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Smeets TJL, Boly CA, Papadopoulos J, Endeman H, Hunfeld NGM. What every intensivist should know about augmented renal clearance (ARC). J Crit Care 2024; 84:154541. [PMID: 39266074 DOI: 10.1016/j.jcrc.2024.154541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Revised: 11/26/2023] [Accepted: 12/09/2023] [Indexed: 09/14/2024]
Affiliation(s)
- Tim J L Smeets
- Department of Hospital Pharmacy, Erasmus MC University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015 GD Rotterdam, the Netherlands.
| | - Chantal A Boly
- Department of Intensive Care Adults, Erasmus MC University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | | | - Henrik Endeman
- Department of Intensive Care Adults, Erasmus MC University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Nicole G M Hunfeld
- Department of Hospital Pharmacy, Erasmus MC University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015 GD Rotterdam, the Netherlands; Department of Intensive Care Adults, Erasmus MC University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
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de Courson H, Cane G, d'Auzac A, Barbieri A, Derot S, Carrie C, Biais M. Augmented Renal Clearance: Prevalence, Risk Factors and Underlying Mechanism in Critically Ill Patients with Subarachnoid Hemorrhage. Neurocrit Care 2024:10.1007/s12028-024-02144-6. [PMID: 39511114 DOI: 10.1007/s12028-024-02144-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2024] [Accepted: 09/24/2024] [Indexed: 11/15/2024]
Abstract
BACKGROUND Augmented renal clearance (ARC) is an increase in the measured creatinine clearance (CLCR), the cause of which remains poorly understood. ARC may be associated with drug underdosing and appears to be more frequent in patients with brain damage, such as subarachnoid hemorrhage (SaH), although the incidence of ARC remains poorly understood. The aim of this study was to investigate the prevalence of ARC in patients with SaH in a neurointensive care unit (neuro-ICU) and to identify factors associated with ARC. METHODS All consecutive patients hospitalized in the neuro-ICU of Bordeaux University Hospital between June 2018 and June 2019 for SaH treatment were retrospectively included. CLCR was measured daily via 24-h urine collection. ARC was defined as a CLCR ≥ 130 mL/min/1.73 m2. The effects of different covariates on the time course of CLCR were investigated using a linear mixed model. RESULTS Of the 205 included study participants, 168 developed ARC during their neuro-ICU stay; the estimated ARC prevalence was 82% (95% confidence interval 76-87) with a median of 4 days (range 3-6 days) after hemorrhage; ARC persisted for a median of 5 days (range 2-8 days). Patients with ARC were younger and had a lower BMI and lower mortality rate. In multivariate analysis, younger patients with a higher mean arterial pressure, no history of hypertension, and greater nitrogen loss were more likely to have ARC. CONCLUSIONS Augmented renal clearance is very common in critically ill patients with SaH, persists over time, and seems to lack specific risk factors. Daily CLCR measurements could be essential.
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Affiliation(s)
- Hugues de Courson
- Anesthesiology and Critical Care Department, Bordeaux University Hospital, 33 000, Bordeaux, France.
- Bordeaux Population Health Center, INSERM UMR1219, University of Bordeaux, Bordeaux, France.
| | - Grégoire Cane
- Anesthesiology and Critical Care Department, Bordeaux University Hospital, 33 000, Bordeaux, France
| | - Antoine d'Auzac
- Anesthesiology and Critical Care Department, Bordeaux University Hospital, 33 000, Bordeaux, France
| | - Antoine Barbieri
- Bordeaux Population Health Center, INSERM UMR1219, University of Bordeaux, Bordeaux, France
| | - Simon Derot
- Anesthesiology and Critical Care Department, Bordeaux University Hospital, 33 000, Bordeaux, France
| | - Cédric Carrie
- Anesthesiology and Critical Care Department, Bordeaux University Hospital, 33 000, Bordeaux, France
| | - Matthieu Biais
- Anesthesiology and Critical Care Department, Bordeaux University Hospital, 33 000, Bordeaux, France
- Biology of Cardiovascular Diseases, Institut National de la Santé et de la Recherche Médicale, U1034, Pessac, France
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Chen X, Yang D, Zhao H, Zhang H, Hong P. Stroke-Induced Renal Dysfunction: Underlying Mechanisms and Challenges of the Brain-Kidney Axis. CNS Neurosci Ther 2024; 30:e70114. [PMID: 39533116 PMCID: PMC11557443 DOI: 10.1111/cns.70114] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2024] [Revised: 10/13/2024] [Accepted: 10/23/2024] [Indexed: 11/16/2024] Open
Abstract
Stroke, a major neurological disorder and a leading cause of disability and death, often inflicts damage upon other organs, particularly the kidneys. While chronic kidney disease (CKD) has long been established as a significant risk factor for cerebrovascular disease, stroke can induce renal dysfunction, manifesting as acute kidney injury (AKI) or CKD. Mounting clinical and basic research evidence supports the existence of a bidirectional brain-kidney crosstalk following stroke, implicating specific mechanisms and pathways in stroke-related renal dysfunction. This review analyzes pertinent experimental studies, elucidating the underlying mechanisms of this cerebro-renal interaction following stroke. Additionally, we summarize the current landscape of clinical research investigating brain-kidney interplay and discuss potential challenges in the future. By enhancing our understanding of the scientific underpinnings of brain-kidney crosstalk, this review paves the way for improved treatment strategies and outcomes for stroke patients. Recognizing the intricate interplay between the brain and kidneys after stroke holds profound clinical implications.
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Affiliation(s)
- Xi Chen
- Department of AnesthesiologyZhujiang Hospital of Southern Medical UniversityGuangzhouChina
- College of AnesthesiologySouthern Medical UniversityGuangzhouChina
| | - Dong‐Xiao Yang
- Department of AnesthesiologyZhujiang Hospital of Southern Medical UniversityGuangzhouChina
| | - Heng Zhao
- Beijing Institute of Brain Disorders, Laboratory of Brain Disorders, Ministry of Science and Technology, Joint Innovation Center for Brain DisordersCapital Medical UniversityBeijingChina
| | - Hong‐Fei Zhang
- Department of AnesthesiologyZhujiang Hospital of Southern Medical UniversityGuangzhouChina
| | - Pu Hong
- Department of AnesthesiologyZhujiang Hospital of Southern Medical UniversityGuangzhouChina
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Julian N, Gaugain S, Labeyrie MA, Barthélémy R, Froelich S, Houdart E, Mebazaa A, Chousterman BG. Systemic tolerance of intravenous milrinone administration for cerebral vasospasm secondary to non-traumatic subarachnoid hemorrhage. J Crit Care 2024; 82:154807. [PMID: 38579430 DOI: 10.1016/j.jcrc.2024.154807] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Revised: 03/18/2024] [Accepted: 03/27/2024] [Indexed: 04/07/2024]
Abstract
PURPOSE Delayed cerebral ischemia (DCI) is a severe subarachnoid hemorrhage (SAH) complication, closely related to cerebral vasospasm (CVS). CVS treatment frequently comprises intravenous milrinone, an inotropic and vasodilatory drug. Our objective is to describe milrinone's hemodynamic, respiratory and renal effects when administrated as treatment for CVS. METHODS Retrospective single-center observational study of patients receiving intravenous milrinone for CVS with systemic hemodynamics, oxygenation, renal disorders monitoring. We described these parameters' evolution before and after milrinone initiation (day - 1, baseline, day 1 and day 2), studied treatment cessation causes and assessed neurological outcome at 3-6 months. RESULTS Ninety-one patients were included. Milrinone initiation led to cardiac output increase (4.5 L/min [3.4-5.2] at baseline vs 6.6 L/min [5.2-7.7] at day 2, p < 0.001), Mean Arterial Pressure decrease (101 mmHg [94-110] at baseline vs 95 mmHg [85-102] at day 2, p = 0.001) norepinephrine treatment requirement increase (32% of patients before milrinone start vs 58% at day 1, p = 0.002) and slight PaO2/FiO2 ratio deterioration (401 [333-406] at baseline vs 348 [307-357] at day 2, p = 0.016). Milrinone was interrupted in 8% of patients. 55% had a favorable outcome. CONCLUSION Intravenous milrinone for CVS treatment seems associated with significant impact on systemic hemodynamics leading sometimes to treatment discontinuation.
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Affiliation(s)
- Nathan Julian
- Université de Paris, INSERM, U942 MASCOT, Paris F-75006, France; Department of Anesthesia and Critical Care Medicine, AP-HP, Hôpital Lariboisière, Paris F-75010, France.
| | - Samuel Gaugain
- Université de Paris, INSERM, U942 MASCOT, Paris F-75006, France; Department of Anesthesia and Critical Care Medicine, AP-HP, Hôpital Lariboisière, Paris F-75010, France
| | - Marc-Antoine Labeyrie
- Université de Paris, INSERM, U942 MASCOT, Paris F-75006, France; Department of Interventional Neuroradiology, Hopital Lariboisière, Paris, France
| | - Romain Barthélémy
- Université de Paris, INSERM, U942 MASCOT, Paris F-75006, France; Department of Anesthesia and Critical Care Medicine, AP-HP, Hôpital Lariboisière, Paris F-75010, France
| | - Sebastien Froelich
- Department of Neurosurgery, Lariboisière Hospital, University of Paris, France
| | - Emmanuel Houdart
- Department of Interventional Neuroradiology, Hopital Lariboisière, Paris, France
| | - Alexandre Mebazaa
- Université de Paris, INSERM, U942 MASCOT, Paris F-75006, France; Department of Anesthesia and Critical Care Medicine, AP-HP, Hôpital Lariboisière, Paris F-75010, France
| | - Benjamin G Chousterman
- Université de Paris, INSERM, U942 MASCOT, Paris F-75006, France; Department of Anesthesia and Critical Care Medicine, AP-HP, Hôpital Lariboisière, Paris F-75010, France
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Miao J, Zuo C, Cao H, Gu Z, Huang Y, Song Y, Wang F. Predicting ICU readmission risks in intracerebral hemorrhage patients: Insights from machine learning models using MIMIC databases. J Neurol Sci 2024; 456:122849. [PMID: 38147802 DOI: 10.1016/j.jns.2023.122849] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Revised: 12/04/2023] [Accepted: 12/17/2023] [Indexed: 12/28/2023]
Abstract
BACKGROUND Intracerebral hemorrhage (ICH) is a stroke subtype characterized by high mortality and complex post-event complications. Research has extensively covered the acute phase of ICH; however, ICU readmission determinants remain less explored. Utilizing the MIMIC-III and MIMIC-IV databases, this investigation develops machine learning (ML) models to anticipate ICU readmissions in ICH patients. METHODS Retrospective data from 2242 ICH patients were evaluated using ICD-9 codes. Recursive feature elimination with cross-validation (RFECV) discerned significant predictors of ICU readmissions. Four ML models-AdaBoost, RandomForest, LightGBM, and XGBoost-underwent development and rigorous validation. SHapley Additive exPlanations (SHAP) elucidated the effect of distinct features on model outcomes. RESULTS ICU readmission rates were 9.6% for MIMIC-III and 10.6% for MIMIC-IV. The LightGBM model, with an AUC of 0.736 (95% CI: 0.668-0.801), surpassed other models in validation datasets. SHAP analysis revealed hydrocephalus, sex, neutrophils, Glasgow Coma Scale (GCS), specific oxygen saturation (SpO2) levels, and creatinine as significant predictors of readmission. CONCLUSION The LightGBM model demonstrates considerable potential in predicting ICU readmissions for ICH patients, highlighting the importance of certain clinical predictors. This research contributes to optimizing patient care and ICU resource management. Further prospective studies are warranted to corroborate and enhance these predictive insights for clinical utilization.
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Affiliation(s)
- Jinfeng Miao
- Department of Neurology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1095 Jiefang Avenue, Wuhan 430030, China
| | - Chengchao Zuo
- Department of Neurology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1095 Jiefang Avenue, Wuhan 430030, China
| | - Huan Cao
- Department of Neurology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1095 Jiefang Avenue, Wuhan 430030, China
| | - Zhongya Gu
- Department of Neurology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1095 Jiefang Avenue, Wuhan 430030, China
| | - Yaqi Huang
- Department of Neurology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1095 Jiefang Avenue, Wuhan 430030, China
| | - Yu Song
- Department of Neurology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1095 Jiefang Avenue, Wuhan 430030, China
| | - Furong Wang
- Department of Neurology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1095 Jiefang Avenue, Wuhan 430030, China.
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Cook AM, Hall K, Kolpek JH, Morbitzer KA, Jordan JD, Rhoney DH. Enhanced renal clearance impacts levetiracetam concentrations in patients with traumatic brain injury with and without augmented renal clearance. BMC Neurol 2024; 24:12. [PMID: 38166710 PMCID: PMC10759330 DOI: 10.1186/s12883-023-03515-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Accepted: 12/18/2023] [Indexed: 01/05/2024] Open
Abstract
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. CLINICAL TRIAL REGISTRATION This study was registered at cliicaltrials.gov (NCT02437838) Registered on 08/05/2015, https://clinicaltrials.gov/ct2/show/NCT02437838 .
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Affiliation(s)
- Aaron M Cook
- Department of Pharmacy Practice and Science, University of Kentucky College of Pharmacy, Lexington, KY, USA
- Pharmacy Services UKHealthCare, Lexington, KY, USA
| | - Kaylee Hall
- Department of Pharmacy Practice and Science, University of Kentucky College of Pharmacy, Lexington, KY, USA
| | - Jimmi Hatton Kolpek
- Department of Pharmacy Practice and Science, University of Kentucky College of Pharmacy, Lexington, KY, USA
| | - Kathryn A Morbitzer
- Division of Practice Advancement and Clinical Education, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Campus Box 7574, Chapel Hill, NC, 27599, USA
| | - J Dedrick Jordan
- Departments of Neurology and Neurosurgery, Duke University, Durham, NC, USA
| | - Denise H Rhoney
- Division of Practice Advancement and Clinical Education, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Campus Box 7574, Chapel Hill, NC, 27599, USA.
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Nelson NR, Mendoza C, Rhoney DH. Augmented Renal Clearance in the Hematology and Oncology Populations: A Scoping Review for Pharmacists. J Pharm Pract 2023; 36:1485-1497. [PMID: 35972988 DOI: 10.1177/08971900221121362] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
INTRODUCTION Until recently, interest in renal function has focused on impairment to limit drug toxicity and increase medication safety. Augmented renal clearance (ARC) has been increasingly studied in multiple patient populations, including oncology, and could lead to decreased drug efficacy from faster elimination resulting in subtherapeutic concentrations. This scoping review sought to summarize ARC literature in cancer and identify areas of research to better inform pharmacy practitioners. DATA SOURCES Electronic databases were searched for English articles related to augmented/enhanced renal function/clearance following a framework for scoping reviews. DATA SYNTHESIS Fourteen articles were analyzed, divided according to article objective: descriptive studies or ARC's impact on pharmacokinetics/pharmacodynamics. ARC was most defined as creatinine clearance >130 mL/min/1.73 m2, reported in 10%-100% of patients. Febrile neutropenia in adult and pediatric patients, and age <50-65 years, hematologic malignancy, and lower serum creatinine in adult patients were notable risk factors for ARC. The impact of ARC has only been evaluated with antimicrobial agents consistently resulting in lower than anticipated trough levels. Identified gaps include: elucidation of ARC's mechanism and associated biomarkers, an inclusive ARC definition for relative renal enhancement, and study of additional drug classes to ascertain the breadth of ARC impact on drug therapy. CONCLUSIONS ARC is proving to be a frequent phenomenon in patients with cancer which pharmacists could play a vital role. Further research is needed to better understand the impact of ARC in patient care and a potential need to stage ARC based on degree of renal enhancement to establish specific drug dosing recommendations.
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Affiliation(s)
- Nicholas R Nelson
- Division of Practice Advancement and Clinical Education, UNC Eshelman School of Pharmacy, Chapel Hill, NC, USA
| | - Chelsea Mendoza
- University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Denise H Rhoney
- Division of Practice Advancement and Clinical Education, UNC Eshelman School of Pharmacy, Chapel Hill, NC, USA
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Cucci MD, Gerlach AT, Mangira C, Murphy CV, Roberts JA, Udy AA, Dowling TC, Mullen CL. Performance of different body weights in the Cockcroft-Gault equation in critically ill patients with and without augmented renal clearance: A multicenter cohort. Pharmacotherapy 2023; 43:1131-1138. [PMID: 36373197 PMCID: PMC10947228 DOI: 10.1002/phar.2743] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 08/29/2022] [Accepted: 09/14/2022] [Indexed: 11/18/2023]
Abstract
STUDY OBJECTIVE The primary objective was to evaluate the performance of the Cockcroft-Gault (CG) equation with different body weights (BWs) compared to a measured creatinine clearance (mCrCl) in an intensive care unit (ICU) population with and without augmented renal clearance (ARC). DESIGN Multicenter, retrospective cohort. SETTING Two ICUs in the United States and four ICUs from a previous international observational analysis. PATIENTS Adult ICU patients admitted from January 1, 2010 to July 30, 2020 with at least one mCrCl collected within the initial 10 days of hospitalization were eligible for inclusion. MEASUREMENTS AND MAIN RESULTS The primary outcome was the performance of the CG equation in ARC (mCrCl≥130 ml/min/1.73 m2 ) and non-ARC (mCrCl<130 ml/min/1.73 m2 ) patients. Correlation was analyzed by Pearson's correlation coefficient, bias by mean difference, and accuracy by the percentage of patients within 30% of the mCrCl. A total of 383 patients were included, which provided 1708 mCrCl values. The majority were male (n = 239, 62%), median age of 55 years [IQR 40-65] with a surgical diagnosis (n = 239, 77%). ARC was identified in 229 (60%) patients. The ARC group had lower Scr values (0.6 [0.5-0.7] vs. 0.7 [0.6-0.9] mg/dl, p < 0.001) and higher mCrCl (172.8 (SD 39.1) vs. 89.9 mL/min/1.73 m2 (SD 25.4), p < 0.001) compared with the non-ARC group, respectively. Among non-ARC patients there was a moderate correlation (r = 0.33-0.39), moderate accuracy (range 48-58%), and low bias (range of -12.9 to 17.1) among the different BW estimations with the adjusted BW having the better performance. Among ARC patients there was low correlation (r = 0.24-0.28), low to moderate accuracy (range 38-70%), and high bias (range of -58.5 to -21.6). CONCLUSIONS The CG-adjusted BW had the best performance in the non-ARC patients, while CG performed poorly with any BW in ARC patients. Although the CG equation remains the standard equation for estimating CrCl in the ICU setting, a new, validated equation is needed for patients with ARC.
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Affiliation(s)
| | - Anthony T. Gerlach
- Critical CareThe Ohio State University Wexner Medical CenterColumbusOhioUSA
| | | | - Claire V. Murphy
- Critical CareThe Ohio State University Wexner Medical CenterColumbusOhioUSA
| | | | - Andrew A. Udy
- Department of Intensive Care & Hyperbaric MedicineAlfred HealthMelbourneVictoriaAustralia
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John G, Heffner E, Carter T, Beckham R, Smith N. Augmented Renal Clearance in Patients with Acute Ischemic Stroke: A Prospective Observational Study. Neurocrit Care 2023; 38:35-40. [PMID: 35918629 PMCID: PMC9345739 DOI: 10.1007/s12028-022-01569-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2022] [Accepted: 06/27/2022] [Indexed: 11/06/2022]
Abstract
BACKGROUND Augmented renal clearance (ARC) is a phenomenon that has been demonstrated in many subsets of critically ill patients and is characterized by a creatinine clearance (CrCl) > 130 mL/min. Prior research has examined ARC prevalence in the presence of sepsis, traumatic brain injury, subarachnoid hemorrhage, and intracranial hemorrhage. However, to our knowledge, no studies have examined whether this phenomenon occurs in patients suffering from an acute ischemic stroke (AIS). The objective of this study was to evaluate whether patients experiencing an AIS exhibit ARC, identify potential contributing factors, and examine the precision of current renal clearance estimation methods in patients with AIS experiencing ARC. METHODS This was a single-center prospective observational study conducted in adult patients admitted to a neurocritical intensive care unit (ICU) at a community hospital. Once consent was gained, patients with an admitting diagnosis of an AIS underwent a 24-h urine collection to assess measured CrCl. The primary end point assessed for ARC, defined as a measured CrCl > 130 mL/min. The secondary end point evaluated length of stay in the neurocritical ICU. RESULTS Twenty-eight patients met enrollment criteria, and data was analyzed for 20 patients. ARC was present in 35% of enrolled patients. Mathematical estimations of renal function were inadequate in detecting ARC manifestation. Patients experiencing ARC were associated with nonsignificantly shorter ICU length of stay. CONCLUSIONS ARC appears to manifest in patients with AIS inconsistently. Patients experiencing ARC were associated with nonsignificantly shorter ICU length of stay.
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Affiliation(s)
- Grace John
- CHRISTUS Mother Frances Hospital - Tyler, 800 E. Dawson St., Tyler, TX, 75701, USA.
| | - Erika Heffner
- grid.417305.4CHRISTUS Mother Frances Hospital - Tyler, 800 E. Dawson St., Tyler, TX 75701 USA
| | - Tracy Carter
- grid.417305.4CHRISTUS Mother Frances Hospital - Tyler, 800 E. Dawson St., Tyler, TX 75701 USA
| | - Regan Beckham
- grid.267327.50000 0001 0626 4654Department of Mathematics, The University of Texas at Tyler, Tyler, TX USA
| | - Nathan Smith
- grid.267327.50000 0001 0626 4654Department of Mathematics, The University of Texas at Tyler, Tyler, TX USA
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Zheng D, Hao X, Khan M, Wang L, Li F, Xiang N, Kang F, Hamalainen T, Cong F, Song K, Qiao C. Comparison of machine learning and logistic regression as predictive models for adverse maternal and neonatal outcomes of preeclampsia: A retrospective study. Front Cardiovasc Med 2022; 9:959649. [PMID: 36312231 PMCID: PMC9596815 DOI: 10.3389/fcvm.2022.959649] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 09/12/2022] [Indexed: 12/05/2022] Open
Abstract
Introduction Preeclampsia, one of the leading causes of maternal and fetal morbidity and mortality, demands accurate predictive models for the lack of effective treatment. Predictive models based on machine learning algorithms demonstrate promising potential, while there is a controversial discussion about whether machine learning methods should be recommended preferably, compared to traditional statistical models. Methods We employed both logistic regression and six machine learning methods as binary predictive models for a dataset containing 733 women diagnosed with preeclampsia. Participants were grouped by four different pregnancy outcomes. After the imputation of missing values, statistical description and comparison were conducted preliminarily to explore the characteristics of documented 73 variables. Sequentially, correlation analysis and feature selection were performed as preprocessing steps to filter contributing variables for developing models. The models were evaluated by multiple criteria. Results We first figured out that the influential variables screened by preprocessing steps did not overlap with those determined by statistical differences. Secondly, the most accurate imputation method is K-Nearest Neighbor, and the imputation process did not affect the performance of the developed models much. Finally, the performance of models was investigated. The random forest classifier, multi-layer perceptron, and support vector machine demonstrated better discriminative power for prediction evaluated by the area under the receiver operating characteristic curve, while the decision tree classifier, random forest, and logistic regression yielded better calibration ability verified, as by the calibration curve. Conclusion Machine learning algorithms can accomplish prediction modeling and demonstrate superior discrimination, while Logistic Regression can be calibrated well. Statistical analysis and machine learning are two scientific domains sharing similar themes. The predictive abilities of such developed models vary according to the characteristics of datasets, which still need larger sample sizes and more influential predictors to accumulate evidence.
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Affiliation(s)
- Dongying Zheng
- State Key Laboratory of Fine Chemicals, Dalian R&D Center for Stem Cell and Tissue Engineering, Dalian University of Technology, Dalian, China,Department of Obstetrics and Gynecology, Second Affiliated Hospital of Dalian Medical University, Dalian, China,Faculty of Information Technology, University of Jyvaskyla, Jyväskylä, Finland
| | - Xinyu Hao
- Faculty of Information Technology, University of Jyvaskyla, Jyväskylä, Finland,School of Biomedical Engineering, Faculty of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China
| | - Muhanmmad Khan
- Institute of Zoology, University of Punjab, Lahore, Pakistan
| | - Lixia Wang
- Department of Obstetrics and Gynecology, Second Affiliated Hospital of Dalian Medical University, Dalian, China
| | - Fan Li
- Department of Obstetrics and Gynecology, Shengjing Hospital, China Medical University, Shenyang, China
| | - Ning Xiang
- Department of Obstetrics and Gynecology, Jingzhou Hospital Affiliated to Yangtze University, Jingzhou, China
| | - Fuli Kang
- Department of Obstetrics and Gynecology, Second Affiliated Hospital of Dalian Medical University, Dalian, China
| | - Timo Hamalainen
- Faculty of Information Technology, University of Jyvaskyla, Jyväskylä, Finland
| | - Fengyu Cong
- Faculty of Information Technology, University of Jyvaskyla, Jyväskylä, Finland,School of Biomedical Engineering, Faculty of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China,School of Artificial Intelligence, Faculty of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China,Key Laboratory of Integrated Circuit and Biomedical Electronic System, Dalian University of Technology, Dalian, China
| | - Kedong Song
- State Key Laboratory of Fine Chemicals, Dalian R&D Center for Stem Cell and Tissue Engineering, Dalian University of Technology, Dalian, China,*Correspondence: Kedong Song
| | - Chong Qiao
- Department of Obstetrics and Gynecology, Shengjing Hospital, China Medical University, Shenyang, China,Chong Qiao
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Egea A, Dupuis C, de Montmollin E, Wicky PH, Patrier J, Jaquet P, Lefèvre L, Sinnah F, Marzouk M, Sonneville R, Bouadma L, Souweine B, Timsit JF. Augmented renal clearance in the ICU: estimation, incidence, risk factors and consequences-a retrospective observational study. Ann Intensive Care 2022; 12:88. [PMID: 36156744 PMCID: PMC9510087 DOI: 10.1186/s13613-022-01058-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Accepted: 08/31/2022] [Indexed: 11/11/2022] Open
Abstract
Background Augmented renal clearance (ARC) remains poorly evaluated in ICU. The objective of this study is to provide a full description of ARC in ICU including prevalence, evolution profile, risk factors and outcomes. Methods This was a retrospective, single-center, observational study. All the patients older than 18 years admitted for the first time in Medical ICU, Bichat, University Hospital, APHP, France, between January 1, 2017, and November 31, 2020 and included into the Outcomerea database with an ICU length of stay longer than 72 h were included. Patients with chronic kidney disease were excluded. Glomerular filtration rate was estimated each day during ICU stay using the measured creatinine renal clearance (CrCl). Augmented renal clearance (ARC) was defined as a 24 h CrCl greater than 130 ml/min/m2. Results 312 patients were included, with a median age of 62.7 years [51.4; 71.8], 106(31.9%) had chronic cardiovascular disease. The main reason for admission was acute respiratory failure (184(59%)) and 196(62.8%) patients had SARS-COV2. The median value for SAPS II score was 32[24; 42.5]; 146(44%) and 154(46.4%) patients were under vasopressors and invasive mechanical ventilation, respectively. The overall prevalence of ARC was 24.6% with a peak prevalence on Day 5 of ICU stay. The risk factors for the occurrence of ARC were young age and absence of cardiovascular comorbidities. The persistence of ARC during more than 10% of the time spent in ICU was significantly associated with a lower risk of death at Day 30. Conclusion ARC is a frequent phenomenon in the ICU with an increased incidence during the first week of ICU stay. Further studies are needed to assess its impact on patient prognosis. Supplementary Information The online version contains supplementary material available at 10.1186/s13613-022-01058-w.
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Affiliation(s)
- Alexandre Egea
- Service d'Anesthésie Réanimation, CHU Saint Antoine, APHP, Paris, France
| | - Claire Dupuis
- Service de Médecine Intensive et Réanimation, CHU Clermont Ferrand, CHU Hôpital Gabriel-Montpied, 58 Rue Montalembert, 63000, Clermont Ferrand, France.
| | - Etienne de Montmollin
- Medical and Infectious Intensive Care Unit, CHU Bichat-Claude, APHP, Paris, France.,IAME UMR 1137, Université de Paris, 75018, Paris, France
| | - Paul-Henry Wicky
- Medical and Infectious Intensive Care Unit, CHU Bichat-Claude, APHP, Paris, France
| | - Juliette Patrier
- Medical and Infectious Intensive Care Unit, CHU Bichat-Claude, APHP, Paris, France
| | - Pierre Jaquet
- Medical and Infectious Intensive Care Unit, CHU Bichat-Claude, APHP, Paris, France
| | - Lucie Lefèvre
- Service de Médecine Intensive-Réanimation, iCAN, Institut de Cardiologie, Sorbonne Université Hôpital Pitié-Salpêtrière, APHP, Paris, France
| | - Fabrice Sinnah
- Medical and Infectious Intensive Care Unit, CHU Bichat-Claude, APHP, Paris, France
| | - Mehdi Marzouk
- Réanimation Polyvalente/Surveillance Continue, Hôpitaux Publics de l'Artois, Lens, France
| | - Romain Sonneville
- Medical and Infectious Intensive Care Unit, CHU Bichat-Claude, APHP, Paris, France.,Université de Paris, UMR1148, Team 6, 75018, Paris, France
| | - Lila Bouadma
- Medical and Infectious Intensive Care Unit, CHU Bichat-Claude, APHP, Paris, France.,IAME UMR 1137, Université de Paris, 75018, Paris, France
| | - Bertrand Souweine
- Service de Médecine Intensive et Réanimation, CHU Clermont Ferrand, CHU Hôpital Gabriel-Montpied, 58 Rue Montalembert, 63000, Clermont Ferrand, France
| | - Jean-François Timsit
- Medical and Infectious Intensive Care Unit, CHU Bichat-Claude, APHP, Paris, France.,IAME UMR 1137, Université de Paris, 75018, Paris, France
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12
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Campassi ML, Repetto FG, Banegas Litardo DM, Castor R, Gómez G, Tiseyra B, Flores L, Ramirez I, Maspoli D, Báez J, Boroni I, Bertola R, Estenssoro E, Dubin A. Incidence and determinats of augmented renal clearance in traumatic brain injury: A prospective observational study. J Crit Care 2022; 70:154065. [DOI: 10.1016/j.jcrc.2022.154065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2022] [Revised: 05/06/2022] [Accepted: 05/09/2022] [Indexed: 11/29/2022]
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13
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Xiao Q, Zhang H, Wu X, Qu J, Qin L, Wang C. Augmented Renal Clearance in Severe Infections-An Important Consideration in Vancomycin Dosing: A Narrative Review. Front Pharmacol 2022; 13:835557. [PMID: 35387348 PMCID: PMC8979486 DOI: 10.3389/fphar.2022.835557] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Accepted: 02/25/2022] [Indexed: 12/15/2022] Open
Abstract
Vancomycin is a hydrophilic antibiotic widely used in severe infections, including bacteremia and central nervous system (CNS) infections caused by Gram-positive bacteria such as methicillin-resistant Staphylococcus aureus (MRSA), coagulase-negative staphylococci and enterococci. Appropriate antimicrobial dosage regimens can help achieve the target exposure and improve clinical outcomes. However, vancomycin exposure in serum and cerebrospinal fluid (CSF) is challenging to predict due to rapidly changing pathophysiological processes and patient-specific factors. Vancomycin concentrations may be decreased for peripheral infections due to augmented renal clearance (ARC) and increased distribution caused by systemic inflammatory response syndrome (SIRS), increased capillary permeability, and aggressive fluid resuscitation. Additionally, few studies on vancomycin’s pharmacokinetics (PK) in CSF for CNS infections. The relationship between exposure and clinical response is unclear, challenging for adequate antimicrobial therapy. Accurate prediction of vancomycin pharmacokinetics/pharmacodynamics (PK/PD) in patients with high interindividual variation is critical to increase the likelihood of achieving therapeutic targets. In this review, we describe the interaction between ARC and vancomycin PK/PD, patient-specific factors that influence the achievement of target exposure, and recent advances in optimizing vancomycin dosing schedules for severe infective patients with ARC.
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Affiliation(s)
- Qile Xiao
- Department of Neurology, Second Xiangya Hospital, Central South University, Changsha, China
| | - Hainan Zhang
- Department of Neurology, Second Xiangya Hospital, Central South University, Changsha, China
| | - Xiaomei Wu
- Department of Neurology, Second Xiangya Hospital, Central South University, Changsha, China
| | - Jian Qu
- Department of Pharmacy, Second Xiangya Hospital, Central South University, Changsha, China
| | - Lixia Qin
- Department of Neurology, Second Xiangya Hospital, Central South University, Changsha, China
| | - Chunyu Wang
- Department of Neurology, Second Xiangya Hospital, Central South University, Changsha, China
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14
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Lee K, Klein P, Dongre P, Choi EJ, Rhoney DH. Intravenous Brivaracetam in the Management of Acute Seizures in the Hospital Setting: A Scoping Review. J Intensive Care Med 2022; 37:1133-1145. [PMID: 35306914 PMCID: PMC9393655 DOI: 10.1177/08850666211073598] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Background Clinical considerations for drug treatment of acute seizures involve
variables such as safety, tolerability, drug-drug interactions, dosage,
route of administration, and alterations in pharmacokinetics because of
critical illness. Therapy options that are easily and quickly administered
without dilution, well tolerated, and effective are needed for the treatment
of acute seizures. The objective of this review is to focus on the clinical
considerations relating to the use of intravenous brivaracetam (IV BRV) for
the treatment of acute seizures in the hospital, focusing on critically ill
patients. Methods This was a scoping literature review of PubMed from inception to April 13,
2021, and search of the American Academy of Neurology (AAN) 2021 Annual
Meeting website for English language publications/conference abstracts
reporting the results of IV BRV use in hospitalized patients, particularly
in the critical care setting. Outcomes of interest relating to the clinical
pharmacology, safety, tolerability, efficacy, and effectiveness of IV BRV
were reviewed and are discussed. Results Twelve studies were included for analysis. One study showed that plasma
concentrations of IV BRV 15 min after the first dose were similar between
patients receiving IV BRV as bolus or infusion. IV BRV was generally well
tolerated in patients with acute seizures in the hospital setting, with a
low incidence of individual TEAEs classified as behavioral disorders. IV BRV
demonstrated efficacy and effectiveness and had a rapid onset, with clinical
and electrophysiological improvement in seizures observed within minutes.
Although outside of the approved label, findings from several studies
suggest that IV BRV reduces seizures and is generally well tolerated in
patients with status epilepticus. Conclusions IV BRV shows effectiveness, and is generally well tolerated in the management
of acute seizures in hospitalized patients where rapid administration is
needed, representing a clinically relevant antiseizure medication for
potential use in the critical care setting.
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Affiliation(s)
- Kiwon Lee
- Department of Neurology, Division of Stroke and Critical Care, Rutgers, The State University of New Jersey, 12287Robert Wood Johnson Medical School, New Brunswick, NJ, USA
| | - Pavel Klein
- Mid-Atlantic Epilepsy and Sleep Center, Bethesda, MD, USA
| | | | | | - Denise H Rhoney
- 15521UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, NC, USA
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15
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Prevalence and Risk Factors of Augmented Renal Clearance: A Systematic Review and Meta-Analysis. Pharmaceutics 2022; 14:pharmaceutics14020445. [PMID: 35214177 PMCID: PMC8878755 DOI: 10.3390/pharmaceutics14020445] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Revised: 02/14/2022] [Accepted: 02/15/2022] [Indexed: 02/04/2023] Open
Abstract
Kidney function assessment in the critically ill overlooks the possibility for hyperfunctioning kidneys, known as augmented renal clearance (ARC), which could contribute to therapeutic failures in the intensive care unit (ICU). The aim of this research is to conduct a systematic review and meta-analysis of prevalence and risk factors of ARC in the critically ill. MEDLINE, Embase, Cochrane Library, CINAHL, Scopus, ProQuest Dissertations and Theses Global databases were searched on 27 October 2020. We included studies conducted in critically ill adults who reported the prevalence and/or risk factors of ARC. We evaluated study quality using the Joanna Briggs Institute appraisal tool. Case reports, reviews, editorials and commentaries were excluded. We generated a random-effects meta-analytic model using the inverse variance method and visualized the pooled estimates using forest plots. Seventy studies were included. The pooled prevalence (95% CI) was 39% (34.9–43.3). Prevalence for neuro, trauma, mixed and sepsis ICUs were 74 (55–87), 58 (48–67), 36 (31–41) and 33 (21–48), respectively. Age, male sex and trauma were associated with ARC with pooled OR (95% CI) of 0.95 (0.93–0.96), 2.36 (1.28–4.36), 2.60 (1.21–5.58), respectively. Limitations included variations in ARC definition, inclusion and exclusion criteria and studies design. In conclusion, ARC is prevalent in critically ill patients, especially those in the neurocritical care and trauma ICU population. Young age, male sex and trauma are risk factors for ARC in those with apparently normal renal function. Further research on optimal dosing of drugs in the setting of ARC is warranted. (Prospero registration: CRD42021246417).
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16
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Huang J, Wang X, Hao C, Yang W, Zhang W, Liu J, Qu H. Cystatin C and/or creatinine-based estimated glomerular filtration rate for prediction of vancomycin clearance in long-stay critically ill patients with persistent inflammation, immunosuppression and catabolism syndrome (PICS): a population pharmacokinetics analysis. Intern Emerg Med 2021; 16:1883-1893. [PMID: 33728578 DOI: 10.1007/s11739-021-02699-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Accepted: 03/05/2021] [Indexed: 10/21/2022]
Abstract
Persistent inflammation, immunosuppression and catabolism syndrome (PICS) in critically ill patients are associated with unreliable creatinine (Cr)-based estimated glomerular filtration rate (eGFR) and alteration in vancomycin clearance (CL) due to ongoing muscle wasting and renal dysfunction (RD). Currently, cystatin C (Cys) is of great interest for eGFR due to its muscle independence. Patients receiving intravenous vancomycin with trough concentration monitoring after intensive care unit stay ≥ 14 days were retrospectively enrolled. Those with C-reactive protein > 30.0 mg/L, lymphocytes count < 0.80 × 109, albumin < 30 mg/L and weight loss > 10% were diagnosed with PICS. Impact of PICS on vancomycin trough achievement was analyzed. Plasma Cys and Cr levels with their eGFRs in RD were compared in patients with and without PICS. Furthermore, the performance of eGFRs in predicting vancomycin CL was quantificationally evaluated by population pharmacokinetics (PPK) analysis using the Phoenix NLME software. Of 69 enrolled patients, 32 (46.4%) were PICS. PICS was predictive of Cr-guided vancomycin supratherapeutic trough concentrations (OR = 5.26, P = 0.013). Significant elevation of Cys, not of Cr, was observed in patients with PICS suffering from RD (P = 0.022), causing substantial differences among eGFRs. Fifty-two and 17 patients were enrolled for the modeling group and validation group, respectively. A one-compartment PPK model with first-order elimination adequately described the data of 126 Ctrough. Prediction of vancomycin CL with Cys and Cr-based eGFR (CKD-EPIcys-cr) significantly reduced the interindividual variability of CL (from 75.6 to 28.5%). External validation with 34 Ctrough showed the robustness and accuracy of this model. This study showed the negative impact of PICS on Cr-guided vancomycin trough achievement. PPK model with CKD-EPIcys-cr can be used to optimize vancomycin dosage in patients with PICS.
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Affiliation(s)
- Jingjing Huang
- Department of Pharmacy, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiaoli Wang
- Department of Critical Care Medicine, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, No. 197 Ruijin Er Road, Shanghai, 20025, China
| | - Chenxia Hao
- Department of Pharmacy, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Wanhua Yang
- Department of Pharmacy, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Weixia Zhang
- Department of Pharmacy, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jialin Liu
- Department of Critical Care Medicine, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, No. 197 Ruijin Er Road, Shanghai, 20025, China.
| | - Hongping Qu
- Department of Critical Care Medicine, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, No. 197 Ruijin Er Road, Shanghai, 20025, China.
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17
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Lakhal K, Hivert A, Alexandre PL, Fresco M, Robert-Edan V, Rodie-Talbere PA, Ambrosi X, Bourcier R, Rozec B, Cadiet J. Intravenous Milrinone for Cerebral Vasospasm in Subarachnoid Hemorrhage: The MILRISPASM Controlled Before-After Study. Neurocrit Care 2021; 35:669-679. [PMID: 34478028 DOI: 10.1007/s12028-021-01331-z] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Accepted: 08/09/2021] [Indexed: 11/29/2022]
Abstract
BACKGROUND Intravenous (IV) milrinone, in combination with induced hypertension, has been proposed as a treatment option for cerebral vasospasm after aneurysmal subarachnoid hemorrhage (aSAH). However, data on its safety and efficacy are scarce. METHODS This was a controlled observational study conducted in an academic hospital with prospectively and retrospectively collected data. Consecutive patients with cerebral vasospasm following aSAH and treated with both IV milrinone (0.5 µg/kg/min-1, as part of a strict protocol) and induced hypertension were compared with a historical control group receiving hypertension alone. Multivariable analyses aimed at minimizing potential biases. We assessed (1) 6-month functional disability (defined as a score between 2 and 6 on the modified Rankin Scale) and vasospasm-related brain infarction, (2) the rate of first-line or rescue endovascular angioplasty for vasospasm, and (3) immediate tolerance to IV milrinone. RESULTS Ninety-four patients were included (41 and 53 in the IV milrinone and the control group, respectively). IV milrinone infusion was independently associated with a lower likelihood of 6-month functional disability (adjusted odds ratio [aOR] = 0.28, 95% confidence interval [CI] = 0.10-0.77]) and vasospasm-related brain infarction (aOR = 0.19, 95% CI 0.04-0.94). Endovascular angioplasty was less frequent in the IV milrinone group (6 [15%] vs. 28 [53%] patients, p = 0.0001, aOR = 0.12, 95% CI 0.04-0.38). IV milrinone (median duration of infusion, 5 [2-8] days) was prematurely discontinued owing to poor tolerance in 12 patients, mostly (n = 10) for "non/hardly-attained induced hypertension" (mean arterial blood pressure < 100 mmHg despite 1.5 µg/kg/min-1 of norepinephrine). However, this event was similarly observed in IV milrinone and control patients (n = 10 [24%] vs. n = 11 [21%], respectively, p = 0.68). IV milrinone was associated with a higher incidence of polyuria (IV milrinone patients had creatinine clearance of 191 [153-238] ml/min-1) and hyponatremia or hypokalemia, whereas arrhythmia, myocardial ischemia, and thrombocytopenia were infrequent. CONCLUSIONS Despite its premature discontinuation in 29% of patients as a result of its poor tolerance, IV milrinone was associated with a lower rate of endovascular angioplasty and a positive impact on long-term neurological and radiological outcomes. These preliminary findings encourage the conduction of confirmatory randomized trials.
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Affiliation(s)
- Karim Lakhal
- Service d'Anesthésie-Réanimation, Hôpital Laënnec, Centre Hospitalier Universitaire, 44093, Nantes Cedex 1, France.
| | - Antoine Hivert
- Service d'Anesthésie-Réanimation, Hôpital Laënnec, Centre Hospitalier Universitaire, 44093, Nantes Cedex 1, France
| | - Pierre-Louis Alexandre
- Department of Diagnostic and Therapeutic Neuroradiology, University Hospital of Nantes, Nantes, France
| | - Marion Fresco
- Service d'Anesthésie-Réanimation, Hôpital Laënnec, Centre Hospitalier Universitaire, 44093, Nantes Cedex 1, France
| | - Vincent Robert-Edan
- Service d'Anesthésie-Réanimation, Hôpital Laënnec, Centre Hospitalier Universitaire, 44093, Nantes Cedex 1, France
| | - Pierre-André Rodie-Talbere
- Service d'Anesthésie-Réanimation, Hôpital Laënnec, Centre Hospitalier Universitaire, 44093, Nantes Cedex 1, France
| | - Xavier Ambrosi
- Service d'Anesthésie-Réanimation, Hôpital Laënnec, Centre Hospitalier Universitaire, 44093, Nantes Cedex 1, France
| | - Romain Bourcier
- Department of Diagnostic and Therapeutic Neuroradiology, University Hospital of Nantes, Nantes, France.,Institut du Thorax, Institut National de la Santé et de la Recherche Médicale (INSERM), Centre National de la Recherche Scientifique (CNRS), Université de Nantes, 44093, Nantes, France
| | - Bertrand Rozec
- Service d'Anesthésie-Réanimation, Hôpital Laënnec, Centre Hospitalier Universitaire, 44093, Nantes Cedex 1, France.,Institut du Thorax, Institut National de la Santé et de la Recherche Médicale (INSERM), Centre National de la Recherche Scientifique (CNRS), Université de Nantes, 44093, Nantes, France
| | - Julien Cadiet
- Service d'Anesthésie-Réanimation, Hôpital Laënnec, Centre Hospitalier Universitaire, 44093, Nantes Cedex 1, France
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18
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Rhoney DH, Metzger SA, Nelson NR. Scoping review of augmented renal clearance in critically ill pediatric patients. Pharmacotherapy 2021; 41:851-863. [PMID: 34431121 DOI: 10.1002/phar.2617] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2021] [Revised: 08/02/2021] [Accepted: 08/02/2021] [Indexed: 11/06/2022]
Abstract
Augmented renal clearance (ARC), a phenomenon of enhanced elimination of renal solutes, has been described in adult critically ill patients, but little is known about the phenomenon in children. The aim of this scoping review was to gather and summarize all evidence on ARC in pediatric patients to examine its breadth and depth including prevalence, risk factors, and pharmacokinetic alterations and identify any gaps for further areas of inquiry. PubMed, Embase, and Web of Science were searched for titles, abstracts, or keywords that focused on ARC. Non-English studies, reviews, and nonhuman studies were excluded. Reporting followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses for Scoping Reviews (PRISMA-ScR) guidelines. Data were extracted on article type, study details, patient population, ARC definition and prevalence, methods of renal function assessment, and study results. A total of 215 citations were found with 25 citations meeting the criteria for inclusion in pediatrics (2102 total patients); the majority of studies (84%) focused on pharmacokinetics (PK) of antimicrobial agents. The median/mean age range was 1.25-12 years. There were a total of 10 different definitions of ARC. The prevalence of ARC ranged from 7.8% to 78%. The most common method for documenting creatinine clearance (CrCl) was the modified Schwartz equation (64%). Only 20% of studies reported risk factors for ARC including low serum creatinine, increasing age, febrile neutropenia, male, septic shock, and treatment with antibiotics. Glycopeptide antimicrobials were the most evaluated class (42.9%) among the 21 antimicrobial drug studies. All studies reported increased drug clearance and/or poor probability of achieving target concentrations of the agents studied. ARC showed variable prevalence in pediatric patients likely due to the lack of a standard definition and many studies not considering age-related changes in CrCl with pediatric intensive care unit (PICU) patients. ARC was shown to impact PK of antibiotics commonly administered to pediatric patients, which may necessitate changes in standard dosing regimens.
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Affiliation(s)
- Denise H Rhoney
- Division of Practice Advancement and Clinical Education, UNC Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
| | | | - Nicholas R Nelson
- Division of Practice Advancement and Clinical Education, UNC Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
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19
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Wells MA, Morbitzer K, Rhoney DH. Evaluation of the Accuracy of Standard Renal Function Equations in Critically Ill Patients with Subarachnoid Hemorrhage. Neurocrit Care 2021; 32:828-835. [PMID: 31591691 DOI: 10.1007/s12028-019-00854-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
BACKGROUND Obtaining an accurate estimation of renal function is germane to optimizing care in critically ill patients. However, there is no consensus on the most accurate renal function assessment to utilize in this patient population, particularly in aneurysmal subarachnoid hemorrhage (aSAH) patients. Thus, the objective of this observational study was to determine the comparability of renal function equations to body surface area (BSA)-adjusted 8-h creatinine clearance (CrCl) in aSAH patients. METHODS A PubMed search investigated the applicability of various renal function equations in critically ill patient populations. A subset of these equations was compared to BSA-adjusted 8-h CrCl from a previous study with aSAH patients with no evidence of renal dysfunction (admission serum creatinine < 1.5 mg/dL) and no history of chronic kidney disease. Area-under-the-curve (AUC) calculations were completed using serial laboratory measurements to validate preliminary findings. RESULTS A total of 14 renal function equations were identified with seven carried forward for further analysis based upon a priori criteria. Seven equations were excluded for various reasons, including lack of available clinical data, redundancy with other equations, and dissimilar patient populations to this study. When directly compared to the BSA-adjusted 8-h CrCl, only the Cockcroft-Gault and BSA-adjusted Cockcroft-Gault equations were not statistically significantly different (P = 0.0886 and P = 0.4805, respectively); all other equations were statistically significantly different (P < 0.0001). Additionally, only 52% and 44% of patients had average values within 20% of the BSA-adjusted 8-h CrCl using the Cockcroft-Gault and BSA-adjusted Cockcroft-Gault equations, respectively. Finally, the AUC calculations corroborated the preliminary findings with similar results in statistical testing for the Cockcroft-Gault and BSA-adjusted Cockcroft-Gault (P = 0.6300 and P = 0.1513, respectively). CONCLUSIONS The Cockcroft-Gault equation may be the best renal function equation to assess in critically ill patients diagnosed with aSAH. However, accuracy and consistency in assessing renal function when compared to the BSA-adjusted 8-h CrCl were lacking. Thus, this study suggests the BSA-adjusted 8-h CrCl may be the most appropriate assessment of renal function in patients with aSAH.
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Affiliation(s)
- Michael A Wells
- Division of Pharmacy Practice, Massachusetts College of Pharmacy and Health Sciences, Boston, MA, USA
| | - Kathryn Morbitzer
- Division of Practice Advancement and Clinical Education, University of North Carolina Eshelman School of Pharmacy, 115E Beard Hall, Campus, Box 7574, Chapel Hill, NC, 27599-7574, USA
| | - Denise H Rhoney
- Division of Practice Advancement and Clinical Education, University of North Carolina Eshelman School of Pharmacy, 115E Beard Hall, Campus, Box 7574, Chapel Hill, NC, 27599-7574, USA.
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20
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Augmented Renal Clearance Following Traumatic Injury in Critically Ill Patients Requiring Nutrition Therapy. Nutrients 2021; 13:nu13051681. [PMID: 34063391 PMCID: PMC8156106 DOI: 10.3390/nu13051681] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Revised: 05/13/2021] [Accepted: 05/14/2021] [Indexed: 11/23/2022] Open
Abstract
The intent of this study was to ascertain the prevalence of augmented renal clearance (ARC) in patients with traumatic injuries who require nutrition therapy and identify factors associated with ARC. Adult patients admitted to the trauma intensive care unit from January 2015 to September 2016 who received enteral or parenteral nutrition therapy and had a 24 h urine collection within 4 to 14 days after injury were retrospectively evaluated. Patients with a serum creatinine concentration > 1.5 mg/dL, required dialysis, or had an incomplete urine collection were excluded. ARC was defined as a measured creatinine clearance > 149 mL/min/1.73 m2. Two hundred and three patients were evaluated. One hundred and two (50%) exhibited ARC. A greater proportion of patients with ARC were male (86% vs. 67%; p = 0.004), had traumatic brain injury (33% vs. 9%; p = 0.001), a higher injury severity score (30 ± 11 vs. 26 ± 12; p = 0.015), were younger (36 ± 15 vs. 54 ± 17 years; p = 0.001), had a lower serum creatinine concentration (0.7 ± 2 vs. 0.9 ± 0.2 mg/dL; p = 0.001) and were more catabolic (nitrogen balance of −10.8 ± 13.0 vs. −6.2 ± 9.2 g/d; p = 0.004). The multivariate analysis revealed African American race and protein intake were also associated with ARC. Half of critically ill patients with traumatic injuries experience ARC. Patients with multiple risk factors for ARC should be closely evaluated for dosing of renally-eliminated electrolytes, nutrients, and medications.
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21
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Yang YC, Yin CH, Chen KT, Lin PC, Lee CC, Liao WC, Chen JS. Prognostic Nomogram of Predictors for Shunt-Dependent Hydrocephalus in Patients with Aneurysmal Subarachnoid Hemorrhage Receiving External Ventricular Drain Insertion: A Single-Center Experience and Narrative Review. World Neurosurg 2021; 150:e12-e22. [PMID: 33556600 DOI: 10.1016/j.wneu.2021.01.138] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Revised: 01/25/2021] [Accepted: 01/26/2021] [Indexed: 11/28/2022]
Abstract
OBJECTIVE This study aimed to create a prediction model with a radiographic score, serum, and cerebrospinal fluid (CSF) values for the occurrence of shunt-dependent hydrocephalus (SDHC) in patients with aneurysmal subarachnoid hemorrhage (aSAH) and to review and analyze literature related to the prediction of the development of SDHC. METHODS Sixty-three patients with aSAH who underwent external ventricular drain insertion were included and separated into 2 subgroups: non-SDHC and SDHC. Patient characteristics, computed tomography scoring system, and serum and CSF parameters were collected. Multivariate logistic regression was conducted to illustrate a nomogram for determining the predictors of SDHC. Furthermore, we sorted and summarized previous meta-analyses for predictors of SDHC. RESULTS The SDHC group had 42 cases. Stepwise logistic regression analysis revealed 3 independent predictive factors associated with a higher modified Graeb (mGraeb) score, lower level of estimated glomerular filtration rate group, and lower level of CSF glucose. The nomogram, based on these 3 factors, was presented with significant predictive performance (area under curve = 0.895) for SDHC development, compared with other scoring systems (AUC = 0.764-0.885). In addition, a forest plot was generated to present the 12 statistically significant predictors and odds ratio for correlations with the development of SDHC. CONCLUSIONS First, the development of a nomogram with combined significant factors had a good performance in estimating the risk of SDHC in primary patient evaluation and assisted in clinical decision making. Second, a narrative review, presented with a forest plot, provided the current published data on predicting SDHC.
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Affiliation(s)
- Yao-Chung Yang
- Department of Surgery, Division of Neurosurgery, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan; School of Medicine, National Defense Medical Center, Taipei, Taiwan
| | - Chun-Hao Yin
- Department of Medical Education and Research, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan
| | - Kuan-Ting Chen
- School of Medicine, National Defense Medical Center, Taipei, Taiwan; Department of Radiology, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan; Department of Radiology, Taichung Armed Force General Hospital, Taichung, Taiwan
| | - Pei-Chin Lin
- Department of Medical Education and Research, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan; Department of Pharmacy, School of Pharmacy, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Ching-Chih Lee
- School of Medicine, National Defense Medical Center, Taipei, Taiwan; Department of Medical Education and Research, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan; Department of Otolaryngology, Head and Neck Surgery, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan; Institute of Hospital and Health Care Administration, National Yang-Ming University, Taipei, Taiwan
| | - Wei-Chuan Liao
- Department of Surgery, Division of Neurosurgery, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan.
| | - Jin-Shuen Chen
- Department of Medical Education and Research, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan
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Time courses of urinary creatinine excretion, measured creatinine clearance and estimated glomerular filtration rate over 30 days of ICU admission. J Crit Care 2020; 63:161-166. [PMID: 32994085 DOI: 10.1016/j.jcrc.2020.09.017] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2019] [Revised: 07/19/2020] [Accepted: 09/19/2020] [Indexed: 12/12/2022]
Abstract
PURPOSE Baseline urinary creatinine excretion (UCE) is associated with ICU outcome, but its time course is not known. MATERIALS AND METHODS We determined changes in UCE, plasma creatinine, measured creatinine clearance (mCC) and estimated glomerular filtration (eGFR) in patients with an ICU-stay ≥30d without acute kidney injury stage 3. The Cockcroft-Gault, MDRD (modification of diet in renal disease) and CKD-EPI (chronic kidney disease epidemiology collaboration) equations were used. RESULTS In 248 patients with 5143 UCEs hospital mortality was 24%. Over 30d, UCE absolutely decreased in male survivors and non-survivors and female survivors and nonsurvivors by 0.19, 0.16, 0.10 and 0.05 mmol/d/d (all P < 0.001). Relative decreases in UCE were similar in all four groups: 1.3, 1.4, 1.2 and 0.9%/d respectively. Over 30d, mCC remained unchanged, but eGFR rose by 31% (CKD-EPI) and 73% (MDRD) and creatinine clearance estimated by Cockcroft-Gault by 59% (all P < 0.001). CONCLUSIONS Over 1 month of ICU stay, UCE declined by ≥1%/d which may correspond to an equivalent decline in muscle mass. These rates of UCE decrease were similar in survivors, non-survivors, males and females underscoring the intransigent nature of this process. In contrast to measured creatinine clearance, estimates of eGFR progressively rose during ICU stay.
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Morbitzer KA, Rhoney DH, Dehne KA, Jordan JD. Enhanced renal clearance and impact on vancomycin pharmacokinetic parameters in patients with hemorrhagic stroke. J Intensive Care 2019; 7:51. [PMID: 31832200 PMCID: PMC6868795 DOI: 10.1186/s40560-019-0408-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2019] [Accepted: 10/15/2019] [Indexed: 11/21/2022] Open
Abstract
BACKGROUND The majority of patients with hemorrhagic stroke experience enhanced renal clearance or augmented renal clearance (ARC). The purpose of this study was to determine the impact of enhanced renal clearance or ARC on vancomycin pharmacokinetic (PK) parameters. METHODS This was a post hoc analysis of a prospective study of adult patients with aneurysmal subarachnoid hemorrhage (aSAH) or intracerebral hemorrhage (ICH) admitted to the neurosciences intensive care unit who received vancomycin. Creatinine clearance (CrCl) was measured and also estimated using the Cockcroft-Gault equation. Predicted PK parameters were compared with calculated PK parameters using serum peak and trough concentrations. RESULTS Seventeen hemorrhagic stroke patients met inclusion criteria. All patients experienced enhanced renal clearance on the day that the vancomycin concentrations were obtained, and 12 patients (71%) experienced ARC. The mean calculated elimination rate constant was significantly higher than the predicted value (0.141 ± 0.02 vs. 0.087 ± 0.01 h-1; p = 0.004) and the mean calculated half-life was significantly lower than the predicted half-life (6.5 ± 0.9 vs. 8.7 ± 0.6 h; p = 0.03). CONCLUSIONS Patients with hemorrhagic stroke and enhanced renal clearance displayed PK alterations favoring an increased elimination of vancomycin than expected. This may result in underexposure to vancomycin, leading to treatment failure.
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Affiliation(s)
- Kathryn A. Morbitzer
- Division of Practice Advancement and Clinical Education, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC USA
| | - Denise H. Rhoney
- Division of Practice Advancement and Clinical Education, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC USA
| | - Kelly A. Dehne
- Department of Pharmacy, UNC Health Care, Chapel Hill, NC USA
| | - J. Dedrick Jordan
- Division of Neurocritical Care, Departments of Neurology and Neurosurgery, University of North Carolina School of Medicine, 170 Manning Drive, Physician Office Building 2118, Chapel Hill, NC 27599 USA
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