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Michel J, Monti F, Lamoureux F, Diagouraga D, Etienne M, Quillard M, Molkhou C, Tamion F, Dahyot S, Petersen T, Pereira T, Pestel-Caron M, Grosjean J, Duflot T. Unraveling Ceftriaxone Dosing: Free Drug Prediction, Threshold Optimization, and Model Validation. AAPS J 2025; 27:50. [PMID: 40011393 DOI: 10.1208/s12248-025-01041-w] [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: 11/18/2024] [Accepted: 02/13/2025] [Indexed: 02/28/2025] Open
Abstract
Ceftriaxone is pivotal in treating severe infections; however, predicting unbound plasma ceftriaxone (CEFu) from total ceftriaxone (CEFtot) remains challenging. This study aimed to (1) predict CEFu from CEFtot, (2) determine optimal target for CEFtot trough concentration in plasma, (3) perform an external validation of published models, and (4) to ascertain whether the CEF dosing regimen was sufficient to achieve the therapeutic objectives. CEFu predictions based on CEFtot were evaluated using previously published models. Optimal CEFtot targets for an MIC of 1mg/L were calculated to achieve CEFu concentrations above MIC and 4xMIC 100% of the time. External validation was conducted assessing serum albumin, CEFtot and CEFu and comparing predicted CEFu across models. Retrospective data, comprising 408 CEFtot from 222 patients, were analyzed to assess the probability of target attainment (PTA) based on model predicted CEFu. CEFu predictions based on CEFtot were evaluated using previously published models. Optimal CEFtot targets for an MIC of 1mg/L were calculated to achieve CEFu concentrations above MIC and 4xMIC 100% of the time. External validation was conducted assessing serum albumin, CEFtot and CEFu and comparing predicted CEFu across models. Retrospective data, comprising 408 CEFtot from 222 patients, were analyzed to assess the probability of target attainment (PTA) based on model predicted CEFu. Optimal CEFtot trough concentration targets ranged from 2.0 mg/L to 16.9 mg/L (1xMIC) and from 7.9 mg/L to 56.2 mg/L (4xMIC) across models. Some models accurately predicted CEFu obtained from prospective external validation. In the retrospective cohort, PTA ranged from 94.4% to 98.7% for 1xMIC and from 66.9% to 97.3% for 4xMIC. Modeling or direct quantification of CEFu may improve patient outcomes, but achieving this requires standardized analytical approaches and further research to assess the ability of published models to accurately predict CEFu.
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Affiliation(s)
- Johnny Michel
- Emergency Department, CHU Rouen, F-76000, Rouen, France
| | - Francesco Monti
- Department of Digital Health, CHU Rouen, F-76000, Rouen, France
| | | | | | - Manuel Etienne
- Department of Infectious Diseases, Univ Rouen Normandie, Univ Caen Normandie, INSERM, Normandie Univ, DYNAMICURE UMR 1311, CHU Rouen, F-76000, Rouen, France
| | - Muriel Quillard
- Department of Biochemistry, CHU Rouen, F-76000, Rouen, France
| | - Camille Molkhou
- Department of Medical Intensive Care Unit, CHU Rouen, F-76000, Rouen, France
| | - Fabienne Tamion
- Department of Medical Intensive Care Unit, CHU Rouen, F-76000, Rouen, France
| | - Sandrine Dahyot
- Department of Bacteriology, Univ Rouen Normandie, Univ Caen Normandie, INSERM, Normandie Univ, DYNAMICURE UMR 1311, CHU Rouen, F-76000, Rouen, France
| | - Tania Petersen
- Department of Pharmacology, CHU Rouen, F-76000, Rouen, France
- Department of Bacteriology, AP-HP Hôpital Universitaire Pitié Salpêtrière, Paris, France
| | - Tony Pereira
- Department of Pharmacology, CHU Rouen, F-76000, Rouen, France
| | - Martine Pestel-Caron
- Department of Bacteriology, Univ Rouen Normandie, Univ Caen Normandie, INSERM, Normandie Univ, DYNAMICURE UMR 1311, CHU Rouen, F-76000, Rouen, France
| | - Julien Grosjean
- Department of Digital Health, CHU Rouen, F-76000, Rouen, France
- Laboratoire d'Informatique Médicale Et d'Ingénierie Des Connaissances en E-Santé (LIMICS), U1142, INSERM, Sorbonne Université, Paris, France
| | - Thomas Duflot
- Department of Pharmacology, Univ Rouen Normandie, INSERM, Normandie Univ, EnVI UMR1096, CHU Rouen, F-76000, Rouen, France.
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Grau S, Luque S, Ferrandez O, Benitez Cano A, Rubio-Rodríguez D, Rubio-Terrés C. Economic impact of individualized antimicrobial dose optimization in the critically ill patient in Spain. Front Pharmacol 2025; 16:1506109. [PMID: 40078287 PMCID: PMC11897268 DOI: 10.3389/fphar.2025.1506109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2024] [Accepted: 01/28/2025] [Indexed: 03/14/2025] Open
Abstract
Objective To estimate the economic impact of individualized dose optimization guided by antimicrobial therapeutic drug monitoring (TDM) in Spain, compared to no monitoring. Methods A cost analysis of antibiotic treatment of critically ill patients, with and without TDM, was performed using a probabilistic Markov model (with second-order Monte Carlo simulations). Three scenarios were analyzed based on three published meta-analyses (Analysis 1: Pai Mangalore, 2022; Analysis 2: Sanz-Codina, 2023; Analysis 3: Takahashi, 2023). Results TDM, compared to the no-TDM option, generated according to the meta-analysis, a per patient expenditure of €195 (95%CI €194; €197) in analysis 1 or savings of -€301 (95%CI -€300; -€304) and -€685 (95%CI -€685; -€684) in analyses 2 and 3. The probability of TDM (vs. no-TDM) generating savings would be 39.4%, 63.5% and 79.7% in analyses 1, 2 and 3, respectively. This discrepancy in the results is due to methodological differences, in particular in the cure rate with TDM (vs. no-TDM) obtained in the meta-analyses: 12.2%, 16.6% and 16.0% more in analyses 1, 2 and 3, respectively. Conclusion In critically ill patients undergoing antimicrobial therapy TDM, there is an increased likelihood of cure. However, the currently available data are not conclusive on the economic impact of such a therapeutic effect.
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Affiliation(s)
- Santiago Grau
- Hospital del Mar, Parc de Salut Mar, Barcelona, Spain
- Universitat Pompeu Fabra, Barcelona, Spain
| | - Sonia Luque
- Hospital del Mar, Parc de Salut Mar, Barcelona, Spain
| | - Olivia Ferrandez
- Hospital del Mar, Parc de Salut Mar, Barcelona, Spain
- Universitat Pompeu Fabra, Barcelona, Spain
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Carvajal LP, Rincon S, Gomez Villegas SI, Matiz-Gonzalez JM, Ordoñez K, Santamaria A, Ospina Navarro L, Beltran J, Guevara F, Mendez YR, Salcedo S, Porras A, Valencia-Moreno A, Greenia H, Deyanov A, Baptista R, Tam VH, Panesso D, Tran TT, Miller WR, Arias CA, Reyes J. Prevalence of the cefazolin inoculum effect (CzIE) in nasal colonizing methicillin-susceptible Staphylococcus aureus in patients from intensive care units in Colombia and use of a modified rapid nitrocefin test for detection. Antimicrob Agents Chemother 2024; 68:e0089824. [PMID: 39345182 PMCID: PMC11539226 DOI: 10.1128/aac.00898-24] [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: 06/21/2024] [Accepted: 09/10/2024] [Indexed: 10/01/2024] Open
Abstract
The cefazolin inoculum effect (CzIE) has been associated with poor clinical outcomes in patients with methicillin-susceptible Staphylococcus aureus (MSSA) infections. We aimed to investigate the point prevalence of the CzIE among nasal colonizing MSSA isolates from ICU patients in a multicenter study in Colombia (2019-2023). Patients underwent nasal swabs to assess for S. aureus colonization on admission to the ICU, and some individuals had follow-up swabs. We performed cefazolin MIC by broth microdilution using standard and high inoculum and developed a modified nitrocefin-based rapid test to detect the CzIE. Whole-genome sequencing was carried out to characterize BlaZ types and allotypes, phylogenomics, and Agr-typing. A total of 352 patients were included; 46/352 (13%) patients were colonized with S. aureus and 22% (10/46) and 78% (36/46) with MRSA and MSSA, respectively. Among 36 patients who contributed with 43 MSSA colonizing isolates, 21/36 (58%) had MSSA exhibiting the CzIE. BlaZ type A and BlaZ-2 were the predominant type and allotype in 56% and 52%, respectively. MSSA belonging to CC30 were highly associated with the CzIE, and single-nucleotide polymorphism (SNP) analyses supported possible transmission of MSSA exhibiting the CzIE among some patients of the same unit. The modified nitrocefin rapid test had 100%, 94.4%, and 97.7% sensitivity, specificity, and accuracy, respectively. We found a high point prevalence of the CzIE in MSSA colonizing the nares of critically ill patients in Colombia. A modified rapid test was highly accurate in detecting the CzIE in this patient population.
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Affiliation(s)
- Lina P. Carvajal
- Molecular Genetics and Antimicrobial Resistance Unit, Universidad El Bosque, Bogota, Colombia
| | - Sandra Rincon
- Molecular Genetics and Antimicrobial Resistance Unit, Universidad El Bosque, Bogota, Colombia
| | | | | | - Karen Ordoñez
- Department of Infectious Diseases, ESE Hospital Universitario,San Jorge de Pereira, Pereira, Colombia
| | - Alejandra Santamaria
- Department of Infectious Diseases, ESE Hospital Universitario,San Jorge de Pereira, Pereira, Colombia
| | | | | | - Fredy Guevara
- Servicio de Infectología, Fundación Santafe de Bogota, Bogota, Colombia
- Clinica Reina Sofia, Colsanitas, Bogota, Colombia
| | - Yardany R. Mendez
- Grupo de Investigacion en Epidemiologia Clinica de Colombia (GRECO), Universidad Pedagogica y Tecnologica de Colombia, Tunja, Colombia
- Hospital Regional de Duitama, Duitama, Colombia
| | - Soraya Salcedo
- Organizacion Clinica General del Norte, Barranquilla, Colombia
| | | | | | - Haley Greenia
- Center for Infectious Disease, Houston Methodist Research Institute, Houston, Texas, USA
| | - Alexander Deyanov
- Center for Infectious Disease, Houston Methodist Research Institute, Houston, Texas, USA
| | - Rodrigo Baptista
- Center for Infectious Disease, Houston Methodist Research Institute, Houston, Texas, USA
- Division of Infectious Diseases and Department of Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Medicine, Weill Cornell Medical College, New York, New York, USA
| | - Vincent H. Tam
- Departament of Pharmacy Practice and Translational Research, University of Houston, Houston, Texas, USA
| | - Diana Panesso
- Molecular Genetics and Antimicrobial Resistance Unit, Universidad El Bosque, Bogota, Colombia
- Center for Infectious Disease, Houston Methodist Research Institute, Houston, Texas, USA
- Division of Infectious Diseases and Department of Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Medicine, Weill Cornell Medical College, New York, New York, USA
| | - Truc T. Tran
- Center for Infectious Disease, Houston Methodist Research Institute, Houston, Texas, USA
- Division of Infectious Diseases and Department of Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Medicine, Weill Cornell Medical College, New York, New York, USA
| | - William R. Miller
- Center for Infectious Disease, Houston Methodist Research Institute, Houston, Texas, USA
- Division of Infectious Diseases and Department of Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Medicine, Weill Cornell Medical College, New York, New York, USA
| | - Cesar A. Arias
- Center for Infectious Disease, Houston Methodist Research Institute, Houston, Texas, USA
- Division of Infectious Diseases and Department of Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Medicine, Weill Cornell Medical College, New York, New York, USA
| | - Jinnethe Reyes
- Molecular Genetics and Antimicrobial Resistance Unit, Universidad El Bosque, Bogota, Colombia
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Hambrick HR, Punt N, Pavia K, Mizuno T, Goldstein SL, Tang Girdwood S. Monte Carlo simulations of cefepime in children receiving continuous kidney replacement therapy support continuous infusions for target attainment. J Intensive Care 2024; 12:38. [PMID: 39380059 PMCID: PMC11459894 DOI: 10.1186/s40560-024-00752-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2024] [Accepted: 09/25/2024] [Indexed: 10/10/2024] Open
Abstract
BACKGROUND Sepsis is a leading cause of acute kidney injury requiring continuous kidney replacement therapy (CKRT) and CKRT can alter drug pharmacokinetics (PK). Cefepime is used commonly in critically ill children and is cleared by CKRT, yet data regarding cefepime PK and pharmacodynamic (PD) target attainment in children receiving CKRT are scarce, so we performed Monte Carlo simulations (MCS) of cefepime dosing strategies in children receiving CKRT. METHODS We developed a CKRT "module" in the precision dosing software Edsim++. The module was added into a pediatric cefepime PK model. 1000-fold MCS were performed using six dosing strategies in patients aged 2-25 years and ≥ 10 kg with differing residual kidney function (estimated glomerular filtration rate of 5 vs 30 mL/min/1.73 m2), CKRT prescriptions, (standard-dose total effluent flow of 2500 mL/h/1.73 m2 vs high-dose of 8000 mL/h/1.73 m2), and fluid accumulation (0-30%). Probability of target attainment (PTA) was defined by percentage of patients with free concentrations exceeding bacterial minimum inhibitory concentration (MIC) for 100% of the dosing interval (100% fT > 1xMIC) and 4xMIC using an MIC of 8 mg/L for Pseudomonas aeruginosa. RESULTS Assuming standard-dose dialysis and minimal kidney function, > 90% PTA was achieved for 100% fT > 1x MIC with continuous infusions (CI) of 100-150 mg/kg/day (max 4/6 g) and 4-h infusions of 50 mg/kg (max 2 g), but > 90% PTA for 100% fT > 4x MIC was only achieved by 150 mg/kg CI. Decreased PTA was seen with less frequent dosing, shorter infusions, higher-dose CKRT, and higher residual kidney function. CONCLUSIONS Our new CKRT-module was successfully added to an existing cefepime PK model for MCS in young patients on CKRT. When targeting 100% fT > 4xMIC or using higher-dose CKRT, CI would allow for higher PTA than intermittent dosing.
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Affiliation(s)
- H Rhodes Hambrick
- Division of Nephrology and Hypertension, Cincinnati Children's Hospital Medical Center (CCHMC), 3333 Burnet Avenue, Cincinnati, OH, 45229, USA.
- Division of Translational and Clinical Pharmacology, CCHMC, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA.
- Division of Nephrology, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, 225 E Chicago Ave, Chicago, IL, 60611, USA.
- , 875 N Michigan Ave, Suite 1500, Chicago, IL, 60611, USA.
| | - Nieko Punt
- Medimatics, Praaglaan 131, 6229 HR, Maastricht, Netherlands
- Department of Clinical Pharmacy and Pharmacology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713 GZ, Groningen, Netherlands
| | - Kathryn Pavia
- Division of Translational and Clinical Pharmacology, CCHMC, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
- Division of Critical Care Medicine, CCHMC, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
- Department of Pediatric Critical Care, Children's Mercy Kansas City, 2401 Gillham Rd, Kansas City, MO, 64108, USA
| | - Tomoyuki Mizuno
- Division of Translational and Clinical Pharmacology, CCHMC, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, 3230 Eden Avenue, Cincinnati, OH, 45229, USA
| | - Stuart L Goldstein
- Division of Nephrology and Hypertension, Cincinnati Children's Hospital Medical Center (CCHMC), 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, 3230 Eden Avenue, Cincinnati, OH, 45229, USA
- Center for Acute Care Nephrology, CCHMC, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
| | - Sonya Tang Girdwood
- Division of Translational and Clinical Pharmacology, CCHMC, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, 3230 Eden Avenue, Cincinnati, OH, 45229, USA
- Center for Acute Care Nephrology, CCHMC, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
- Division of Hospital Medicine, CCHMC, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
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5
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Carvajal LP, Rincon S, Gomez-Villegas SI, Matiz-González JM, Ordoñez K, Santamaria A, Ospina-Navarro L, Beltran J, Guevara F, Mendez YR, Salcedo S, Porras A, Valencia-Moreno A, Grennia H, Deyanov A, Baptista R, Tam VH, Panesso D, Tran TT, Miller WR, Arias CA, Reyes J. Prevalence of the Cefazolin Inoculum Effect (CzIE) in Nasal Colonizing Methicillin-Susceptible Staphylococcus aureus in Patients from Intensive Care Units in Colombia and Use of a Modified Rapid Nitrocefin Test for Detection. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.07.11.24309236. [PMID: 39040169 PMCID: PMC11261917 DOI: 10.1101/2024.07.11.24309236] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/24/2024]
Abstract
The cefazolin inoculum effect (CzIE) has been associated with poor clinical outcomes in patients with MSSA infections. We aimed to investigate the point prevalence of the CzIE among nasal colonizing MSSA isolates from ICU patients in a multicenter study in Colombia (2019-2023). Patients underwent nasal swabs to assess for S. aureus colonization on admission to the ICU and some individuals had follow-up swabs. We performed cefazolin MIC by broth-microdilution using standard and high-inoculum and developed a modified nitrocefin-based rapid test to detect the CzIE. Whole genome sequencing was carried out to characterize BlaZ types and allotypes, phylogenomics and Agr-typing. All swabs were subjected to 16S-rRNA metabarcoding sequencing to evaluate microbiome characteristics associated with the CzIE. A total of 352 patients were included; 46/352 (13%) patients were colonized with S. aureus; 22% (10/46) and 78% (36/46) with MRSA and MSSA, respectively. Among 36 patients that contributed with 43 MSSA colonizing isolates, 21/36 (58%) had MSSA exhibiting the CzIE. BlaZ type A and BlaZ-2 were the predominant type and allotype in 56% and 52%, respectively. MSSA belonging to CC30 were highly associated with the CzIE and SNP analyses supported transmission of MSSA exhibiting the CzIE among some patients of the same unit. The modified nitrocefin rapid test had 100%, 94.4% and 97.7% sensitivity, specificity and accuracy, respectively. We found a high prevalence point prevalence of the CzIE in MSSA colonizing the nares of critically-ill patients in Colombia. A modified rapid test was highly accurate in detecting the CzIE in this patient population.
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Affiliation(s)
- Lina P. Carvajal
- Molecular Genetics and Antimicrobial Resistance Unit, Universidad El Bosque, Bogota, Colombia
| | - Sandra Rincon
- Molecular Genetics and Antimicrobial Resistance Unit, Universidad El Bosque, Bogota, Colombia
| | | | - Juan M. Matiz-González
- Molecular Genetics and Antimicrobial Resistance Unit, Universidad El Bosque, Bogota, Colombia
| | - Karen Ordoñez
- Department of Infectious Diseases, ESE Hospital Universitario, San Jorge de Pereira, Pereira, Colombia
| | - Alejandra Santamaria
- Department of Infectious Diseases, ESE Hospital Universitario, San Jorge de Pereira, Pereira, Colombia
| | | | | | - Fredy Guevara
- Servicio de Infectología, Fundación Santafe de Bogota, Bogota, Colombia
- Clinica Reina Sofia, Colsanitas, Bogota, Colombia
| | - Yardany R. Mendez
- Grupo de Investigacion en Epidemiologia Clinica de Colombia (GRECO), Universidad Pedagogica y Tecnologica de Colombia, Tunja, Colombia
- Hospital Regional de Duitama, Duitama, Colombia
| | - Soraya Salcedo
- Organizacion Clinica General del Norte, Barranquilla, Colombia
| | | | | | - Haley Grennia
- Center for Infectious Disease, Houston Methodist Research Institute, Houston, TX USA
| | - Alexander Deyanov
- Center for Infectious Disease, Houston Methodist Research Institute, Houston, TX USA
| | - Rodrigo Baptista
- Center for Infectious Disease, Houston Methodist Research Institute, Houston, TX USA
- Division of Infectious Diseases and Department of Medicine, Houston Methodist Hospital, Houston, TX USA 77030
- Department of Medicine, Weill Cornell Medical College, New York, NY
| | - Vincent H. Tam
- Departament of Pharmacy Practice and Translational Research, University of Houston, Houston, Texas, United States
| | - Diana Panesso
- Molecular Genetics and Antimicrobial Resistance Unit, Universidad El Bosque, Bogota, Colombia
- Center for Infectious Disease, Houston Methodist Research Institute, Houston, TX USA
- Division of Infectious Diseases and Department of Medicine, Houston Methodist Hospital, Houston, TX USA 77030
- Department of Medicine, Weill Cornell Medical College, New York, NY
| | - Truc T. Tran
- Center for Infectious Disease, Houston Methodist Research Institute, Houston, TX USA
- Division of Infectious Diseases and Department of Medicine, Houston Methodist Hospital, Houston, TX USA 77030
- Department of Medicine, Weill Cornell Medical College, New York, NY
| | - William R. Miller
- Center for Infectious Disease, Houston Methodist Research Institute, Houston, TX USA
- Division of Infectious Diseases and Department of Medicine, Houston Methodist Hospital, Houston, TX USA 77030
- Department of Medicine, Weill Cornell Medical College, New York, NY
| | - Cesar A. Arias
- Center for Infectious Disease, Houston Methodist Research Institute, Houston, TX USA
- Division of Infectious Diseases and Department of Medicine, Houston Methodist Hospital, Houston, TX USA 77030
- Department of Medicine, Weill Cornell Medical College, New York, NY
| | - Jinnethe Reyes
- Molecular Genetics and Antimicrobial Resistance Unit, Universidad El Bosque, Bogota, Colombia
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Roger C. Understanding antimicrobial pharmacokinetics in critically ill patients to optimize antimicrobial therapy: A narrative review. JOURNAL OF INTENSIVE MEDICINE 2024; 4:287-298. [PMID: 39035618 PMCID: PMC11258509 DOI: 10.1016/j.jointm.2023.12.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/28/2023] [Revised: 12/26/2023] [Accepted: 12/27/2023] [Indexed: 07/23/2024]
Abstract
Effective treatment of sepsis not only demands prompt administration of appropriate antimicrobials but also requires precise dosing to enhance the likelihood of patient survival. Adequate dosing refers to the administration of doses that yield therapeutic drug concentrations at the infection site. This ensures a favorable clinical and microbiological response while avoiding antibiotic-related toxicity. Therapeutic drug monitoring (TDM) is the recommended approach for attaining these goals. However, TDM is not universally available in all intensive care units (ICUs) and for all antimicrobial agents. In the absence of TDM, healthcare practitioners need to rely on several factors to make informed dosing decisions. These include the patient's clinical condition, causative pathogen, impact of organ dysfunction (requiring extracorporeal therapies), and physicochemical properties of the antimicrobials. In this context, the pharmacokinetics of antimicrobials vary considerably between different critically ill patients and within the same patient over the course of ICU stay. This variability underscores the need for individualized dosing. This review aimed to describe the main pathophysiological changes observed in critically ill patients and their impact on antimicrobial drug dosing decisions. It also aimed to provide essential practical recommendations that may aid clinicians in optimizing antimicrobial therapy among critically ill patients.
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Affiliation(s)
- Claire Roger
- Department of Anesthesiology and Intensive Care, Pain and Emergency Medicine, Nîmes-Caremeau University Hospital, Nîmes, France
- UR UM 103 IMAGINE (Initial Management and prévention of orGan failures IN critically ill patiEnts), Faculty of Medicine, Montpellier University, Montpellier, France
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Jia-Wei H, Jing W, Li C, Xiao-Gang Z, Guo-Qing L, Bo-Yong X, Bao-Chao J, Jun-Jie H, Jun Z. Two-dimensional liquid chromatography measurement of meropenem concentration in synovial fluid of patients with periprosthetic joint infection. Biomed Chromatogr 2024; 38:e5778. [PMID: 38073142 DOI: 10.1002/bmc.5778] [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: 10/18/2023] [Revised: 10/23/2023] [Accepted: 10/25/2023] [Indexed: 01/26/2024]
Abstract
Periprosthetic joint infection (PJI) is a catastrophic complication following joint replacement surgery. One potential treatment approach for PJI could be the combination of one-stage revision and intra-articular infusion of antibiotics. Meropenem is one of the commonly used intra-articular antibiotics in our institution. Determining the concentration of meropenem in the joint cavity could be crucial for optimizing its local application, effectively eradicating biofilm infection, and improving PJI treatment outcomes. In this study, we developed a simple, precise, and accurate method of two-dimensional liquid chromatography (2D-LC) for determining the concentration of meropenem in human synovial fluid. The method was then validated based on the guidelines of the Food and Drug Administration and the Chinese Pharmacopoeia. Meropenem showed good linearity in the range of 0.31-25.01 μg/mL (r ≥ .999). Selectivity, intra-day and inter-day precision and accuracy, extraction recovery, and stability validation results were all within the acceptance range. This method has been successfully applied to the determination of synovial fluid samples from PJI patients, providing a useful detection method for meropenem therapeutic drug monitoring (TDM) in PJI patients.
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Affiliation(s)
- He Jia-Wei
- Department of Pharmacy, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, Xinjiang, China
| | - Wang Jing
- Department of Pharmacy, The Eighth Affiliated Hospital of Xinjiang Medical University, Urumqi, Xinjiang, China
| | - Cao Li
- Department of Orthopaedics, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, Xinjiang, China
| | - Zhang Xiao-Gang
- Department of Orthopaedics, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, Xinjiang, China
| | - Li Guo-Qing
- Department of Orthopaedics, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, Xinjiang, China
| | - Xu Bo-Yong
- Department of Orthopaedics, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, Xinjiang, China
| | - Ji Bao-Chao
- Department of Orthopaedics, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, Xinjiang, China
| | - Huang Jun-Jie
- College of Pharmacy, Xinjiang Medical University, Urumqi, Xinjiang, China
| | - Zhao Jun
- Department of Pharmacy, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, Xinjiang, China
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8
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Leanza GM, Liguoro B, Giuliano S, Moreal C, Montanari L, Angelini J, Cai T, Murri R, Tascini C. The Subcutaneous Administration of Beta-Lactams: A Case Report and Literary Review-To Do Small Things in a Great Way. Infect Dis Rep 2024; 16:93-104. [PMID: 38391585 PMCID: PMC10887887 DOI: 10.3390/idr16010007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Revised: 01/14/2024] [Accepted: 01/16/2024] [Indexed: 02/24/2024] Open
Abstract
The subcutaneous (s.c.) route is a commonly used method for delivering various drugs, although its application in the administration of antibiotics is relatively uncommon. In this case, we report a successful treatment of nosocomial pneumonia using piperacillin/tazobactam via continuous subcutaneous administration. Furthermore, this article provides an overview of the current literature regarding the s.c. administration of beta-lactam antibiotics. Based on our analysis, we identified only 15 studies that described the s.c. use of beta-lactam antibiotics in human subjects. Among these studies, cephalosporins were the most extensively investigated antibiotic class, with 10 available studies. According to the study findings, all three antibiotic classes (cephalosporins, penicillins, and carbapenems) demonstrated a similar pharmacokinetic profile when administered via the subcutaneous route. The subcutaneous route appears to be associated with a lower peak serum concentration (Cmax) but a comparable minimum blood concentration (Cmin) and an extended half-life (t1/2) when compared to conventional routes of antibiotic administration. Further research is necessary to determine whether subcutaneously administered beta-lactam antibiotics in human subjects achieve pharmacodynamic targets and demonstrate clinical efficacy.
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Affiliation(s)
- Gabriele Maria Leanza
- Dipartimento di Sicurezza e Bioetica, Università Cattolica del S. Cuore, 00168 Rome, Italy
| | - Beatrice Liguoro
- Dipartimento di Sicurezza e Bioetica, Università Cattolica del S. Cuore, 00168 Rome, Italy
| | - Simone Giuliano
- Infectious Diseases Clinic, Azienda Sanitaria Universitaria del Friuli Centrale (ASUFC), 33100 Udine, Italy
| | - Chiara Moreal
- Infectious Diseases Clinic, Department of Medicine (DAME), University of Udine, 33100 Udine, Italy
| | - Luca Montanari
- Infectious Diseases Clinic, Department of Medicine (DAME), University of Udine, 33100 Udine, Italy
| | - Jacopo Angelini
- Pharmacology Institute, Azienda Sanitaria Universitaria del Friuli Centrale (ASUFC), 33100 Udine, Italy
| | - Tommaso Cai
- Department of Urology, Santa Chiara Regional Hospital, 38123 Trento, Italy
- Institute of Clinical Medicine, University of Oslo, 0315 Oslo, Norway
| | - Rita Murri
- Dipartimento di Sicurezza e Bioetica, Università Cattolica del S. Cuore, 00168 Rome, Italy
- Dipartimento di Scienze di Laboratorio e Infettivologiche, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy
| | - Carlo Tascini
- Infectious Diseases Clinic, Azienda Sanitaria Universitaria del Friuli Centrale (ASUFC), 33100 Udine, Italy
- Infectious Diseases Clinic, Department of Medicine (DAME), University of Udine, 33100 Udine, Italy
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9
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Novy E, Roger C, Roberts JA, Cotta MO. Pharmacokinetic and pharmacodynamic considerations for antifungal therapy optimisation in the treatment of intra-abdominal candidiasis. Crit Care 2023; 27:449. [PMID: 37981676 PMCID: PMC10659066 DOI: 10.1186/s13054-023-04742-w] [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: 09/13/2023] [Accepted: 11/14/2023] [Indexed: 11/21/2023] Open
Abstract
Intra-abdominal candidiasis (IAC) is one of the most common of invasive candidiasis observed in critically ill patients. It is associated with high mortality, with up to 50% of deaths attributable to delays in source control and/or the introduction of antifungal therapy. Currently, there is no comprehensive guidance on optimising antifungal dosing in the treatment of IAC among the critically ill. However, this form of abdominal sepsis presents specific pharmacokinetic (PK) alterations and pharmacodynamic (PD) challenges that risk suboptimal antifungal exposure at the site of infection in critically ill patients. This review aims to describe the peculiarities of IAC from both PK and PD perspectives, advocating an individualized approach to antifungal dosing. Additionally, all current PK/PD studies relating to IAC are reviewed in terms of strength and limitations, so that core elements for the basis of future research can be provided.
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Affiliation(s)
- Emmanuel Novy
- University of Queensland Centre for Clinical Research (UQCCR), Faculty of Medicine, The University of Queensland, Royal Brisbane & Women's Hospital Campus Herston, Brisbane, QLD, 4029, Australia
- Department of Anaesthesiology, Critical Care and Peri-Operative Medicine, University Hospital of Nancy, Nancy, France
- Université de Lorraine, SIMPA, 54500, Nancy, France
| | - Claire Roger
- Department of Anesthesiology, Critical Care, Pain and Emergency Medicine, Nimes University Hospital, Place du Professeur Robert Debré, 30029, Nîmes Cedex 9, France
- UR UM103 IMAGINE, Univ Montpellier, Montpellier, France
| | - Jason A Roberts
- University of Queensland Centre for Clinical Research (UQCCR), Faculty of Medicine, The University of Queensland, Royal Brisbane & Women's Hospital Campus Herston, Brisbane, QLD, 4029, Australia.
- Department of Anesthesiology, Critical Care, Pain and Emergency Medicine, Nimes University Hospital, Place du Professeur Robert Debré, 30029, Nîmes Cedex 9, France.
- Department of Intensive Care Medicine and Pharmacy, Royal Brisbane and Women's Hospital, Brisbane, QLD, Australia.
- Herston Infectious Diseases Institute (HeIDI), Metro North Health, Brisbane, Australia.
| | - Menino Osbert Cotta
- University of Queensland Centre for Clinical Research (UQCCR), Faculty of Medicine, The University of Queensland, Royal Brisbane & Women's Hospital Campus Herston, Brisbane, QLD, 4029, Australia
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10
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Jiamboonsri P, Eurtivong C, Wanwong S. Assessing the Potential of Gallic Acid and Methyl Gallate to Enhance the Efficacy of β-Lactam Antibiotics against Methicillin-Resistant Staphylococcus aureus by Targeting β-Lactamase: In Silico and In Vitro Studies. Antibiotics (Basel) 2023; 12:1622. [PMID: 37998824 PMCID: PMC10669207 DOI: 10.3390/antibiotics12111622] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2023] [Revised: 11/09/2023] [Accepted: 11/10/2023] [Indexed: 11/25/2023] Open
Abstract
Methicillin-resistant Staphylococcus aureus (MRSA), a global health concern, has prompted research into antibiotic adjuvants as a potential solution. Although our group previously reported the enhancing effects of gallic acid (GA) and methyl gallate (MG) on penicillin G activity against MRSA, the synergistic potential with other β-lactam antibiotics and the underlying mechanism have not been fully explored. Therefore, this study primarily aimed to investigate the antibacterial synergism with β-lactam antibiotics through disc diffusion, checkerboard, and time-kill assays. The β-lactamase inhibition was also examined through both molecular modeling and in vitro experiments. Additionally, bacterial morphology changes were studied using a scanning electron microscopy (SEM). The results revealed that both GA and MG exhibited anti-MRSA activity and showed indifferent effects when combined with β-lactam antibiotics against methicillin susceptible S. aureus (MSSA). Interestingly, MG demonstrated synergism with only the β-lactamase-unstable antibiotics against MRSA with the lowest fractional inhibitory concentration (FIC) indexes of ≤3.75. However, GA and MG exhibited weak β-lactamase inhibition. Furthermore, GA, MG, and the combination with ampicillin induced the morphological changes in MRSA, suggesting a possible mechanism affecting the cell membrane. These findings suggest that MG could potentially serve as an adjunct to β-lactam antibiotics to combat MRSA infections.
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Affiliation(s)
- Pimsumon Jiamboonsri
- Faculty of Medicine, King Mongkut’s Institute of Technology Ladkrabang, 1 Chalongkrung Road, Ladkrabang, Bangkok 10520, Thailand
| | - Chatchakorn Eurtivong
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Mahidol University, 447 Si Ayutthaya Road, Ratchathewi, Bangkok 10400, Thailand;
| | - Sompit Wanwong
- Materials Technology Program, School of Energy, Environment and Materials, King Mongkut’s University of Technology Thonburi, 126 Pracha Uthit Road, Thung Khru, Bangkok 10140, Thailand;
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11
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Kalın G, Alp E, Chouaikhi A, Roger C. Antimicrobial Multidrug Resistance: Clinical Implications for Infection Management in Critically Ill Patients. Microorganisms 2023; 11:2575. [PMID: 37894233 PMCID: PMC10609422 DOI: 10.3390/microorganisms11102575] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Revised: 10/05/2023] [Accepted: 10/11/2023] [Indexed: 10/29/2023] Open
Abstract
The increasing incidence of antimicrobial resistance (AMR) worldwide represents a serious threat in the management of sepsis. Due to resistance to the most common antimicrobials prescribed, multidrug-resistant (MDR) pathogens have been associated with delays in adequate antimicrobial therapy leading to significant increases in mortality, along with prolonged hospital length of stay (LOS) and increases in healthcare costs. In response to MDR infections and the delay of microbiological results, broad-spectrum antibiotics are frequently used in empirical antimicrobial therapy. This can contribute to the overuse and misuse of antibiotics, further promoting the development of resistance. Multiple measures have been suggested to combat AMR. This review will focus on describing the epidemiology and trends concerning MDR pathogens. Additionally, it will explore the crucial aspects of identifying patients susceptible to MDR infections and optimizing antimicrobial drug dosing, which are both pivotal considerations in the fight against AMR. Expert commentary: The increasing AMR in ICUs worldwide makes the empirical antibiotic therapy challenging in septic patients. An AMR surveillance program together with improvements in MDR identification based on patient risk stratification and molecular rapid diagnostic tools may further help tailoring antimicrobial therapies and avoid unnecessary broad-spectrum antibiotics. Continuous infusions of antibiotics, therapeutic drug monitoring (TDM)-based dosing regimens and combination therapy may contribute to optimizing antimicrobial therapy and limiting the emergence of resistance.
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Affiliation(s)
- Gamze Kalın
- Department of Infectious Diseases and Clinical Microbiology, Faculty of Medicine, Erciyes University, Kayseri 38280, Türkiye
| | - Emine Alp
- Department of Infectious Diseases and Clinical Microbiology, Faculty of Medicine, Ankara Yıldırım Beyazıt University, Ankara 06760, Türkiye;
| | - Arthur Chouaikhi
- Department of Anesthesiology and Intensive Care, Pain and Emergency Medicine, Nîmes-Caremeau University Hospital, Place du Professeur Robert Debré, CEDEX 9, 30029 Nîmes, France;
| | - Claire Roger
- Department of Anesthesiology and Intensive Care, Pain and Emergency Medicine, Nîmes-Caremeau University Hospital, Place du Professeur Robert Debré, CEDEX 9, 30029 Nîmes, France;
- UR UM 103 IMAGINE, Faculty of Medicine, Montpellier University, Chemin du Carreau de Lanes, 30029 Nîmes, France
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12
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Mishi RD, Stokes MA, Campbell CA, Plaxco KW, Stocker SL. Real-Time Monitoring of Antibiotics in the Critically Ill Using Biosensors. Antibiotics (Basel) 2023; 12:1478. [PMID: 37887179 PMCID: PMC10603738 DOI: 10.3390/antibiotics12101478] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 08/14/2023] [Accepted: 09/11/2023] [Indexed: 10/28/2023] Open
Abstract
By ensuring optimal dosing, therapeutic drug monitoring (TDM) improves outcomes in critically ill patients by maximizing effectiveness while minimizing toxicity. Current methods for measuring plasma drug concentrations, however, can be challenging, time-consuming, and slow to return an answer, limiting the extent to which TDM is used to optimize drug exposure. A potentially promising solution to this dilemma is provided by biosensors, molecular sensing devices that employ biorecognition elements to recognize and quantify their target molecules rapidly and in a single step. This paper reviews the current state of the art for biosensors regarding their application to TDM of antibiotics in the critically ill, both as ex vivo point-of-care devices supporting single timepoint measurements and in vivo devices supporting continuous real-time monitoring in situ in the body. This paper also discusses the clinical development of biosensors for TDM, including regulatory challenges and the need for standardized performance evaluation. We conclude by arguing that, through precise and real-time monitoring of antibiotics, the application of biosensors in TDM holds great promise for enhancing the optimization of drug exposure in critically ill patients, offering the potential for improved outcomes.
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Affiliation(s)
- Ruvimbo Dephine Mishi
- Department of Human Biology, Division of Cell Biology, University of Cape Town, Cape Town 7925, South Africa
| | - Michael Andrew Stokes
- Paediatric Critical Care Unit, Department of Pharmacy, The Children’s Hospital at Westmead, Sydney, NSW 2031, Australia
| | - Craig Anthony Campbell
- NSW Health Pathology, Department of Chemical Pathology, Prince of Wales Hospital, Sydney, NSW 2031, Australia
| | - Kevin William Plaxco
- Department of Chemistry and Biochemistry, University of California Santa Barbara, Santa Barbara, CA 93106, USA
- Center for Bioengineering, University of California Santa Barbara, Santa Barbara, CA 93106, USA
- Biomolecular Sciences and Engineering, University of California, Santa Barbara, CA 93106, USA
| | - Sophie Lena Stocker
- School of Pharmacy, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW 2006, Australia
- Department of Clinical Pharmacology and Toxicology, St. Vincent’s Hospital, Sydney, NSW 2010, Australia
- Sydney Institute for Infectious Diseases, University of Sydney, Sydney, NSW 2006, Australia
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13
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Angelini J, Giuliano S, Flammini S, Pagotto A, Lo Re F, Tascini C, Baraldo M. Meropenem PK/PD Variability and Renal Function: "We Go Together". Pharmaceutics 2023; 15:2238. [PMID: 37765207 PMCID: PMC10534409 DOI: 10.3390/pharmaceutics15092238] [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: 07/28/2023] [Revised: 08/28/2023] [Accepted: 08/28/2023] [Indexed: 09/29/2023] Open
Abstract
BACKGROUND Meropenem is a carbapenem antibiotic widely employed for serious bacterial infections. Therapeutic drug monitoring (TDM) is a strategy to optimize dosing, especially in critically ill patients. This study aims to show how TDM influences the management of meropenem in a real-life setting, not limited to intensive care units. METHODS From December 2021 to February 2022, we retrospectively analyzed 195 meropenem serum concentrations (Css). We characterized patients according to meropenem exposure, focusing on the renal function impact. RESULTS A total of 36% (n = 51) of the overall observed patients (n = 144) were in the therapeutic range (8-16 mg/L), whereas 64% (n = 93) required a meropenem dose modification (37 patients (26%) underexposed; 53 (38%) overexposed). We found a strong relationship between renal function and meropenem concentrations (correlation coefficient = -0.7; p-value < 0.001). We observed different dose-normalized meropenem exposure (Css/D) among renal-impaired (severe and moderate), normal, and hyperfiltrating patients, with a median (interquartile range) of 13.1 (10.9-20.2), 7.9 (6.1-9.5), 3.8 (2.6-6.0), and 2.4 (1.6-2.7), respectively (p-value < 0.001). CONCLUSIONS Meropenem TDM in clinical practice allows modification of dosing in patients inadequately exposed to meropenem to maximize antibiotic efficacy and minimize the risk of antibiotic resistance, especially in renal alterations despite standard dose adaptations.
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Affiliation(s)
- Jacopo Angelini
- Clinical Pharmacology and Toxicology Institute, University Hospital Friuli Centrale ASUFC, 33100 Udine, Italy; (F.L.R.); (M.B.)
- Department of Medicine, University of Udine (UNIUD), 33100 Udine, Italy;
| | - Simone Giuliano
- Infectious Diseases Division, Department of Medicine, University of Udine and Azienda Sanitaria Universitaria Friuli Centrale, 33100 Udine, Italy; (S.G.); (S.F.); (A.P.)
| | - Sarah Flammini
- Infectious Diseases Division, Department of Medicine, University of Udine and Azienda Sanitaria Universitaria Friuli Centrale, 33100 Udine, Italy; (S.G.); (S.F.); (A.P.)
| | - Alberto Pagotto
- Infectious Diseases Division, Department of Medicine, University of Udine and Azienda Sanitaria Universitaria Friuli Centrale, 33100 Udine, Italy; (S.G.); (S.F.); (A.P.)
| | - Francesco Lo Re
- Clinical Pharmacology and Toxicology Institute, University Hospital Friuli Centrale ASUFC, 33100 Udine, Italy; (F.L.R.); (M.B.)
- Department of Medicine, University of Udine (UNIUD), 33100 Udine, Italy;
| | - Carlo Tascini
- Department of Medicine, University of Udine (UNIUD), 33100 Udine, Italy;
- Infectious Diseases Division, Department of Medicine, University of Udine and Azienda Sanitaria Universitaria Friuli Centrale, 33100 Udine, Italy; (S.G.); (S.F.); (A.P.)
| | - Massimo Baraldo
- Clinical Pharmacology and Toxicology Institute, University Hospital Friuli Centrale ASUFC, 33100 Udine, Italy; (F.L.R.); (M.B.)
- Department of Medicine, University of Udine (UNIUD), 33100 Udine, Italy;
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14
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Greppmair S, Brinkmann A, Roehr A, Frey O, Hagel S, Dorn C, Marsot A, El-Haffaf I, Zoller M, Saller T, Zander J, Schatz LM, Scharf C, Briegel J, Minichmayr IK, Wicha SG, Liebchen U. Towards model-informed precision dosing of piperacillin: multicenter systematic external evaluation of pharmacokinetic models in critically ill adults with a focus on Bayesian forecasting. Intensive Care Med 2023; 49:966-976. [PMID: 37439872 PMCID: PMC10425489 DOI: 10.1007/s00134-023-07154-0] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Accepted: 06/27/2023] [Indexed: 07/14/2023]
Abstract
PURPOSE Inadequate piperacillin (PIP) exposure in intensive care unit (ICU) patients threatens therapeutic success. Model-informed precision dosing (MIPD) might be promising to individualize dosing; however, the transferability of published models to external populations is uncertain. This study aimed to externally evaluate the available PIP population pharmacokinetic (PopPK) models. METHODS A multicenter dataset of 561 ICU patients (11 centers/3654 concentrations) was used for the evaluation of 24 identified models. Model performance was investigated for a priori (A) predictions, i.e., considering dosing records and patient characteristics only, and for Bayesian forecasting, i.e., additionally including the first (B1) or first and second (B2) therapeutic drug monitoring (TDM) samples per patient. Median relative prediction error (MPE) [%] and median absolute relative prediction error (MAPE) [%] were calculated to quantify accuracy and precision. RESULTS The evaluation revealed a large inter-model variability (A: MPE - 135.6-78.3% and MAPE 35.7-135.6%). Integration of TDM data improved all model predictions (B1/B2 relative improvement vs. A: |MPE|median_all_models 45.1/67.5%; MAPEmedian_all_models 29/39%). The model by Kim et al. was identified to be most appropriate for the total dataset (A/B1/B2: MPE - 9.8/- 5.9/- 0.9%; MAPE 37/27.3/23.7%), Udy et al. performed best in patients receiving intermittent infusion, and Klastrup et al. best predicted patients receiving continuous infusion. Additional evaluations stratified by sex and renal replacement therapy revealed further promising models. CONCLUSION The predictive performance of published PIP models in ICU patients varied considerably, highlighting the relevance of appropriate model selection for MIPD. Our differentiated external evaluation identified specific models suitable for clinical use, especially in combination with TDM.
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Affiliation(s)
- Sebastian Greppmair
- Department of Anaesthesiology, University Hospital, LMU Munich, Marchioninistrasse 15, 81377, Munich, Germany
| | - Alexander Brinkmann
- Department of Anaesthesiology and Intensive Care Medicine, General Hospital of Heidenheim, 89522, Heidenheim, Germany
| | - Anka Roehr
- Department of Pharmacy, General Hospital of Heidenheim, 89522, Heidenheim, Germany
| | - Otto Frey
- Department of Pharmacy, General Hospital of Heidenheim, 89522, Heidenheim, Germany
| | - Stefan Hagel
- Institute for Infectious Diseases and Infection Control, University Hospital, Friedrich-Schiller-University Jena, 07747, Jena, Germany
| | - Christoph Dorn
- Institute of Pharmacy, University of Regensburg, 93053, Regensburg, Germany
| | - Amélie Marsot
- Faculty of Pharmacy, University of Montréal, Pavillon Jean-Coutu, 2940 Chemin de Polytechnique, Montréal, QC, H3T 1J4, Canada
| | - Ibrahim El-Haffaf
- Faculty of Pharmacy, University of Montréal, Pavillon Jean-Coutu, 2940 Chemin de Polytechnique, Montréal, QC, H3T 1J4, Canada
| | - Michael Zoller
- Department of Anaesthesiology, University Hospital, LMU Munich, Marchioninistrasse 15, 81377, Munich, Germany
| | - Thomas Saller
- Department of Anaesthesiology, University Hospital, LMU Munich, Marchioninistrasse 15, 81377, Munich, Germany
| | - Johannes Zander
- Laboratory Dr. Brunner, Laboratory Medical Care Center Konstanz GmbH, 78464, Constance, Germany
| | - Lea Marie Schatz
- Department of Pharmaceutical and Medical Chemistry, Clinical Pharmacy, University of Muenster, 48149, Muenster, Germany
| | - Christina Scharf
- Department of Anaesthesiology, University Hospital, LMU Munich, Marchioninistrasse 15, 81377, Munich, Germany
| | - Josef Briegel
- Department of Anaesthesiology, University Hospital, LMU Munich, Marchioninistrasse 15, 81377, Munich, Germany
| | - Iris K Minichmayr
- Department of Clinical Pharmacology, Medical University Vienna, 1090, Vienna, Austria
| | - Sebastian G Wicha
- Department of Clinical Pharmacy, Institute of Pharmacy, University of Hamburg, 20146, Hamburg, Germany
| | - Uwe Liebchen
- Department of Anaesthesiology, University Hospital, LMU Munich, Marchioninistrasse 15, 81377, Munich, Germany.
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