1
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Wang J, Fang Q, Luo X, Jin L, Zhu H. Population pharmacokinetics and dosing optimization of imipenem in Chinese elderly patients. Front Pharmacol 2025; 15:1524272. [PMID: 39850576 PMCID: PMC11754279 DOI: 10.3389/fphar.2024.1524272] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2024] [Accepted: 12/20/2024] [Indexed: 01/25/2025] Open
Abstract
Objectives To assess the pharmacokinetics and pharmacodynamics of imipenem in a retrospective cohort of hospitalized Chinese older patients. Methods A population pharmacokinetic (PPK) model was constructed utilizing a nonlinear mixed-effects modeling approach. The final model underwent evaluation through bootstrap resampling and visual predictive checks. Additionally, a population pharmacokinetic and pharmacodynamic analysis was conducted employing Monte Carlo simulations to investigate the impact of commonly used dosing regimens (0.25 g every 6 h, 0.5 g every 6 h, 0.5 g every 8 h, 1 g every 6 h, 1 g every 8 h, and 1 g every 12 h) on the likelihood of achieving the target therapeutic outcomes. Results A total of 370 observations available from 142 patients were incorporated in the PPK model. A two-compartment PPK model with linear elimination best predicted the imipenem plasma concentrations, with the creatinine clearance as a significant covariate of clearance. Typical estimates for clearance, inter-compartmental clearance, central and peripheral volume were 13.1 L·h-1, 11.9 L·h-1, 11.7 L, 29.3 L, respectively. Conclusion The pharmacokinetics of imipenem in elderly patients were effectively characterized by the established PPK model, which includes creatinine clearance as a key covariate. This research will enhance our understanding of imipenem elimination and support precision dosing in this patient demographic.
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Affiliation(s)
- Jing Wang
- Department of Pharmacy, Nanjing Drum Tower Hospital, Nanjing, Jiangsu, China
| | - Qiu Fang
- Department of Pharmacy, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, Jiangsu, China
| | - Xuemei Luo
- Department of Pharmacy, Nanjing Drum Tower Hospital, Nanjing, Jiangsu, China
| | - Lu Jin
- Department of Pharmacy, Nanjing Drum Tower Hospital, Nanjing, Jiangsu, China
| | - Huaijun Zhu
- Department of Pharmacy, Nanjing Drum Tower Hospital, Nanjing, Jiangsu, China
- Department of Pharmacy, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, Jiangsu, China
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2
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Kim M, Mahmood M, Estes LL, Wilson JW, Martin NJ, Marcus JE, Mittal A, O'Connell CR, Shah A. A narrative review on antimicrobial dosing in adult critically ill patients on extracorporeal membrane oxygenation. Crit Care 2024; 28:326. [PMID: 39367501 PMCID: PMC11453026 DOI: 10.1186/s13054-024-05101-z] [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: 07/22/2024] [Accepted: 09/14/2024] [Indexed: 10/06/2024] Open
Abstract
The optimal dosing strategy of antimicrobial agents in critically ill patients receiving extracorporeal membrane oxygenation (ECMO) is unknown. We conducted comprehensive review of existing literature on effect of ECMO on pharmacokinetics and pharmacodynamics of antimicrobials, including antibacterials, antifungals, and antivirals that are commonly used in critically ill patients. We aim to provide practical guidance to clinicians on empiric dosing strategy for these patients. Finally, we discuss importance of therapeutic drug monitoring, limitations of current literature, and future research directions.
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Affiliation(s)
- Myeongji Kim
- Division of Public Health, Infectious Diseases and Occupational Medicine, Mayo Clinic, Rochester, MN, USA.
| | - Maryam Mahmood
- Division of Public Health, Infectious Diseases and Occupational Medicine, Mayo Clinic, Rochester, MN, USA
| | - Lynn L Estes
- Department of Pharmacy, Mayo Clinic, Rochester, MN, USA
| | - John W Wilson
- Division of Public Health, Infectious Diseases and Occupational Medicine, Mayo Clinic, Rochester, MN, USA
| | | | - Joseph E Marcus
- Department of Medicine, Brooke Army Medical Center, Joint Base San Antonio-Fort Sam Houston, Fort Sam Houston, TX, USA
- Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Ankit Mittal
- Department of Infectious Diseases, AIG Hospitals, Hyderabad, India
| | | | - Aditya Shah
- Division of Public Health, Infectious Diseases and Occupational Medicine, Mayo Clinic, Rochester, MN, USA
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3
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Fratoni AJ, Kois AK, Gluck JA, Nicolau DP, Kuti JL. Imipenem/relebactam pharmacokinetics in critically ill patients supported on extracorporeal membrane oxygenation. J Antimicrob Chemother 2024; 79:1118-1125. [PMID: 38517465 DOI: 10.1093/jac/dkae079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Accepted: 02/29/2024] [Indexed: 03/23/2024] Open
Abstract
BACKGROUND Extracorporeal membrane oxygenation (ECMO) is a life-saving modality but has the potential to alter the pharmacokinetics (PK) of antimicrobials. Imipenem/cilastatin/relebactam is an antibiotic with utility in treating certain multi-drug resistant Gram-negative infections. Herein, we describe the population pharmacokinetics of imipenem and relebactam in critically ill patients supported on ECMO. METHODS Patients with infection supported on ECMO received 4-6 doses of imipenem/cilastatin/relebactam per current prescribing information based on estimated creatinine clearance. Blood samples were collected following the final dose of the antibiotic. Concentrations were determined via LC-MS/MS. Population PK models were fit with and without covariates using Pmetrics. Monte Carlo simulations of 1000 patients assessed joint PTA of fAUC0-24/MIC ≥ 8 for relebactam, and ≥40% fT > MIC for imipenem for each approved dosing regimen. RESULTS Seven patients supported on ECMO were included in PK analyses. A two-compartment model with creatinine clearance as a covariate on clearance for both imipenem and relebactam fitted the data best. The mean ± standard deviation parameters were: CL0, 15.21 ± 6.52 L/h; Vc, 10.13 ± 2.26 L; K12, 2.45 ± 1.16 h-1 and K21, 1.76 ± 0.49 h-1 for imipenem, and 6.95 ± 1.34 L/h, 9.81 ± 2.69 L, 2.43 ± 1.13 h-1 and 1.52 ± 0.67 h-1 for relebactam. Simulating each approved dose of imipenem/cilastatin/relebactam according to creatinine clearance yielded PTAs of ≥90% up to an MIC of 2 mg/L. CONCLUSIONS Imipenem/cilastatin/relebactam dosed according to package insert in patients supported on ECMO is predicted to achieve exposures sufficient to treat susceptible Gram-negative isolates, including Pseudomonas aeruginosa.
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Affiliation(s)
- Andrew J Fratoni
- Center for Anti-Infective Research and Development, Hartford Hospital, Hartford, CT, USA
| | - Abigail K Kois
- Center for Anti-Infective Research and Development, Hartford Hospital, Hartford, CT, USA
| | - Jason A Gluck
- Heart & Vascular Institute, Hartford HealthCare, Hartford, CT, USA
| | - David P Nicolau
- Center for Anti-Infective Research and Development, Hartford Hospital, Hartford, CT, USA
| | - Joseph L Kuti
- Center for Anti-Infective Research and Development, Hartford Hospital, Hartford, CT, USA
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4
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Abidi E, El Nekidy WS, Atallah B, Al Zaman K, Ghisulal P, El Lababidi R, Manla Y, Ahmed I, Sadik Z, Taha A, Askalany M, Cherfan A, Helal M, Sultan S, Khan U, Kakar V, Mallat J. Sustaining Life versus Altering Life-Saving Drugs: Insights to Explain the Paradoxical Effect of Extracorporeal Membrane Oxygenation on Drugs. J Clin Med 2023; 12:3748. [PMID: 37297946 PMCID: PMC10253730 DOI: 10.3390/jcm12113748] [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: 04/22/2023] [Revised: 05/17/2023] [Accepted: 05/25/2023] [Indexed: 06/12/2023] Open
Abstract
There has been a substantial increase in the use of extracorporeal membrane oxygenation (ECMO) support in critically ill adults. Understanding the complex changes that could affect drugs' pharmacokinetics (PK) and pharmacodynamics (PD) is of suitable need. Therefore, critically ill patients on ECMO represent a challenging clinical situation to manage pharmacotherapy. Thus, clinicians' ability to predict PK and PD alterations within this complex clinical context is fundamental to ensure further optimal and, sometimes, individualized therapeutic plans that balance clinical outcomes with the minimum drug adverse events. Although ECMO remains an irreplaceable extracorporeal technology, and despite the resurgence in its use for respiratory and cardiac failures, especially in the era of the COVID-19 pandemic, scarce data exist on both its effect on the most commonly used drugs and their relative management to achieve the best therapeutic outcomes. The goal of this review is to provide key information about some evidence-based PK alterations of the drugs used in an ECMO setting and their monitoring.
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Affiliation(s)
- Emna Abidi
- Department of Pharmacy, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates; (E.A.)
| | - Wasim S. El Nekidy
- Department of Pharmacy, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates; (E.A.)
- Cleveland Clinic Lerner, College of Medicine, Cleveland, OH 44195, USA
| | - Bassam Atallah
- Department of Pharmacy, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates; (E.A.)
- Cleveland Clinic Lerner, College of Medicine, Cleveland, OH 44195, USA
| | - Khaled Al Zaman
- Department of Pharmacy, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates; (E.A.)
- College of Medicine, University of Sharjah, Sharjah 27272, United Arab Emirates
| | - Praveen Ghisulal
- Critical Care Institute, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates
| | - Rania El Lababidi
- Department of Pharmacy, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates; (E.A.)
| | - Yosef Manla
- Heart and Vascular Institute, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates
| | - Ihab Ahmed
- Critical Care Institute, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates
| | - Ziad Sadik
- Department of Pharmacy, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates; (E.A.)
| | - Ahmed Taha
- Critical Care Institute, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates
| | - Mohamed Askalany
- Critical Care Institute, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates
| | - Antoine Cherfan
- Department of Pharmacy, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates; (E.A.)
| | - Mohamed Helal
- Critical Care Institute, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates
| | - Saad Sultan
- Department of Pharmacy, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates; (E.A.)
| | - Umar Khan
- Critical Care Institute, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates
| | - Vivek Kakar
- Critical Care Institute, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates
| | - Jihad Mallat
- Cleveland Clinic Lerner, College of Medicine, Cleveland, OH 44195, USA
- Critical Care Institute, Cleveland Clinic Abu Dhabi, Abu Dhabi P.O. Box 112412, United Arab Emirates
- Faculty of Medicine, Normandy University, UNICAEN, ED 497 Caen, France
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5
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Patel JS, Kooda K, Igneri LA. A Narrative Review of the Impact of Extracorporeal Membrane Oxygenation on the Pharmacokinetics and Pharmacodynamics of Critical Care Therapies. Ann Pharmacother 2022; 57:706-726. [PMID: 36250355 DOI: 10.1177/10600280221126438] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Objective: Extracorporeal membrane oxygenation (ECMO) utilization is increasing on a global scale, and despite technological advances, minimal standardized approaches to pharmacotherapeutic management exist. This objective was to create a comprehensive review for medication dosing in ECMO based on the most current evidence. Data Sources: A literature search of PubMed was performed for all pertinent articles prior to 2022. The following search terms were utilized: ECMO, pharmacokinetics, pharmacodynamics, sedation, analgesia, antiepileptic, anticoagulation, antimicrobial, antifungal, nutrition. Retrospective cohort studies, case-control studies, case series, case reports, and ex vivo investigations were reviewed. Study Selection and Data Extraction: PubMed (1975 through July 2022) was the database used in the literature search. Non-English studies were excluded. Search terms included both drug class categories, specific drug names, ECMO, and pharmacokinetics. Data Synthesis: Medications with high protein binding (>70%) and high lipophilicity (logP > 2) are associated with circuit sequestration and the potential need for dose adjustment. Volume of distribution changes with ECMO may also impact dosing requirements of common critical care medications. Lighter sedation targets and analgosedation may help reduce sedative and analgesia requirements, whereas higher antiepileptic dosing is recommended. Vancomycin is minimally affected by the ECMO circuit and recommendations for dosing in critically ill adults are reasonable. Anticoagulation remains challenging as optimal aPTT goals have not been established. Relevance to Patient Care and Clinical Practice: This review describes the anticipated impacts of ECMO circuitry on sedatives, analgesics, anticoagulation, antiepileptics, antimicrobials, antifungals, and nutrition support and provides recommendations for drug therapy management. Conclusions: Medication pharmacokinetic/pharmacodynamic parameters should be considered when determining the potential impact of the ECMO circuit on attainment of therapeutic effect and target serum drug concentrations, and should guide therapy choices and/or dose adjustments when data are not available.
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Affiliation(s)
| | - Kirstin Kooda
- Mayo Clinic College of Medicine, Mayo Clinic, Rochester, MN, USA
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6
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Zou D, Ji M, Du T, Wang Q, Zhang H, Yu H, Hou N. The application of antimicrobials in VAP patients requiring ECMO supportive treatment. Front Pharmacol 2022; 13:918175. [PMID: 36210821 PMCID: PMC9538395 DOI: 10.3389/fphar.2022.918175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Accepted: 09/05/2022] [Indexed: 11/23/2022] Open
Affiliation(s)
- Dongna Zou
- Department of Pharmacy, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Mei Ji
- Department of Stomatology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Tingting Du
- Department of Pharmacy, Jinan Second People's Hospital, Jinan, China
| | - Qian Wang
- Department of Pharmacy, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Haiwen Zhang
- Department of Pharmacy, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Hengcai Yu
- Department of Pharmacy, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Ning Hou
- Department of Pharmacy, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
- *Correspondence: Ning Hou,
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7
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Duceppe MA, Kanji S, Do AT, Ruo N, Cavayas YA, Albert M, Robert-Halabi M, Zavalkoff S, Dupont P, Samoukovic G, Williamson DR. Pharmacokinetics of Commonly Used Antimicrobials in Critically Ill Adults During Extracorporeal Membrane Oxygenation: A Systematic Review. Drugs 2021; 81:1307-1329. [PMID: 34224115 DOI: 10.1007/s40265-021-01557-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/10/2021] [Indexed: 11/28/2022]
Abstract
PURPOSE Adequate dosing of antimicrobials is critical to properly treat infections and limit development of resistance and adverse effects. Limited guidance exists for antimicrobial dosing adjustments in patients requiring extracorporporeal membrane oxygenation (ECMO) therapy. A systematic review was conducted to delineate the pharmacokinetics (PK) and pharmacodynamics (PD) of antimicrobials in critically ill adult patients requiring ECMO. METHODS Medline, EMBASE, Global Health, and All EBM Reviews databases were searched. Grey literature was examined. All studies reporting PK/PD parameters of antimicrobials in critically ill adults treated with ECMO were included, except for case reports and congress abstracts. Ex vivo studies were included. Two independent reviewers applied the inclusion and exclusion criteria. Reviewers were then paired to independently abstract data and evaluate methodological quality of studies using the ROBINS-I tool and the compliance with ClinPK guidelines. Patients' and studies' characteristics, key PK/PD findings, details of ECMO circuits and co-treatments were summarized qualitatively. Dosing recommendations were formulated based on data from controlled studies. RESULTS Thirty-two clinical studies were included; most were observational and uncontrolled. Fourteen ex vivo studies were analysed. Information on patient characteristics and co-treatments was often missing. The effect of ECMO on PK/PD parameters of antimicrobials varied depending on the studied drugs. Few dosing recommendations could be formulated given the lack of good quality data. CONCLUSION Limited data exist on the PK/PD of antimicrobials during ECMO therapy. Rigorously designed and well powered populational PK studies are required to establish empiric dosing guidelines for antimicrobials in patients requiring ECMO support. PROSPERO REGISTRATION NUMBER CRD42018099992 (Registered: July 24th 2018).
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Affiliation(s)
- Marc-Alexandre Duceppe
- Department of Pharmacy, McGill University Health Centre, 1001 Boul. Décarie, Local C-RC 6004, Montreal, QC, H4A 3J1, Canada.
| | - Salmaan Kanji
- Department of Pharmacy, The Ottawa Hospital, Ottawa, Canada.,Faculty of Medicine, University of Ottawa, Ottawa, Canada.,Faculté de Pharmacie, Université de Montréal, Montreal, Canada
| | - Anh Thu Do
- Department of Pharmacy, McGill University Health Centre, 1001 Boul. Décarie, Local C-RC 6004, Montreal, QC, H4A 3J1, Canada
| | - Ni Ruo
- Department of Pharmacy, McGill University Health Centre, 1001 Boul. Décarie, Local C-RC 6004, Montreal, QC, H4A 3J1, Canada
| | - Yiorgos Alexandros Cavayas
- Department of Medicine, Division of Critical Care, Hôpital du Sacré-Coeur de Montréal Research Centre, Montreal, Canada.,Department of Surgery, Division of Critical Care, Montreal Heart Institute, Montreal, Canada.,Département de Médecine, Faculté de Médecine, Université de Montréal, Montreal, Canada
| | - Martin Albert
- Department of Medicine, Division of Critical Care, Hôpital du Sacré-Coeur de Montréal Research Centre, Montreal, Canada.,Department of Surgery, Division of Critical Care, Montreal Heart Institute, Montreal, Canada.,Département de Médecine, Faculté de Médecine, Université de Montréal, Montreal, Canada
| | - Maxime Robert-Halabi
- Department of Medicine, Division of Cardiology, Centre Hospitalier de l'Université de Montréal, Montreal, Canada
| | - Samara Zavalkoff
- Department of Pediatrics, Division of Pediatric Critical Care, McGill University Health Centre, Montreal, Canada.,Faculty of Medicine, McGill University, Montreal, Canada
| | - Patrice Dupont
- Bibliothèque de la santé, Université de Montréal, Montreal, Canada
| | - Gordan Samoukovic
- Faculty of Medicine, McGill University, Montreal, Canada.,Department of Surgery, Division of Critical Care, McGill University Health Centre, Montreal, Canada
| | - David R Williamson
- Faculté de Pharmacie, Université de Montréal, Montreal, Canada.,Department of Pharmacy, Hôpital du Sacré-Coeur de Montréal, Montreal, Canada
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8
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Jaruratanasirikul S, Boonpeng A, Nawakitrangsan M, Samaeng M. NONMEM population pharmacokinetics and Monte Carlo dosing simulations of imipenem in critically ill patients with life-threatening severe infections during support with or without extracorporeal membrane oxygenation in an intensive care unit. Pharmacotherapy 2021; 41:572-597. [PMID: 34080708 DOI: 10.1002/phar.2597] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Revised: 04/05/2021] [Accepted: 04/19/2021] [Indexed: 11/11/2022]
Abstract
STUDY OBJECTIVES The objectives of this study were (i) to determine the population pharmacokinetic (PK) of imipenem in critically ill patients with life-threatening severe infections, (ii) to investigate the impact of extracorporeal membrane oxygenation (ECMO) on the population PK of imipenem during support with ECMO compared to those without ECMO support, and (iii) to assess the probability of target attainment (PTA) for finding the optimal dosage regimens of imipenem in critically ill patients with life-threatening severe infections. DESIGN Open-label, PK study. SETTING Academic tertiary care medical center. PATIENTS Fifty critically ill patients with or without ECMO by pooling data from previously published studiesand unpublished data from 14 patients. INTERVENTION AND MEASUREMENTS The population PK of imipenem was determined using NONMEM and a Monte Carlo simulation was performed to determine the PTAs of achieving 40% and 75% exposure times during which the plasma drug concentrations remained above the MIC. MAIN RESULTS The values of volume of distribution and total clearance were 30.5 L and 13.3 L/h, respectively. The ECMO circuit did not show a significant influence on the PK parameters of imipenem. For pathogens with a MIC of 4 mg/L, the PTA target of 75% fT>MIC in patients with normal renal function was achieved when the imipenem was administered by a 4-h infusion of 1 g q6h. CONCLUSION The ECMO circuit had little effect on enhancing the PK changes of imipenem that had already occurred in these patients. A high dosage of imipenem may be required for achieving the PK/pharmacodynamic targets against less susceptible pathogens, however, the dosage regimens in patients with renal impairment may not need to be as high as those required in patients with normal renal function. ClinicalTrials.gov: NCT03858387.
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Affiliation(s)
- Sutep Jaruratanasirikul
- Division of Internal Medicine, Faculty of Medicine, Prince of Songkla University, Hat Yai, Thailand
| | - Apinya Boonpeng
- School of Pharmaceutical Sciences, University of Phayao, Muang, Thailand
| | - Monchana Nawakitrangsan
- Division of Internal Medicine, Faculty of Medicine, Prince of Songkla University, Hat Yai, Thailand
| | - Maseetoh Samaeng
- Division of Internal Medicine, Faculty of Medicine, Prince of Songkla University, Hat Yai, Thailand
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