimal when a Css/minimum inhibitory concentration (MIC) ratio for CAZ ≥4 (equivalent to 100% fT > 4 MIC) and a Css/CT ratio of AVI >1 (equivalent to 100% fT > CT 4.0 mg/L) were reached simultaneously, quasioptimal when only one of the two targets was reached, and suboptimal when neither target was reached. The relationship between PK/PD goal achievement, microbial eradication and the clinical efficacy of CAZ-AVI was evaluated. Four patients were included. Only one patient achieved optimal joint PK/PD targets, while the other three reached suboptimal targets. The patient with optimal PK/PD targets achieved microbiological eradication, while the other three patients did not, but all four patients achieved good clinical efficacy. Standard dosages may not enable most critically ill patients with ARC to reach the optimal joint PK/PD targets of CAZ-AVI. Optimal drug dose adjustment of CAZ-AVI in ARC patients requires dynamic drug concentration monitoring.
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  • 文章类型: Journal Article
    (1)目标:描述在术后早期使用实时治疗药物监测(TDM)指导的专家临床药理咨询(ECPA)计划优化的连续输注(CI)β-内酰胺治疗的原位肝移植(OLT)受体中最佳药代动力学/药效学(PK/PD)目标的实现。(2)方法:2021年7月至2023年9月期间,OLT受者进入移植后重症监护病房,接受CI美罗培南的经验或靶向治疗,哌拉西林他唑巴坦,美罗培南-瓦巴坦,或使用实时TDM指导的ECPA程序优化的头孢他啶-阿维巴坦,是回顾性检索的。测定稳态β-内酰胺(BL)和/或β-内酰胺酶抑制剂(BLI)血浆浓度(Css),选择Css/MIC比值作为β-内酰胺疗效的最佳PK/PD目标。美罗培南的PK/PD目标被定义为当达到fCss/MIC比率>4时是最佳的。BL/BLI组合的联合PK/PD目标(即哌拉西林-他唑巴坦,头孢他啶-阿维巴坦,美罗培南-伐巴坦)被定义为当BL的fCss/MIC比>4且他唑巴坦或阿维巴坦的fCss/靶浓度(CT)比>1时最佳,或同时达到vaborbactam的fAUC/CT比值>24。进行了多变量逻辑回归分析,以测试与早期获得失败相关的潜在变量(即,首次TDM评估)最佳PK/PD目标。(3)结果:总体上,77名危重OLT接受者(中位年龄,57岁;男性,63.6%;移植时MELD评分中位数,17分)总共接受100个β-内酰胺治疗疗程,包括在内。43%的病例针对β-内酰胺治疗。在100项首次TDM评估中,有76项提供了β-内酰胺给药调整(76.0%;减少69.0%,增加7.0%)。总的来说,245个总ECPA中的134个(54.7%)。最佳PK/PD目标在88%的治疗过程中早期达到,在89%的病例中进行β-内酰胺治疗。增强的肾脏清除率(ARC;OR7.64;95CI1.32-44.13)和高于EUCAST临床断点(OR91.55;95CI7.12-1177.12)的MIC值成为未能达到早期最佳β-内酰胺PK/PD目标的独立预测因子。(4)结论:实时TDM指导的ECPA计划允许在移植后早期接受CIβ-内酰胺治疗的大约90%的危重OLT受体中获得最佳β-内酰胺PK/PD目标。患有ARC或受MIC值高于EUCAST临床断点的病原体影响的OLT接受者在获得早期最佳β-内酰胺PK/PD目标方面处于失败的高风险。需要更大规模的前瞻性研究来证实我们的发现。
    (1) Objectives: To describe the attainment of optimal pharmacokinetic/pharmacodynamic (PK/PD) targets in orthotopic liver transplant (OLT) recipients treated with continuous infusion (CI) beta-lactams optimized using a real-time therapeutic drug monitoring (TDM)-guided expert clinical pharmacological advice (ECPA) program during the early post-surgical period. (2) Methods: OLT recipients admitted to the post-transplant intensive care unit over the period of July 2021-September 2023, receiving empirical or targeted therapy with CI meropenem, piperacillin-tazobactam, meropenem-vaborbactam, or ceftazidime-avibactam optimized using a real-time TDM-guided ECPA program, were retrospectively retrieved. Steady-state beta-lactam (BL) and/or beta-lactamase inhibitor (BLI) plasma concentrations (Css) were measured, and the Css/MIC ratio was selected as the best PK/PD target for beta-lactam efficacy. The PK/PD target of meropenem was defined as being optimal when attaining a fCss/MIC ratio > 4. The joint PK/PD target of the BL/BLI combinations (namely piperacillin-tazobactam, ceftazidime-avibactam, and meropenem-vaborbactam) was defined as being optimal when the fCss/MIC ratio > 4 of the BL and the fCss/target concentration (CT) ratio > 1 of tazobactam or avibactam, or the fAUC/CT ratio > 24 of vaborbactam were simultaneously attained. Multivariate logistic regression analysis was performed for testing potential variables that were associated with a failure in attaining early (i.e., at first TDM assessment) optimal PK/PD targets. (3) Results: Overall, 77 critically ill OLT recipients (median age, 57 years; male, 63.6%; median MELD score at transplantation, 17 points) receiving a total of 100 beta-lactam treatment courses, were included. Beta-lactam therapy was targeted in 43% of cases. Beta-lactam dosing adjustments were provided in 76 out of 100 first TDM assessments (76.0%; 69.0% decreases and 7.0% increases), and overall, in 134 out of 245 total ECPAs (54.7%). Optimal PK/PD target was attained early in 88% of treatment courses, and throughout beta-lactam therapy in 89% of cases. Augmented renal clearance (ARC; OR 7.64; 95%CI 1.32-44.13) and MIC values above the EUCAST clinical breakpoint (OR 91.55; 95%CI 7.12-1177.12) emerged as independent predictors of failure in attaining early optimal beta-lactam PK/PD targets. (4) Conclusion: A real-time TDM-guided ECPA program allowed for the attainment of optimal beta-lactam PK/PD targets in approximately 90% of critically ill OLT recipients treated with CI beta-lactams during the early post-transplant period. OLT recipients having ARC or being affected by pathogens with MIC values above the EUCAST clinical breakpoint were at high risk for failure in attaining early optimal beta-lactam PK/PD targets. Larger prospective studies are warranted for confirming our findings.
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  • 文章类型: Journal Article
    来自凝固酶阴性葡萄球菌(CoNS)的血流感染(BSI)是最常见的医疗保健相关感染之一。他们的治疗包括使用万古霉素,疗效和安全性的最佳药代动力学/药效学(PK/PD)目标为曲线下面积/最小抑制浓度(AUC/MIC)比值≥400且AUC<600的分子。评估了Gaslini研究所五年来儿科和新生儿重症监护病房CoNS的BSI,以研究万古霉素疗法在实现所需PK/PD目标方面的功效,并确定是否有任何变量干扰实现该目标。AUC/MIC≥400,治疗开始后48和72小时AUC<600,仅21%的新生儿人群和25%的儿科人群达到。在儿科人群中,估计的肾小球滤过率(eGFR)与达到的AUC水平之间呈现负相关.与AUC≥400(p<0.001)的事件相比,AUC<400的事件在72h的中位数eGFR显着更高(超滤的表达)。确定了前72小时eGFR的截止值(145mL/min/1.73m2),超过AUC≥400极不可能,因此应选择更高的剂量或不同的抗生素.
    Bloodstream infections (BSI) from coagulase-negative-staphylococci (CoNS) are among the most frequent healthcare-related infections. Their treatment involves the use of vancomycin, a molecule whose optimal pharmacokinetic/pharmacodynamic (PK/PD) target for efficacy and safety is an area-under-curve/minimum inhibitory concentration (AUC/MIC) ratio ≥ 400 with AUC < 600. BSIs from CoNS in pediatric and neonatal intensive care unit that occurred at the Gaslini Institute over five years were evaluated to investigate the efficacy of vancomycin therapy in terms of achieving the desired PK/PD target and determining whether any variables interfere with the achievement of this target. AUC/MIC ≥ 400 with AUC < 600 at 48 and 72 h after therapy initiation was achieved in only 21% of the neonatal population and 25% of the pediatric population. In the pediatric population, an inverse correlation emerged between estimated glomerular filtration rate (eGFR) and achieved AUC levels. Median eGFR at 72 h was significantly higher (expression of hyperfiltration) in events with AUC < 400, compared with those with AUC ≥ 400 (p < 0.001). A cut-off value of eGFR in the first 72 h has been identified (145 mL/min/1.73 m2), beyond which it is extremely unlikely to achieve an AUC ≥ 400, and therefore a higher dose or a different antibiotic should be chosen.
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  • 文章类型: Journal Article
    接受异基因造血干细胞移植(HSCT)的儿童容易发生急性肾损伤(AKI)。肾损伤标志物:肾损伤分子(KIM)-1,白细胞介素(IL)-18和中性粒细胞明胶酶相关脂质运载蛋白(NGAL)可能有助于AKI的早期诊断。这项研究的目的是评估接受HSCT的儿童中KIM-1,IL-18和NGAL的血清浓度与肾功能的经典标志物(肌酐,胱抑素C,估计的肾小球滤过率(eGFR)),并使用人工智能工具分析其作为肾脏损害预测因子的有用性。血清KIM-1,IL-18,NGAL,对27例接受HSCT的儿童在移植前和手术后4周进行ELISA和胱抑素C评估。数据用于构建肾损伤预测的随机森林分类器(RFC)模型。基于3个输入变量建立的RFC模型,HSCT前儿童血清中KIM-1、IL-18和NGAL的浓度,能够有效地评估患者的过度滤过率,手术后4周肾脏损伤的替代标记。随着RFC模型的使用,血清KIM-1、IL-18和NGAL可作为儿童HSCT术后早期肾功能不全的标志物。
    Children undergoing allogeneic hematopoietic stem cell transplantation (HSCT) are prone to developing acute kidney injury (AKI). Markers of kidney damage: kidney injury molecule (KIM)-1, interleukin (IL)-18, and neutrophil gelatinase-associated lipocalin (NGAL) may ease early diagnosis of AKI. The aim of this study was to assess serum concentrations of KIM-1, IL-18, and NGAL in children undergoing HSCT in relation to classical markers of kidney function (creatinine, cystatin C, estimated glomerular filtration rate (eGFR)) and to analyze their usefulness as predictors of kidney damage with the use of artificial intelligence tools. Serum concentrations of KIM-1, IL-18, NGAL, and cystatin C were assessed by ELISA in 27 children undergoing HSCT before transplantation and up to 4 weeks after the procedure. The data was used to build a Random Forest Classifier (RFC) model of renal injury prediction. The RFC model established on the basis of 3 input variables, KIM-1, IL-18, and NGAL concentrations in the serum of children before HSCT, was able to effectively assess the rate of patients with hyperfiltration, a surrogate marker of kidney injury 4 weeks after the procedure. With the use of the RFC model, serum KIM-1, IL-18, and NGAL may serve as markers of incipient renal dysfunction in children after HSCT.
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