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Wessel RJ, Rivera CG, Ausman SE, Martin N, Braga SA, Hagy NT, Moreland-Head LN, Abu Saleh OM, Gajic O, Jannetto PJ, Barreto EF. Use of the DMAIC Lean Six Sigma quality improvement framework to improve beta-lactam antibiotic adequacy in the critically ill. Int J Qual Health Care 2024; 36:mzae062. [PMID: 38955670 PMCID: PMC11439991 DOI: 10.1093/intqhc/mzae062] [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: 11/28/2023] [Revised: 04/12/2024] [Accepted: 07/01/2024] [Indexed: 07/04/2024] Open
Abstract
Beta-lactam antibiotics are widely used in the intensive care unit due to their favorable effectiveness and safety profiles. Beta-lactams given to patients with sepsis must be delivered as soon as possible after infection recognition (early), treat the suspected organism (appropriate), and be administered at a dose that eradicates the infection (adequate). Early and appropriate antibiotic delivery occurs in >90% of patients, but less than half of patients with sepsis achieve adequate antibiotic exposure. This project aimed to address this quality gap and improve beta-lactam adequacy using the Define, Measure, Analyze, Improve, and Control Lean Six Sigma quality improvement framework. A multidisciplinary steering committee was formed, which completed a stakeholder analysis to define the gap in practice. An Ishikawa cause and effect (Fishbone) diagram was used to identify the root causes and an impact/effort grid facilitated prioritization of interventions. An intervention that included bundled education with the use of therapeutic drug monitoring (TDM; i.e. drug-level testing) was projected to have the highest impact relative to the amount of effort and selected to address beta-lactam inadequacy in the critically ill. The education and TDM intervention were deployed through a Plan, Do, Study, Act cycle. In the 3 months after "go-live," 54 episodes of beta-lactam TDM occurred in 41 unique intensive care unit patients. The primary quality metric of beta-lactam adequacy was achieved in 94% of individuals after the intervention. Ninety-four percent of clinicians gauged the education provided as sufficient. The primary counterbalance of antimicrobial days of therapy, a core antimicrobial stewardship metric, was unchanged over time (favorable result; P = .73). Application of the Define, Measure, Analyze, Improve, and Control Lean Six Sigma quality improvement framework effectively improved beta-lactam adequacy in critically ill patients. The approach taken in this quality improvement project is widely generalizable to other drugs, drug classes, or settings to increase the adequacy of drug exposure.
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Affiliation(s)
- Rebecca J Wessel
- Strategy Department, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Christina G Rivera
- Department of Pharmacy, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Sara E Ausman
- Department of Pharmacy, Mayo Clinic Health System, 733 W Clairemont Ave, Eau Claire, WI 54701, United States
| | - Nathaniel Martin
- Department of Pharmacy, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Shienna A Braga
- Department of Pharmacy, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Natalie T Hagy
- Department of Pharmacy, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Lindsay N Moreland-Head
- Indiana University School of Medicine, 340 West 10th Street, Fairbanks Hall, Suite 6200, Indianapolis, IN 46202, United States
| | - Omar M Abu Saleh
- Division of Public Health, Infectious Diseases and Occupational Medicine, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Ognjen Gajic
- Division of Pulmonary and Critical Care Medicine, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Paul J Jannetto
- Department of Laboratory Medicine and Pathology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Erin F Barreto
- Department of Pharmacy, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
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Lakshmipathy D, Ye X, Kuti JL, Nicolau DP, Asempa TE. A New Dosing Frontier: Retrospective Assessment of Effluent Flow Rates and Residual Renal Function Among Critically Ill Patients Receiving Continuous Renal Replacement Therapy. Crit Care Explor 2024; 6:e1065. [PMID: 38533293 PMCID: PMC10962883 DOI: 10.1097/cce.0000000000001065] [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: 03/28/2024] Open
Abstract
OBJECTIVES In 2020, cefiderocol became the first Food and Drug Administration-approved medication with continuous renal replacement therapy (CRRT) dosing recommendations based on effluent flow rates (QE). We aimed to evaluate the magnitude and frequency of factors that may influence these recommendations, that is, QE intrapatient variability and residual renal function. DESIGN Retrospective observational cohort study. SETTING ICUs within Hartford Hospital (890-bed, acute-care hospital) in Connecticut from 2017 to 2023. PATIENTS Adult ICU patients receiving CRRT for greater than 72 hours. MEASUREMENTS AND MAIN RESULTS CRRT settings including QE and urine output (UOP) were extracted from the time of CRRT initiation (0 hr) and trends were assessed. To assess the impact on antibiotic dosing, cefiderocol doses were assigned to 0 hour, 24 hours, 48 hours, and 72 hours QE values per product label, and the proportion of antibiotic dose changes required as a result of changes in inpatient's QE was evaluated. Among the 380 ICU patients receiving CRRT for greater than 72 hours, the median (interquartile range) 0 hour QE was 2.96 (2.35-3.29) L/hr. Approximately 9 QE values were documented per patient per 24-hour window. QE changes of greater than 0.75 L/hr were observed in 21.6% of patients over the first 24 hours and in 7.9% (24-48 hr) and 5.8% (48-72 hr) of patients. Approximately 40% of patients had UOP greater than 500 mL at 24 hours post-CRRT initiation. Due to QE changes within 24 hours of CRRT initiation, a potential cefiderocol dose adjustment would have been warranted in 38% of patients (increase of 21.3%; decrease of 16.6%). QE changes were less common after 24 hours, warranting cefiderocol dose adjustments in less than 15% of patients. CONCLUSIONS Results highlight the temporal and variable dynamics of QE and prevalence of residual renal function. Data also demonstrate a risk of antibiotic under-dosing in the first 24 hours of CRRT initiation due to increases in QE. For antibiotics with QE-based dosing recommendations, empiric dose escalation may be warranted in the first 24 hours of CRRT initiation.
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Affiliation(s)
- Damini Lakshmipathy
- Center for Anti-Infective Research and Development, Hartford Hospital, Hartford, CT
| | - Xiaoyi Ye
- Division of Nephrology, Hartford Hospital, Hartford, CT
| | - Joseph L Kuti
- Center for Anti-Infective Research and Development, Hartford Hospital, Hartford, CT
| | - David P Nicolau
- Center for Anti-Infective Research and Development, Hartford Hospital, Hartford, CT
- Division of Infectious Diseases, Hartford Hospital, Hartford, CT
| | - Tomefa E Asempa
- Center for Anti-Infective Research and Development, Hartford Hospital, Hartford, CT
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Barreto EF, Chang J, Rule AD, Mara KC, Meade LA, Paul J, Jannetto PJ, Athreya AP, Scheetz MH. Impact of Various Estimated Glomerular Filtration Rate Equations on the Pharmacokinetics of Meropenem in Critically Ill Adults. Crit Care Explor 2023; 5:e1011. [PMID: 38107538 PMCID: PMC10723891 DOI: 10.1097/cce.0000000000001011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2023] Open
Abstract
IMPORTANCE Meropenem dosing is typically guided by creatinine-based estimated glomerular filtration rate (eGFR), but creatinine is a suboptimal GFR marker in the critically ill. OBJECTIVES This study aimed to develop and qualify a population pharmacokinetic model for meropenem in critically ill adults and to determine which eGFR equation based on creatinine, cystatin C, or both biomarkers best improves model performance. DESIGN SETTING AND PARTICIPANTS This single-center study evaluated adults hospitalized in an ICU who received IV meropenem from 2018 to 2022. Patients were excluded if they had acute kidney injury, were on kidney replacement therapy, or were treated with extracorporeal membrane oxygenation. Two cohorts were used for population pharmacokinetic modeling: a richly sampled development cohort (n = 19) and an opportunistically sampled qualification cohort (n = 32). MAIN OUTCOMES AND MEASURES A nonlinear mixed-effects model was developed using parametric methods to estimate meropenem serum concentrations. RESULTS The best-fit structural model in the richly sampled development cohort was a two-compartment model with first-order elimination. The final model included time-dependent weight normalized to a 70-kg adult as a covariate for volume of distribution (Vd) and time-dependent eGFR for clearance. Among the eGFR equations evaluated, eGFR based on creatinine and cystatin C expressed in mL/min best-predicted meropenem clearance. The mean (se) Vd in the final model was 18.2 (3.5) liters and clearance was 11.5 (1.3) L/hr. Using the development cohort as the Bayesian prior, the opportunistically sampled cohort demonstrated good accuracy and low bias. CONCLUSIONS AND RELEVANCE Contemporary eGFR equations that use both creatinine and cystatin C improved meropenem population pharmacokinetic model performance compared with creatinine-only or cystatin C-only eGFR equations in adult critically ill patients.
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Affiliation(s)
| | - Jack Chang
- Department of Pharmacy Practice, Chicago College of Pharmacy, Pharmacometrics Center of Excellence, Midwestern University, Downers Grove, IL
- Department of Pharmacy, Northwestern Medicine, Chicago, IL
| | - Andrew D Rule
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, MN
- Division of Epidemiology, Mayo Clinic, Rochester, MN
| | - Kristin C Mara
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN
| | - Laurie A Meade
- Anesthesia Clinical Research Unit, Mayo Clinic, Rochester, MN
| | - Johar Paul
- Anesthesia Clinical Research Unit, Mayo Clinic, Rochester, MN
| | - Paul J Jannetto
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Arjun P Athreya
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN
| | - Marc H Scheetz
- Department of Pharmacy Practice, Chicago College of Pharmacy, Pharmacometrics Center of Excellence, Midwestern University, Downers Grove, IL
- Department of Pharmacy, Northwestern Medicine, Chicago, IL
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Barreto EF, Chang J, Rule AD, Mara KC, Meade LA, Paul J, Jannetto PJ, Athreya AP, Scheetz MH. Population pharmacokinetic model of cefepime for critically ill adults: a comparative assessment of eGFR equations. Antimicrob Agents Chemother 2023; 67:e0081023. [PMID: 37882514 PMCID: PMC10648925 DOI: 10.1128/aac.00810-23] [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: 06/19/2023] [Accepted: 09/15/2023] [Indexed: 10/27/2023] Open
Abstract
Cefepime exhibits highly variable pharmacokinetics in critically ill patients. The purpose of this study was to develop and qualify a population pharmacokinetic model for use in the critically ill and investigate the impact of various estimated glomerular filtration rate (eGFR) equations using creatinine, cystatin C, or both on model parameters. This was a prospective study of critically ill adults hospitalized at an academic medical center treated with intravenous cefepime. Individuals with acute kidney injury or on kidney replacement therapy or extracorporeal membrane oxygenation were excluded. A nonlinear mixed-effects population pharmacokinetic model was developed using data collected from 2018 to 2022. The 120 included individuals contributed 379 serum samples for analysis. A two-compartment pharmacokinetic model with first-order elimination best described the data. The population mean parameters (standard error) in the final model were 7.84 (0.24) L/h for CL1 and 15.6 (1.45) L for V1. Q was fixed at 7.09 L/h and V2 was fixed at 10.6 L, due to low observed interindividual variation in these parameters. The final model included weight as a covariate for volume of distribution and the eGFRcr-cysC (mL/min) as a predictor of drug clearance. In summary, a population pharmacokinetic model for cefepime was created for critically ill adults. The study demonstrated the importance of cystatin C to prediction of cefepime clearance. Cefepime dosing models which use an eGFR equation inclusive of cystatin C are likely to exhibit improved accuracy and precision compared to dosing models which incorporate an eGFR equation with only creatinine.
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Affiliation(s)
- Erin F. Barreto
- Department of Pharmacy, Mayo Clinic, Rochester, Minnesota, USA
| | - Jack Chang
- Department of Pharmacy Practice, Chicago College of Pharmacy, Pharmacometrics Center of Excellence, Midwestern University, Downers Grove, Illinois, USA
- Department of Pharmacy, Northwestern Medicine, Chicago, Illinois, USA
| | - Andrew D. Rule
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, Minnesota, USA
- Division of Epidemiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Kristin C. Mara
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, Minnesota, USA
| | - Laurie A. Meade
- Anesthesia Clinical Research Unit, Mayo Clinic, Rochester, Minnesota, USA
| | - Johar Paul
- Anesthesia Clinical Research Unit, Mayo Clinic, Rochester, Minnesota, USA
| | - Paul J. Jannetto
- Department of Laboratory Medicine & Pathology, Mayo Clinic, Rochester, Minnesota, USA
| | - Arjun P. Athreya
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, Minnesota, USA
| | - Marc H. Scheetz
- Department of Pharmacy Practice, Chicago College of Pharmacy, Pharmacometrics Center of Excellence, Midwestern University, Downers Grove, Illinois, USA
- Department of Pharmacy, Northwestern Medicine, Chicago, Illinois, USA
| | - for the BLOOM Study Group
- Department of Pharmacy, Mayo Clinic, Rochester, Minnesota, USA
- Department of Pharmacy Practice, Chicago College of Pharmacy, Pharmacometrics Center of Excellence, Midwestern University, Downers Grove, Illinois, USA
- Department of Pharmacy, Northwestern Medicine, Chicago, Illinois, USA
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, Minnesota, USA
- Division of Epidemiology, Mayo Clinic, Rochester, Minnesota, USA
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, Minnesota, USA
- Anesthesia Clinical Research Unit, Mayo Clinic, Rochester, Minnesota, USA
- Department of Laboratory Medicine & Pathology, Mayo Clinic, Rochester, Minnesota, USA
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, Minnesota, USA
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Barletta JF, Roberts JA. Precision medicine in the ICU: One size fits one patient. Pharmacotherapy 2023; 43:1100-1101. [PMID: 37840471 DOI: 10.1002/phar.2886] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Accepted: 10/05/2023] [Indexed: 10/17/2023]
Affiliation(s)
- Jeffrey F Barletta
- Department of Pharmacy Practice, College of Pharmacy-GlendaleCampus, Midwestern University, Glendale, Arizona, USA
| | - Jason A Roberts
- University of Queensland Centre for Clinical Research, Faculty of Medicine, The University of Queensland, Brisbane, Australia
- Herston Infectious Diseases Institute (HeIDI), Metro North Health, Brisbane, Australia
- Departments of Pharmacy and Intensive Care Medicine, Royal Brisbane and Women's Hospital, Brisbane, Australia
- Division of Anaesthesiology Critical Care Emergency and Pain Medicine, Nîmes University Hospital, University of Montpellier, Nîmes, France
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Tamma PD, Mathers AJ, Wenzler E. Reply to Davis et al. Clin Infect Dis 2023; 77:163-165. [PMID: 36978246 DOI: 10.1093/cid/ciad170] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Accepted: 03/22/2023] [Indexed: 03/30/2023] Open
Affiliation(s)
- Pranita D Tamma
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Amy J Mathers
- Department of Medicine and Pathology, University of Virginia, Charlottesville, Virginia, USA
| | - Eric Wenzler
- Roche Diagnostics Corporation, Indianapolis, Indiana, USA
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Smith SE, Halbig Z, Fox NR, Bland CM, Branan TN. Outcomes of Intravenous Push versus Intermittent Infusion Administration of Cefepime in Critically Ill Patients. Antibiotics (Basel) 2023; 12:996. [PMID: 37370315 DOI: 10.3390/antibiotics12060996] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Revised: 05/25/2023] [Accepted: 05/29/2023] [Indexed: 06/29/2023] Open
Abstract
The equivalence of intravenous push (IVP) and piggyback (IVPB) administration has not been evaluated in the critically ill population for most medications, but it is especially relevant for antibiotics, such as cefepime, that exhibit time-dependent bactericidal activity. A single center, retrospective, observational pre/post-protocol change study included critically ill adults who received cefepime as empiric therapy between August 2015 and 2021. The primary outcome was treatment failure, which was defined as a composite of escalation of antibiotic regimen or all-cause mortality. Secondary outcomes included adverse drug events, days of cefepime therapy, total days of antibiotic therapy, and ICU and hospital length of stay. Outcomes were compared using Chi-squared, Mann Whitney U, and binary logistic regression as appropriate. A total of 285 patients were included: 87 IVPB and 198 IVP. Treatment failure occurred in 18% (n = 16) of the IVPB group and 27% (n = 54) of the IVP group (p = 0.109). There were no significant differences in secondary outcomes. Longer duration of antibiotics (odds ratio [OR] 1.057, 95% confidence interval [CI] 1.013-1.103), SOFA score (OR 1.269, 95% CI 1.154-1.397) and IVP administration of cefepime (OR 2.370, 95% CI 1.143-4.914) were independently associated with treatment failure. Critically ill patients who received IVP cefepime were more likely to experience treatment failure in an adjusted analysis. The current practice of IVP cefepime should be reevaluated, as it may not provide similar clinical outcomes in the critically ill population.
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Affiliation(s)
- Susan E Smith
- Department of Clinical and Administrative Pharmacy, University of Georgia College of Pharmacy, Athens, GA 30602, USA
| | - Zachary Halbig
- Department of Pharmacy, Piedmont Athens Regional, Athens, GA 30606, USA
| | - Nicholas R Fox
- Athens Pulmonary, Piedmont Athens Regional, Athens, GA 30606, USA
| | - Christopher M Bland
- Department of Clinical and Administrative Pharmacy, University of Georgia College of Pharmacy, Savannah, GA 31405, USA
| | - Trisha N Branan
- Department of Clinical and Administrative Pharmacy, University of Georgia College of Pharmacy, Athens, GA 30602, USA
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Hareza D, Simner PJ, Bergman Y, Jacobs E, Cosgrove SE, Tamma PD. The Frequency of Extended-Spectrum β-Lactamase Genes Harbored by Enterobacterales Isolates at High Risk for Clinically Significant Chromosomal ampC Expression. Open Forum Infect Dis 2023; 10:ofad175. [PMID: 37065982 PMCID: PMC10096897 DOI: 10.1093/ofid/ofad175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Accepted: 03/27/2023] [Indexed: 04/03/2023] Open
Affiliation(s)
- Dariusz Hareza
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Patricia J Simner
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Yehudit Bergman
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Emily Jacobs
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Sara E Cosgrove
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Pranita D Tamma
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
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