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Dilawri A, Muir J, Brodie D, Abrams D, Agerstrand C, Madahar P, Dzierba AL. Practices surrounding antimicrobial use in patients managed with extracorporeal membrane oxygenation: An international survey. J Crit Care 2024; 81:154534. [PMID: 38367526 DOI: 10.1016/j.jcrc.2024.154534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Revised: 01/23/2024] [Accepted: 02/04/2024] [Indexed: 02/19/2024]
Abstract
PURPOSE This study aimed to survey critical care clinicians and characterize their perception of antimicrobial dosing strategies in patients receiving extracorporeal membrane oxygenation (ECMO). METHODS International, cross-sectional survey distributed to members of the Society of Critical Care Medicine in October 2022. RESULTS Respondents were primarily physicians (45%), with 92% practicing in North America. Ninety-seven percent of respondents reported antimicrobial dosing in critically ill patients to be challenging, due to physiological derangements seen in the patient population. Eighty-seven percent reported consideration of physicochemical drug properties when dosing antimicrobials in ECMO-supported patients, with lipophilicity (83%) and degree of protein binding (74%) being the two most common. Respondents' approach to antimicrobial dosing strategies did not significantly differ in critically ill ECMO-supported patients, compared to patients with equal severity of illness not receiving ECMO support. CONCLUSION Approaches to antimicrobial dosing strategies do not significantly differ among respondents between critically ill patients on ECMO support, compared to patients with equal severity of illness not receiving ECMO support. These findings were unexpected considering the added physiologic complexity of the ECMO circuit to critically ill adult patients and the need for well designed and adequately powered studies to inform empiric dosing guidance for ECMO-supported patients.
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Affiliation(s)
- Atul Dilawri
- Department of Pharmacy, NewYork-Presbyterian Hospital, New York, NY, United States of America
| | - Justin Muir
- Department of Pharmacy, NewYork-Presbyterian Hospital, New York, NY, United States of America
| | - Daniel Brodie
- Department of Medicine, Johns Hopkins School of Medicine, Baltimore, MD, United States of America
| | - Darryl Abrams
- Division of Pulmonary and Critical Care Medicine, Columbia College of Physicians and Surgeons/NewYork-Presbyterian Hospital, New York, NY, United States of America
| | - Cara Agerstrand
- Division of Pulmonary and Critical Care Medicine, Columbia College of Physicians and Surgeons/NewYork-Presbyterian Hospital, New York, NY, United States of America
| | - Purnema Madahar
- Division of Pulmonary and Critical Care Medicine, Columbia College of Physicians and Surgeons/NewYork-Presbyterian Hospital, New York, NY, United States of America
| | - Amy L Dzierba
- Department of Pharmacy, NewYork-Presbyterian Hospital, New York, NY, United States of America; Center for Acute Respiratory Failure, Columbia University College of Physicians and Surgeons and NewYork-Presbyterian Hospital, New York, NY, United States of America.
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2
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Ebert N. [Novel equations for estimating renal function: significance for drug dose adjustment]. Inn Med (Heidelb) 2024; 65:280-285. [PMID: 38252158 DOI: 10.1007/s00108-023-01649-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 12/11/2023] [Indexed: 01/23/2024]
Abstract
BACKGROUND Important therapeutic decisions depend on kidney function, which is why its correct assessment is of great importance. It also plays an important role for drug dose adjustments in patients with impaired kidney function. OBJECTIVES In clinical practice, kidney function is almost always estimated using mathematical glomerular filtration rate (GFR) equations. To estimate GFR, the patient's age and gender as well as kidney-specific endogenous biomarkers are required. This work aims to provide an overview of the advantages and disadvantages of the biomarkers serum creatinine and cystatin C in assessing kidney function. Particularly in patients with significantly reduced or increased muscle mass, creatinine is not suitable for determining GFR, and cystatin C should be used. Currently recommended GFR estimating equations are described, illustrating for which patient groups they can be used. CURRENT DATA A large number of high-ranking publications are available investigating the validity of GFR estimating equations and the optimal choice of endogenous biomarkers. However, there are still large gaps when it comes to drug approval studies in older patients and children. CONCLUSION Estimated GFR (eGFR) is only a rough estimate of kidney function and should not be interpreted as an exact number. Drug dose adjustments may be necessary in patients with an eGFR of < 50 ml/min and should be verified particularly in severely impaired GFR (< 30 ml/min). There are tools available online for this purpose.
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Affiliation(s)
- Natalie Ebert
- Institut für Public Health, Charité - Universitätsmedizin Berlin, 10117, Berlin, Deutschland.
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3
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Dvořáčková E, Pilková A, Matoulek M, Slanař O, Hartinger JM. Bioavailability of Orally Administered Drugs After Bariatric Surgery. Curr Obes Rep 2024; 13:141-153. [PMID: 38172482 DOI: 10.1007/s13679-023-00548-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/11/2023] [Indexed: 01/05/2024]
Abstract
PURPOSE OF REVIEW Oral drug absorption after bariatric surgery is likely to be altered, but the impact of different bariatric surgery procedures on individual drugs is not uniform. The aim of this article is to describe factors influencing the bioavailability of orally administered drugs after bariatric surgery and to provide readers with practical recommendations for drug dosing. We also discuss the medications that may be harmful after bariatric surgery. RECENT FINDINGS The fundamental factors for enteral drug absorption are the production of gastric acid; the preserved length of the intestine, i.e., the size of the absorption surface and/or the preserved enterohepatic circulation; and the length of common loop where food and drugs are mixed with digestive enzymes and bile acids. Bypassing of metabolizing enzymes or efflux pumps and changes in intestinal motility can also play an important role. Significant changes of drug absorption early after the anatomic alteration may also be gradually ameliorated due to gradual intestinal adaptation. The most affected drugs are those with low or variable bioavailability and those undergoing enterohepatic circulation. Attention should also be paid to oral drug formulations, especially in the early postoperative period, when immediate-release and liquid formulations are preferred. The changes in oral bioavailability are especially clinically meaningful in patients treated with drugs possessing narrow therapeutic index (e.g., oral anticoagulants, levothyroxine, and anticonvulsants) or in acute conditions (e.g., anti-infectives); nevertheless, it may also influence the therapeutic value of chronic therapy (e.g., antidepressants. antihypertensives, antiplatelets, statins, PPIs, contraceptives, and analgesics); therapeutic effect of chronic therapy is further influenced by pharmacokinetic alterations resulting from weight loss. Therapeutic drug monitoring, periodical clinical evaluation, and adequate dose adjustments are necessary. Due to safety reasons, patients should avoid oral bisphosphonates, regular use of non-steroidal anti-inflammatory drugs, and, if possible, corticosteroids after bariatric surgery.
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Affiliation(s)
- Eliška Dvořáčková
- Institute of Pharmacology, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
- Department of Clinical Pharmacy, Hospital Na Františku, Prague, Czech Republic
| | - Alena Pilková
- Institute of Pharmacology, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Martin Matoulek
- Third Internal Department of Endocrinology and Metabolism, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Ondřej Slanař
- Institute of Pharmacology, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Jan Miroslav Hartinger
- Institute of Pharmacology, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic.
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4
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Berry K, Postlmayr L, Shiltz D, Parker J, Ice C. Impact of an inpatient pharmacist-driven renal dosing policy on order verification time and patient safety. SAGE Open Med 2024; 12:20503121241233223. [PMID: 38379810 PMCID: PMC10878201 DOI: 10.1177/20503121241233223] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Accepted: 01/31/2024] [Indexed: 02/22/2024] Open
Abstract
Research regarding pharmacist-driven renal dosing policies has focused on cost savings or prevention of adverse drug events. However, little is known about how these policies influence time from order signature to order verification or how this efficiency may reduce the incidence of adverse outcomes. Objectives: The primary endpoint compared time from prescriber electronic order signature to pharmacist electronic order verification between pre- and post-renal dosing policy implementation. The secondary endpoint evaluated electrocardiogram QTc prolongation attributed to fluconazole accumulation in renal impairment. Methods: This retrospective analysis included adults with a creatine clearance ⩽50 mL/min who received at least two inpatient doses from a 34-medication renal dosing protocol between January-February 2020 and April-May 2020. Results: 502 patients met eligibility for the primary outcome. The pre- and post-policy cohorts shared similar baseline characteristics. Time from order signature to verification was 9 and 8 min in the pre- and post-policy groups, respectively (p = 0.0861). In all, 56 patients met inclusion criteria for the secondary outcome. The QTc interval during fluconazole increased relative to baseline in 3 of 7 (43%) pre-policy and 4 of 5 (80%) post-policy. The QTc interval exceeded 500 ms in two patients, both in the post-policy cohort. Conclusions: There was no difference in order signature to verification time. Post-policy fluconazole renal adjustment did not reduce QTc prolongation.
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Affiliation(s)
- Kayla Berry
- Michigan Medicine, University of Michigan Health, Ann Arbor, MI, USA
| | - Laura Postlmayr
- Sinai-Grace Hospital—Detroit Medical Center, Detroit, MI, USA
| | - Dane Shiltz
- College of Pharmacy, Ferris State University, Grand Rapids, MI, USA
- Butterworth Hospital Pharmacy, Spectrum Health, Grand Rapids, MI, USA
| | - Jessi Parker
- Scholarly Activity and Scientific Support Spectrum Health, Grand Rapids, MI, USA
| | - Calvin Ice
- Butterworth Hospital Pharmacy, Spectrum Health, Grand Rapids, MI, USA
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Wells M, Goldstein LN, Alter SM, Solano JJ, Engstrom G, Shih RD. The accuracy of total body weight estimation in adults - A systematic review and meta-analysis. Am J Emerg Med 2024; 76:123-135. [PMID: 38056057 DOI: 10.1016/j.ajem.2023.11.037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 10/19/2023] [Accepted: 11/18/2023] [Indexed: 12/08/2023] Open
Abstract
BACKGROUND Weight estimation is required in adult patients when weight-based medication must be administered during emergency care, as measuring weight is often impossible. Inaccurate estimations may lead to inaccurate drug doses, which may cause patient harm. Little is known about the relative accuracy of different methods of weight estimation that could be used during resuscitative care. The aim of this study was to evaluate the performance and suitability of existing weight estimation methods for use in adult emergency care. METHODS A systematic literature search was performed for suitable articles that studied the accuracy of weight estimation systems in adults. The study characteristics, the quality of the studies, the weight estimation methods evaluated, the accuracy data, and any information on the ease-of-use of the method were extracted and evaluated. RESULTS A total of 95 studies were included, in which 27 different methods of total body weight estimation were described, with 42 studies included in the meta-analysis. The most accurate methods, determined from the pooled estimates of accuracy (the percentage of estimates within 10% of true weight, with 95% confidence intervals) were 3-D camera estimates (88.8% (85.8 to 91.8%)), patient self-estimates (88.7% (87.7 to 89.7%)), the Lorenz method (77.5% (76.4 to 78.6%)) and family estimates (75.0% (71.5 to 78.6%)). However, no method was without significant potential limitations to use during emergency care. CONCLUSION Patient self-estimations of weight were generally very accurate and should be the method of choice during emergency care, when possible. However, since alternative estimation methods must be available when confused, or otherwise incapacitated, patients are unable to provide an estimate, alternative strategies of weight estimation should also be available.
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Affiliation(s)
- Mike Wells
- Department of Emergency Medicine, Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL, USA.
| | - Lara N Goldstein
- Department of Emergency Medicine, Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL, USA
| | - Scott M Alter
- Department of Emergency Medicine, Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL, USA
| | - Joshua J Solano
- Department of Emergency Medicine, Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL, USA
| | - Gabriella Engstrom
- Department of Emergency Medicine, Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL, USA
| | - Richard D Shih
- Department of Emergency Medicine, Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL, USA
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Chaijamorn W, Phunpon S, Sathienluckana T, Charoensareerat T, Pattharachayakul S, Rungkitwattanakul D, Srisawat N. Lacosamide dosing in patients receiving continuous renal replacement therapy. J Intensive Care 2023; 11:50. [PMID: 37946296 PMCID: PMC10633951 DOI: 10.1186/s40560-023-00700-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Accepted: 11/05/2023] [Indexed: 11/12/2023] Open
Abstract
BACKGROUND Lacosamide is one of the anticonvulsants used in critically ill patients. This study aimed to suggest appropriate lacosamide dosing regimens in critically ill patients receiving continuous renal replacement therapy (CRRT) via Monte Carlo simulations. METHODS Mathematical models were created using published demographic and pharmacokinetics in adult critically ill patients. CRRT modalities with different effluent rates were added into the models. Lacosamide regimens were evaluated on the probability of target attainment (PTA) using pharmacodynamic targets of trough concentrations and area under the curve within a range of 5-10 mg/L and 80.25-143 and 143-231 mg*h/L for the initial 72 h-therapy, respectively. Optimal regimens were defined from regimens that yielded the highest PTA. Each dosing regimen was tested in a group of different 10,000 virtual patients. RESULTS Our results revealed the optimal lacosamide dosing regimen of 300-450 mg/day is recommended for adult patients receiving both CRRT modalities with 20-25 effluent rates. The dose of 600 mg/day was suggested in higher effluent rate of 35 mL/kg/h. Moreover, a patient with body weight > 100 kg was less likely to attain the targets. CONCLUSIONS Volume of distribution, total clearance, CRRT clearance and body weight were significantly contributed to lacosamide dosing. Clinical validation of the finding is strongly indicated.
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Affiliation(s)
- Weerachai Chaijamorn
- Department of Pharmacy Practice, Faculty of Pharmaceutical Sciences, Chulalongkorn University, Pathum Wan, Bangkok, 10330, Thailand.
| | | | | | | | - Sutthiporn Pattharachayakul
- Department of Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Prince of Songkla University, Songkhla, Thailand
| | - Dhakrit Rungkitwattanakul
- Department of Clinical and Administrative Pharmacy Sciences, College of Pharmacy, Howard University, Washington, DC, USA
| | - Nattachai Srisawat
- Division of Nephrology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Bangkok, Thailand
- Excellence Center for Critical Care Nephrology, King Chulalongkorn Memorial Hospital, Bangkok, Thailand
- Critical Care Nephrology Research Unit, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
- Academic of Science, Royal Society of Thailand, Bangkok, Thailand
- Tropical Medicine Cluster, Chulalongkorn University, Bangkok, Thailand
- Center for Critical Care Nephrology, The CRISMA Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
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7
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Liu X, Barreto EF, Dong Y, Liu C, Gao X, Tootooni MS, Song X, Kashani KB. Discrepancy between perceptions and acceptance of clinical decision support Systems: implementation of artificial intelligence for vancomycin dosing. BMC Med Inform Decis Mak 2023; 23:157. [PMID: 37568134 PMCID: PMC10416522 DOI: 10.1186/s12911-023-02254-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2022] [Accepted: 07/31/2023] [Indexed: 08/13/2023] Open
Abstract
BACKGROUND Artificial intelligence (AI) tools are more effective if accepted by clinicians. We developed an AI-based clinical decision support system (CDSS) to facilitate vancomycin dosing. This qualitative study assesses clinicians' perceptions regarding CDSS implementation. METHODS Thirteen semi-structured interviews were conducted with critical care pharmacists, at Mayo Clinic (Rochester, MN), from March through April 2020. Eight clinical cases were discussed with each pharmacist (N = 104). Following initial responses, we revealed the CDSS recommendations to assess participants' reactions and feedback. Interviews were audio-recorded, transcribed, and summarized. RESULTS The participants reported considerable time and effort invested daily in individualizing vancomycin therapy for hospitalized patients. Most pharmacists agreed that such a CDSS could favorably affect (N = 8, 62%) or enhance (9, 69%) their ability to make vancomycin dosing decisions. In case-based evaluations, pharmacists' empiric doses differed from the CDSS recommendation in most cases (88/104, 85%). Following revealing the CDSS recommendations, we noted 78% (69/88) discrepant doses. In discrepant cases, pharmacists indicated they would not alter their recommendations. The reasons for declining the CDSS recommendation were general distrust of CDSS, lack of dynamic evaluation and in-depth analysis, inability to integrate all clinical data, and lack of a risk index. CONCLUSION While pharmacists acknowledged enthusiasm about the advantages of AI-based models to improve drug dosing, they were reluctant to integrate the tool into clinical practice. Additional research is necessary to determine the optimal approach to implementing CDSS at the point of care acceptable to clinicians and effective at improving patient outcomes.
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Affiliation(s)
- Xinyan Liu
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Mayo Clinic, Rochester, MN, 55905, USA
- ICU, DongE Hospital Affiliated to Shandong First Medical University, Liaocheng, Shandong, 252200, China
| | - Erin F Barreto
- Department of Pharmacy, Mayo Clinic, Rochester, MN, 55905, USA
| | - Yue Dong
- Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Rochester, MN, 55905, USA
| | - Chang Liu
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Mayo Clinic, Rochester, MN, 55905, USA
- Department of Critical Care Medicine, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, 430071, China
| | - Xiaolan Gao
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Mayo Clinic, Rochester, MN, 55905, USA
- Department of Critical Care Medicine, Division of Life Sciences and Medicine, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei, Anhui, 230001, China
| | - Mohammad Samie Tootooni
- Health Informatics and Data Science. Health Sciences Campus, Loyola University, Chicago, IL, 60611, USA
| | - Xuan Song
- ICU, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, 250098, China.
| | - Kianoush B Kashani
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Mayo Clinic, Rochester, MN, 55905, USA.
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.
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Milano V, Hurt J, Nielsen ND. The standard of care is standard for a reason: Commentary on "Optimal dosing of heparin for prophylactic anticoagulation in critically ill COVID-19 patients: A systematic review and Meta-analysis of randomized clinical trials". J Crit Care 2023; 77:154345. [PMID: 37244208 PMCID: PMC10209671 DOI: 10.1016/j.jcrc.2023.154345] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Accepted: 05/17/2023] [Indexed: 05/29/2023]
Affiliation(s)
- Victoria Milano
- Department of Pharmacy, University of New Mexico Hospital, Albuquerque, NM, USA
| | - Jacob Hurt
- Department of Pharmacy, University of New Mexico Hospital, Albuquerque, NM, USA
| | - Nathan D Nielsen
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, University of New Mexico School of Medicine, Albuquerque, NM, USA; Section of Transfusion Medicine and Therapeutic Pathology, Department of Pathology, University of New Mexico School of Medicine, Albuquerque, NM, USA.
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Lück C, Beutel G, Kühn-Velten WN, Kielstein JT. Single-Dose Pharmacokinetics and Total Removal of Cyclophosphamide in a Patient with Acute Kidney Injury Undergoing Intermittent Haemodialysis and Prolonged Intermittent Kidney Replacement Therapy: A Case Report. Case Rep Nephrol Dial 2023; 13:70-74. [PMID: 37484798 PMCID: PMC10359690 DOI: 10.1159/000531129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2022] [Accepted: 06/08/2023] [Indexed: 07/25/2023] Open
Abstract
The largest study on cyclophosphamide pharmacokinetics in dialysis patients comprises of 6 subjects. In the 2 decades since these data were obtained, dialyser membranes, treatment intensities, and treatment duration have changed considerably making new pharmacokinetic studies desirable. We aimed to readdress the pharmacokinetics of cyclophosphamide in a 74-year-old critically ill male suffering from ANCA-associated vasculitis. Due to an acute-on-chronic kidney injury, he underwent intermittent (IHD) and prolonged intermittent kidney replacement therapy (PIKRT). IHD was started 7 h after end of a cyclophosphamide infusion with a blood/dialysate flow of 300 mL/min for 255 min, followed by PIKRT with a blood/dialysate flow of 140 mL/min for 540 min, both using a 1.3 m2 polysulphone high-flux dialyser (F60S, Fresenius Medical Care). Peak concentration of cyclophosphamide was 20.2 mg/L. Using IHD and PIKRT serum concentration of cyclophosphamide decreased to 1.2 mg/L after IHD and to <0.1 mg/L after PIKRT with dialyser-clearances of 153.0 mL/min and 84.9 mL/min, respectively. Total recovery of cyclophosphamide, calculated from the collected dialysate, was 57.5 mg (7.7% of administered dose) for IHD and was 8.3 mg (1.1% of administered dose) for PIKRT. By using IHD with a high-flux dialyser cyclophosphamide could be eliminated. Remaining cyclophosphamide should be eliminated by PIKRT. Hence, even in the absence of renal function a dose >50% of the recommended for patient with normal renal function may be applied, as complete elimination of the parent drug by modern dialysis is feasible.
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Affiliation(s)
- Catherina Lück
- Department of Hematology, Hemostasis, Oncology and Stem Cell Transplantation, Hannover Medical School, Hannover, Germany
| | - Gernot Beutel
- Department of Hematology, Hemostasis, Oncology and Stem Cell Transplantation, Hannover Medical School, Hannover, Germany
| | | | - Jan T. Kielstein
- Medical Clinic V, Nephrology, Rheumatology, Blood Purification, Academic Teaching Hospital Braunschweig, Braunschweig, Germany
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Anzabi Zadeh S, Street WN, Thomas BW. Optimizing warfarin dosing using deep reinforcement learning. J Biomed Inform 2023; 137:104267. [PMID: 36494060 DOI: 10.1016/j.jbi.2022.104267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Revised: 10/30/2022] [Accepted: 12/03/2022] [Indexed: 12/12/2022]
Abstract
Warfarin is a widely used anticoagulant, and has a narrow therapeutic range. Dosing of warfarin should be individualized, since slight overdosing or underdosing can have catastrophic or even fatal consequences. Despite much research on warfarin dosing, current dosing protocols do not live up to expectations, especially for patients sensitive to warfarin. We propose a deep reinforcement learning-based dosing model for warfarin. To overcome the issue of relatively small sample sizes in dosing trials, we use a Pharmacokinetic/ Pharmacodynamic (PK/PD) model of warfarin to simulate dose-responses of virtual patients. Applying the proposed algorithm on virtual test patients shows that this model outperforms a set of clinically accepted dosing protocols by a wide margin. We tested the robustness of our dosing protocol on a second PK/PD model and showed that its performance is comparable to the set of baseline protocols.
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Affiliation(s)
- Sadjad Anzabi Zadeh
- Department of Business Analytics, Tippie College of Business, University of Iowa, Iowa City, IA 52242, USA.
| | - W Nick Street
- Department of Business Analytics, Tippie College of Business, University of Iowa, Iowa City, IA 52242, USA
| | - Barrett W Thomas
- Department of Business Analytics, Tippie College of Business, University of Iowa, Iowa City, IA 52242, USA
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Zhang T, Krekels EHJ, Smit C, Knibbe CAJ. Drug pharmacokinetics in the obese population: challenging common assumptions on predictors of obesity-related parameter changes. Expert Opin Drug Metab Toxicol 2022; 18:657-674. [PMID: 36217846 DOI: 10.1080/17425255.2022.2132931] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
INTRODUCTION Obesity is associated with many physiological changes. We review available evidence regarding five commonly accepted assumptions to a priori predict the impact of obesity on drug pharmacokinetics (PK). AREAS COVERED The investigated assumptions are: 1) lean body weight is the preferred descriptor of clearance and dose adjustments; 2) volume of distribution increases for lipophilic, but not for hydrophilic drugs; 3) CYP-3A4 activity is suppressed and UGT activity is increased, implying decreased and increased dose requirements for substrates of these enzyme systems, respectively; 4) glomerular filtration rate is enhanced, necessitating higher doses for drugs cleared through glomerular filtration; 5) drug dosing information from obese adults can be extrapolated to obese adolescents. EXPERT OPINION Available literature contradicts, or at least limits the generalizability, of all five assumptions. Clinical studies should focus on quantifying the impact of duration and severity of obesity on drug PK in adults and adolescents, and also include oral bioavailability and pharmacodynamics in these studies. Physiologically-based PK approaches can be used to predict PK changes for individual drugs, but can also be used to define in general terms based on patient characteristics and drug properties, when certain assumptions can or cannot be expected to be systematically accurate.
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Affiliation(s)
- Tan Zhang
- Systems Biomedicine and Pharmacology, Leiden Academic Centre for Drug Research, Leiden University, Leiden, The Netherlands
| | - Elke H J Krekels
- Systems Biomedicine and Pharmacology, Leiden Academic Centre for Drug Research, Leiden University, Leiden, The Netherlands
| | - Cornelis Smit
- Department of Clinical Pharmacy, Antonius Hospital Sneek, The Netherlands
| | - Catherijne A J Knibbe
- Systems Biomedicine and Pharmacology, Leiden Academic Centre for Drug Research, Leiden University, Leiden, The Netherlands.,Department of Clinical Pharmacy, St. Antonius Hospital Nieuwegein, The Netherlands
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Gaeta F, Conti V, Pepe A, Vajro P, Filippelli A, Mandato C. Drug dosing in children with obesity: a narrative updated review. Ital J Pediatr 2022; 48:168. [PMID: 36076248 PMCID: PMC9454408 DOI: 10.1186/s13052-022-01361-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 08/30/2022] [Indexed: 11/16/2022] Open
Abstract
Childhood obesity and its associated comorbidities are highly prevalent diseases that may add to any other possible health problem commonly affecting the pediatric age. Uncertainties may arise concerning drug dosing when children with obesity need pharmacologic therapies. In general, in pediatric practice, there is a tendency to adapt drug doses to a child’s total body weight. However, this method does not consider the pharmacological impact that a specific drug can have under a two-fold point of view, that is, across various age and size groups as well. Moreover, there is a need for a therapeutic approach, as much as possible tailored considering relevant interacting aspects, such as modification in metabolomic profile, drug pharmacokinetics and pharmacodynamics. Taking into account the peculiar differences between children with overweight/obesity and those who are normal weight, the drug dosage in the case of obesity, cannot be empirically determined solely by the per kg criterion. In this narrative review, we examine the pros and cons of several drug dosing methods used when dealing with children who are affected also by obesity, focusing on specific aspects of some of the drugs most frequently prescribed in real-world practice by general pediatricians and pediatric subspecialists.
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Affiliation(s)
- Francesca Gaeta
- Pediatrics Section, Department of Medicine, Surgery and Dentistry "Scuola Medica Salernitana", University of Salerno, 84081, Baronissi, Salerno, Italy
| | - Valeria Conti
- Pharmacology Section, Department of Medicine, Surgery and Dentistry "Scuola Medica Salernitana", University of Salerno, 84081, Baronissi, Salerno, Italy
| | - Angela Pepe
- Pediatrics Section, Department of Medicine, Surgery and Dentistry "Scuola Medica Salernitana", University of Salerno, 84081, Baronissi, Salerno, Italy
| | - Pietro Vajro
- Pediatrics Section, Department of Medicine, Surgery and Dentistry "Scuola Medica Salernitana", University of Salerno, 84081, Baronissi, Salerno, Italy
| | - Amelia Filippelli
- Pharmacology Section, Department of Medicine, Surgery and Dentistry "Scuola Medica Salernitana", University of Salerno, 84081, Baronissi, Salerno, Italy
| | - Claudia Mandato
- Pediatrics Section, Department of Medicine, Surgery and Dentistry "Scuola Medica Salernitana", University of Salerno, 84081, Baronissi, Salerno, Italy.
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13
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Olivier T, Haslam A, Prasad V. Dose modification rules and availability of growth factor support: A cross-sectional study of head-to-head cancer trials used for US FDA approval from 2009 to 2021. Eur J Cancer 2022; 172:349-356. [PMID: 35830842 DOI: 10.1016/j.ejca.2022.06.023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2022] [Revised: 06/03/2022] [Accepted: 06/09/2022] [Indexed: 11/18/2022]
Abstract
AIM OF THE STUDY Different drug modification rules or growth factor support guidance may affect the results in oncology randomised controlled trials. We aimed to estimate the prevalence of unequal rules for dose modification rules or the use of myeloid growth factors in head-to-head registration Food and Drug Administration trials. METHODS This cross-sectional analysis included all head-to-head registration randomised controlled trials leading to a US Food and Drug Administration approval between 2009 and 2021. Trials examined anti-cancer drugs in the advanced or metastatic setting where a comparison could be made between arms regarding either dose modification rules or myeloid growth factors recommendations. Sixty-two registration trials met inclusion criteria. Information abstracted for each trial included tumour type, setting, phase, and type of sponsor. We assessed, according to pre-specified rules, imbalance in drug modification rules, myeloid growth factors recommendations or both. RESULTS We find 40 of 62 (65%) selected trials have unequal rules for dose medication, granulocyte colony-stimulating factor (G-CSF) use or both. Six trials (10%) had rules favouring the control arm, while 55% of selected trials (34/62) favoured the experimental arm. Among these, 50% (17/34) had unequal drug modification rules, 41% (14/34) had unequal G-CSF rules and 9% contained both (3/34). CONCLUSION We find that 55% of trials testing anti-cancer drugs against each other used protocol rules that favoured the experimental arm. This leaves open the question of whether new molecules are truly superior to older molecules or if instead different outcomes are due to more aggressive dosing or growth factor support. Trials should utilise equal rules for dose medication and G-CSF support.
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Affiliation(s)
- Timothée Olivier
- Department of Oncology, Geneva University Hospital, 4 Gabrielle-Perret-Gentil Street, 1205, Geneva, Switzerland; Department of Epidemiology and Biostatistics, University of California San Francisco, 550 16th St, 2nd Fl, San Francisco, CA 94158, USA.
| | - Alyson Haslam
- Department of Epidemiology and Biostatistics, University of California San Francisco, 550 16th St, 2nd Fl, San Francisco, CA 94158, USA
| | - Vinay Prasad
- Department of Epidemiology and Biostatistics, University of California San Francisco, 550 16th St, 2nd Fl, San Francisco, CA 94158, USA
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14
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Barletta JF, Erstad BL. Pitfalls and pearls with drug dosing in the critically ill obese patient: 10 statements to guide ICU practitioners. J Crit Care 2022; 71:154105. [PMID: 35777217 DOI: 10.1016/j.jcrc.2022.154105] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 05/31/2022] [Accepted: 06/20/2022] [Indexed: 11/21/2022]
Abstract
Obesity is highly prevalent in ICU patients presenting a number of challenges, one of which is drug dosing. There are limited high-quality data describing drug dosing in obesity, which can lead to dosing strategies that are suboptimal. For example, inappropriately using the wrong weight for weight-based dosing can lead to supratherapeutic drug concentrations and an adverse drug event or subtherapeutic drug concentrations and treatment failure. A generalized framework for decision making specific for obese patients is available that describes a step-by-step approach for constructing dosing regimens. This manuscript will build on that framework by providing pitfalls and pearls for clinicians to consider when making dosing decisions in critically ill patients with severe obesity.
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Wells M, Goldstein LN, Cattermole G. Development and validation of a length- and habitus-based method of total body weight estimation in adults. Am J Emerg Med 2021; 53:44-53. [PMID: 34974251 DOI: 10.1016/j.ajem.2021.12.053] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2021] [Revised: 12/08/2021] [Accepted: 12/19/2021] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND Erroneous weight estimation during the management of emergency presentations in adults may contribute to patient harm and poor outcomes. Patients can often not be weighed during emergencies and a weight estimation is required to facilitate weight-based therapies. Many existing methods of weight estimation are either unacceptably inaccurate or very difficult to use during the provision of emergency care. METHODS The weight estimation system developed in this study was based on and modified from the PAWPER XL-MAC method, a pediatric weight estimation system that uses recumbent length and mid-arm circumference (MAC) to predict total body weight. This model was validated in the 2015-2018 National Health and Nutrition Examination Survey (NHANES) datasets. The primary outcome measure was to achieve >95% of estimations within 20% of measured weight (P20 > 95%). RESULTS The modified PAWPER XL-MAC model achieved a P20 of 96.0% and a P10 of 71.3% in the validation dataset (N = 11,520). This accuracy (P20 > 95%) was maintained in both sexes, all ages, all ethnic groups, all lengths and in all habitus-types, except for the subgroup of severely obese individuals. CONCLUSIONS The modified PAWPER XL-MAC model proved to be a very accurate method of weight estimation. It is more accurate than most other published reports of existing methods of weight estimation, except for patients' own estimations. It therefore could have a role in facilitating emergency drug dose calculations, if prospective studies bear out the accuracy found in this study.
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Affiliation(s)
- Mike Wells
- Department of Emergency Medicine and Critical Care, Herbert Wertheim College of Medicine, Florida International University, Miami, FL, USA; Division of Emergency Medicine, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa.
| | - Lara Nicole Goldstein
- Division of Emergency Medicine, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Giles Cattermole
- Emergency Department, Princess Royal University Hospital, King's College Hospital NHS Trust, London, UK
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16
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Olivier T, Prasad V. Sacituzumab govitecan in metastatic triple negative breast cancer (TNBC): Four design features in the ASCENT trial potentially favored the experimental arm. Transl Oncol 2022; 15:101248. [PMID: 34688044 DOI: 10.1016/j.tranon.2021.101248] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Accepted: 10/12/2021] [Indexed: 11/25/2022] Open
Abstract
Substandard control arm is an important issue when appraising results from a trial. A “physician's choice” should not be restricted: it may penalize the control arm. Dose reduction differences between a trial and the real life question the surrogacy of the reported results for real life patients.
The ASCENT trial reports impressive results with a median overall survival (OS) increased from 6.7 months to 12.1 months with sacituzumab govitecan over single-agent chemotherapy, in metastatic triple negative breast cancer (TNBC) patients in second and subsequent line of therapy. We described design features in the ASCENT trial casting doubt on the extrapolation of the reported results to real world patients. First, the open-label design may exaggerate the effect of the experimental arm. Second, the choice of progression-free-survival (PFS) as a primary endpoint, debatable in metastatic TNBC, can lead to biases: early stopping rules may exaggerate efficacy results and informative censoring can bias PFS results interpretation. Third, the control arm was not a complete “physician's choice”: it was restricted, preventing from using effective agents in this setting, and leading to a substandard control arm. Fourth and lastly, dose reduction and supportive care recommendations for the experimental drug were different between the trial protocol and the FDA labels, and favored the experimental arm as compared with the control arm. In conclusion, we described four design features in the ASCENT trial having the potential to favor the experimental arm or to penalize the control arm. It thus remains uncertain in which extent the reported outcomes will translate in the real world. Efforts should be made to avoid trial biases that will eventually prevent to conclude about their true impact in patients when applied broadly.
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Goutelle S, Bleyzac N, Mioux L, de la Gastine B, Bourguignon L. Estimating renal function when adjusting the dosage of antibiotics: Facts and fables. Infect Dis Now 2021; 51:635-637. [PMID: 33870894 DOI: 10.1016/j.idnow.2021.01.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Revised: 01/17/2021] [Accepted: 01/21/2021] [Indexed: 11/30/2022]
Affiliation(s)
- S Goutelle
- Service de pharmacie, Hospices Civils de Lyon, groupement hospitalier Nord, Lyon, France; Laboratoire de Biométrie et Biologie Evolutive UMR CNRS 5558 & ISPB, faculté de pharmacie de Lyon, université Lyon, université Lyon 1, Lyon, France.
| | - N Bleyzac
- Service de pharmacie, Hospices Civils de Lyon, groupement hospitalier Nord, Lyon, France
| | - L Mioux
- Service de pharmacie, Hospices Civils de Lyon, groupement hospitalier Nord, Lyon, France
| | - B de la Gastine
- Service de gériatrie, Hospices Civils de Lyon, groupement hospitalier Nord, hôpital Pierre-Garraud, Lyon, France
| | - L Bourguignon
- Service de pharmacie, Hospices Civils de Lyon, groupement hospitalier Nord, Lyon, France; Laboratoire de Biométrie et Biologie Evolutive UMR CNRS 5558 & ISPB, faculté de pharmacie de Lyon, université Lyon, université Lyon 1, Lyon, France
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18
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Erstad BL, Barletta JF. Drug dosing in the critically ill obese patient: a focus on medications for hemodynamic support and prophylaxis. Crit Care 2021; 25:77. [PMID: 33622380 PMCID: PMC7901103 DOI: 10.1186/s13054-021-03495-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Accepted: 02/08/2021] [Indexed: 12/29/2022] Open
Abstract
Medications used for supportive care or prophylaxis constitute a significant portion of drug utilization in the intensive care unit. Evidence-based guidelines are available for many aspects of supportive care but drug doses listed are typically for patients with normal body habitus and not morbid obesity. Failure to account for the pharmacokinetic changes that occur with obesity can lead to an incorrect dose and treatment failure or toxicity. This paper is intended to help clinicians design initial dosing regimens in critically ill obese patients for medications commonly used for hemodynamic support or prophylaxis. A detailed literature search of medications used for supportive care or prophylaxis listed in practice guidelines was conducted with an emphasis on obesity, pharmacokinetics and dosing. Relevant manuscripts were reviewed and strategies for dosing are provided. For medications used for hemodynamic support, a similar strategy can be used as in non-obese patients. Similarly, medications for stress ulcer prophylaxis do not need to be adjusted. Anticoagulants for venous thromboembolism prophylaxis, on the other hand, require an individualized approach where higher doses are necessary.
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Affiliation(s)
- Brian L Erstad
- Department of Pharmacy Practice and Science, College of Pharmacy, University of Arizona, 1295 N Martin Ave, PO Box 210202, Tucson, AZ, 85721, USA
| | - Jeffrey F Barletta
- Department of Pharmacy Practice, College of Pharmacy, Midwestern University, 19555 N 59th Ave, Glendale, AZ, 85308, USA.
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Sprangers B, Sandhu G, Rosner MH, Tesarova P, Stadler WM, Malyszko J. Drug dosing in cancer patients with decreased kidney function: A practical approach. Cancer Treat Rev 2021; 93:102139. [PMID: 33370636 DOI: 10.1016/j.ctrv.2020.102139] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2020] [Accepted: 12/06/2020] [Indexed: 10/22/2022]
Abstract
Correct drug dosing of anticancer agents is essential to obtain optimal outcomes. Overdosing will result in increased toxicity, treatment interruption and possible cessation of anticancer treatment. Underdosing may result in suboptimal anti-cancer effects and may increase the risk of cancer-related mortality. As it is practical nor feasible to perform therapeutic drug monitoring for all anti-cancer drugs, kidney function is used to guide drug dosing for those drugs whose primary mode of excretion is through the kidney. However, it is not well-established what method should be utilized to measure or estimate kidney function and the choice of method does influence treatment decisions regarding eligibility for anti-cancer drugs and their dose. In this review, we will provide an overview regarding the importance of drug dosing, the preferred method to determine kidney function and a practical approach to drug dosing of anticancer drugs.
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20
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Rungkitwattanakul D, Chaijamorn W, Charoensareerat T, Charntrakarn P, Khamkampud O, Rattanaponpasert N, Srisawat N, Pattharachayakul S. Optimal levofloxacin dosing regimens in critically ill patients with acute kidney injury receiving continuous renal replacement therapy. J Crit Care 2021; 63:154-60. [PMID: 33012583 DOI: 10.1016/j.jcrc.2020.09.018] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Revised: 09/16/2020] [Accepted: 09/20/2020] [Indexed: 12/29/2022]
Abstract
PURPOSES To determine appropriate dosing of levofloxacin in critically ill patients receiving continuous renal replacement therapy (CRRT). METHODS All necessary pharmacokinetic and pharmacodynamic parameters from critically ill patients were obtained to develop mathematical models with first order elimination. Levofloxacin concentration-time profiles were calculated to determine the efficacy based on the probability of target attainment (PTA) of AUC24h/MIC ≥50 for Gram-positive and AUC24h/MIC ≥125 for Gram-negative infections. A group of 5000 virtual patients was simulated and tested using Monte Carlo simulations for each dose in the models. The optimal dosing regimens were defined as the dose achieved target PTA at least 90% of the virtual patients. RESULTS No conventional, FDA approved regimens achieved at least 90% of PTA for Gram-negative infection with Pseudomonas aeruginosa at MIC of 2 mg/L. The successful dose (1750 mg on day 1, then 1500 mg q 24 h) was far exceeded the maximum FDA-approved doses. For Gram-positive infections, a levofloxacin 750 mg q 24 h was sufficient to attain PTA target of ~90% at the MIC of 2 mg/L for Streptococcus pneumoniae. CONCLUSIONS Levofloxacin cannot be recommended as an empiric monotherapy for serious Gram-negative infections in patients receiving CRRT due to suboptimal efficacy.
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21
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Akkawi El Edelbi R, Lindemalm S, Nydert P, Eksborg S. Estimation of body surface area in neonates, infants, and children using body weight alone. Int J Pediatr Adolesc Med 2020; 8:221-228. [PMID: 34401446 PMCID: PMC8356100 DOI: 10.1016/j.ijpam.2020.09.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Accepted: 09/08/2020] [Indexed: 11/25/2022]
Abstract
Background The aim of this study was to use Body Surface Area (BSA) data calculated with the Mosteller equation to test potential new equations that estimate BSA using Body Weight (BW) alone in children aged 0–18 years. Mosteller’s equation, the golden standard at our hospital, was used to calculate the BSA in infants and children aged 0–18 years using BW and height data from 27,440 hospital visits by 20,635 patients over one year. Methods The best fit of three nonlinear regression equations (third-order polynomial, Meeh-type, and modified Boyd self-adjusting-type) to a plot of the calculated Mosteller BSA values versus BW was then investigated. The correlation between the BSA values estimated by these equations and the Mosteller BSA values was established by the Spearman rank correlation test. Bias and precision were evaluated as outlined by Sheiner and Beal. Measured and estimated BSA values were compared using the Eksborg plot. Results The estimated BSA values from all three equations and the BSA values from the Mosteller equation were closely correlated (P < .0001). The third-order polynomial and Meeh-type equations overestimated BSA by 0.13% and 0.40%, respectively, while the Boyd self-adjusted-type equation underestimated BSA by 0.060%. For the entire pediatric population, the best fit was obtained with the Meeh-type equation: 99.2% of the Meeh/Mosteller BSA ratios were within the range of 0.9–1.1 when compared with 98.3% and 97.2% for the polynomial and Boyd-type equations, respectively. Conclusion A single Meeh-type equation can be used to predict the results of Mosteller equation when H is not available with high precision and accuracy in children aged 0–18 years, including term neonates. We now plan to include the results of this study in CPOE systems in Sweden to improve drug dosage in all children.
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Affiliation(s)
- Ranaa Akkawi El Edelbi
- Department of Women's and Children's Health, Childhood Cancer Research Unit, Karolinska Institutet, Stockholm, Sweden.,Division of Pediatrics, Karolinska University Hospital, Astrid Lindgren Children's Hospital, 171 76, Stockholm, Sweden
| | - Synnöve Lindemalm
- Division of Pediatrics, Karolinska University Hospital, Astrid Lindgren Children's Hospital, 171 76, Stockholm, Sweden.,Department of Clinical Sciences, Karolinska Institutet, Intervention and Technology (CLINTEC), Stockholm, Sweden
| | - Per Nydert
- Division of Pediatrics, Karolinska University Hospital, Astrid Lindgren Children's Hospital, 171 76, Stockholm, Sweden.,Department of Clinical Sciences, Karolinska Institutet, Intervention and Technology (CLINTEC), Stockholm, Sweden
| | - Staffan Eksborg
- Department of Women's and Children's Health, Childhood Cancer Research Unit, Karolinska Institutet, Stockholm, Sweden.,Division of Pediatrics, Karolinska University Hospital, Astrid Lindgren Children's Hospital, 171 76, Stockholm, Sweden
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22
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Chaijamorn W, Rungkitwattanakul D, Pattharachayakul S, Singhan W, Charoensareerat T, Srisawat N. Meropenem dosing recommendations for critically ill patients receiving continuous renal replacement therapy. J Crit Care 2020; 60:285-289. [PMID: 32949895 DOI: 10.1016/j.jcrc.2020.09.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2020] [Revised: 07/17/2020] [Accepted: 09/01/2020] [Indexed: 10/23/2022]
Abstract
PURPOSES To gather available meropenem pharmacokinetics and define drug dosing regimens for Asian critically ill patients receiving CRRT. METHODS All necessary pharmacokinetic and pharmacodynamic data from Asian population were gathered to develop mathematic models with first order elimination. Meropenem concentration-time profiles were calculated to evaluate efficacy based on the probability of target attainment (PTA) of 40%fT>4MIC. A group of 5000 virtual patients was created and tested using Monte Carlo simulations for each dose in the models. The optimal dosing regimens were defined as the doses achieved at least 90% of the PTA. RESULTS The recommended meropenem dosing regimen for Asian critically ill patients receiving CRRT with standard (20-25 mL/kg/h) and high (35 mL/kg/h) effluent rates was 750 mg q 8 h to manage Gram negative infections with expected MIC < 2 mg/L in virtual Asian patients. Some meropenem dosages from available clinical resources could not achieve the aforementioned target. The volume of distribution, body weights and nonrenal clearance significantly contributed to drug dosing adaptation especially in the specific population. CONCLUSIONS A meropenem regimen of 750 mg q 8 h was recommended for Asian critically ill patients receiving 2 different CRRT modalities with standard and high effluent rates. Clinical validation of these results is needed.
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Affiliation(s)
| | - Dhakrit Rungkitwattanakul
- Department of Clinical and Administrative Pharmacy and Sciences Howard University College of Pharmacy, Washington, DC, USA
| | - Sutthiporn Pattharachayakul
- Department of Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Prince of Songkla University, Songkhla, Thailand
| | - Wanchana Singhan
- Department of Pharmaceutical Care, Faculty of Pharmacy, Chiang Mai University, Chiang Mai, Thailand
| | | | - Nattachai Srisawat
- Division of Nephrology, Department of Medicine, Faculty of Medicine, Chulalongkorn University, and King Chulalongkorn Memorial Hospital, Bangkok, Thailand; Excellence Center for Critical Care Nephrology, King Chulalongkorn Memorial Hospital, Bangkok, Thailand; Critical Care Nephrology Research Unit, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand; Academic of Science, Royal Society of Thailand, Bangkok, Thailand; Tropical Medicine Cluster, Chulalongkorn University, Bangkok, Thailand; Center for Critical Care Nephrology, The CRISMA Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
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Castelino RL, Saunder T, Kitsos A, Peterson GM, Jose M, Wimmer B, Khanam M, Bezabhe W, Stankovich J, Radford J. Quality use of medicines in patients with chronic kidney disease. BMC Nephrol 2020; 21:216. [PMID: 32503456 PMCID: PMC7275522 DOI: 10.1186/s12882-020-01862-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2019] [Accepted: 05/21/2020] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND Chronic kidney disease (CKD) affects drug elimination and patients with CKD require appropriate adjustment of renally cleared medications to ensure safe and effective pharmacotherapy. The main objective of this study was to determine the extent of potentially inappropriate prescribing (PIP; defined as the use of a contraindicated medication or inappropriately high dose according to the kidney function) of renally-cleared medications commonly prescribed in Australian primary care, based on two measures of kidney function. A secondary aim was to assess agreement between the two measures. METHODS Retrospective analysis of routinely collected de-identified Australian general practice patient data (NPS MedicineWise MedicineInsight from January 1, 2013, to June 1, 2016; collected from 329 general practices). All adults (aged ≥18 years) with CKD presenting to general practices across Australia were included in the analysis. Patients were considered to have CKD if they had two or more estimated glomerular filtration rate (eGFR) recorded values < 60 mL/min/1.73m2, and/or two urinary albumin/creatinine ratios ≥3.5 mg/mmol in females (≥2.5 mg/mmol in males) at least 90 days apart. PIP was assessed for 49 commonly prescribed medications using the Cockcroft-Gault (CG) equation/eGFR as per the instructions in the Australian Medicines Handbook. RESULTS A total of 48,731 patients met the Kidney Health Australia (KHA) definition for CKD and had prescriptions recorded within 90 days of measuring serum creatinine (SCr)/estimated glomerular filtration rate (eGFR). Overall, 28,729 patients were prescribed one or more of the 49 medications of interest. Approximately 35% (n = 9926) of these patients had at least one PIP based on either the Cockcroft-Gault (CG) equation or eGFR (CKD-EPI; CKD-Epidemiology Collaboration Equation). There was good agreement between CG and eGFR while determining the appropriateness of medications, with approximately 97% of the medications classified as appropriate by eGFR also being considered appropriate by the CG equation. CONCLUSION This study highlights that PIP commonly occurs in primary care patients with CKD and the need for further research to understand why and how this can be minimised. The findings also show that the eGFR provides clinicians a potential alternative to the CG formula when estimating kidney function to guide drug appropriateness and dosing.
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Affiliation(s)
- Ronald L Castelino
- Pharmacology and Clinical Pharmacy, University of Sydney, Sydney School of Nursing, Camperdown, Sydney, 2000, Australia. .,Blacktown Hospital, Blacktown, New South Wales, Australia.
| | - Timothy Saunder
- School of Medicine, University of Tasmania, Private Bag 34, Hobart, TAS, 7001, Australia
| | - Alex Kitsos
- Faculty of Health Science, University of Tasmania, Churchill Avenue, Sandy Bay, TAS, 7001, Australia
| | - Gregory M Peterson
- Faculty of Health Science, University of Tasmania, Churchill Avenue, Sandy Bay, TAS, 7001, Australia
| | - Matthew Jose
- Faculty of Medicine, University of Tasmania, Private Bag 96, Hobart, TAS, 7001, Australia.,Division of Medicine, Royal Hobart Hospital, Private Bag 96, Hobart, TAS, 7001, Australia
| | - Barbara Wimmer
- School of Medicine, University of Tasmania, Private Bag 26, Hobart, TAS, 7001, Australia
| | - Masuma Khanam
- School of Health Sciences, University of Tasmania, Churchill Avenue, Sandy Bay, TAS, 7005, Australia
| | | | - Jim Stankovich
- Department of Neuroscience, Monash University, 99 Commercial Rd, Melbourne, VIC, 3004, Australia
| | - Jan Radford
- Launceston Clinical School, School of Medicine, Locked Bag 1377, Launceston, Tas, 7250, Australia
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Fragasso G. Editorial Commentary: Drug dosing optimization in heart failure: Need of a multidimensional approach (and skilled heart failure specialists). Trends Cardiovasc Med 2020; 31:117-118. [PMID: 32014369 DOI: 10.1016/j.tcm.2020.01.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2020] [Accepted: 01/18/2020] [Indexed: 10/25/2022]
Affiliation(s)
- Gabriele Fragasso
- Heart Failure Unit, Clinical Cardiology, University Hospital San Raffaele, Via Olgettina 60, Milano 20132, Italy.
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Abstract
Acute kidney injury (AKI) complicates in around 40-50% of patients in intensive care units (ICUs), and this can account for up to 80% mortality, especially in those patients requiring renal replacement therapy (RRT). Appropriate drug dosing in such patients is a challenge to the intensivists due to various factors such as patient related (appropriate body weight, organ clearance, serum protein concentration), drug related [molecular weight (MW), protein binding, volume of distribution (V d), hydrophilicity, or hydrophobicity], and RRT related (type, modality of solute removal, filter characteristics, dose, and duration). Therapeutic drug monitoring (TDM) of drugs can be a promising solution to this complex scenario to titrate a drug to its clinical response, but it is available only for a few drugs. In this review, we discussed drug dosing aspects of antimicrobials, sedatives, and antiepileptics in critically ill patients with AKI on RRT. How to cite this article Saran S, Rao NS, Azim A. Drug Dosing in Critically Ill Patients with Acute Kidney Injury and on Renal Replacement Therapy. Indian J Crit Care Med 2020;24(Suppl 3):S129-S134.
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Affiliation(s)
- Sai Saran
- Department of Critical Care Medicine, Super Speciality Cancer Institute and Hospital, Lucknow, Uttar Pradesh, India
| | - Namrata S Rao
- Department of Nephrology, Dr Ram Manohar Lohia Institute of Medical Sciences, Lucknow, Uttar Pradesh, India
| | - Afzal Azim
- Department of Critical Care Medicine, Sanjay Gandhi Postgraduate Institute of Medical Sciences, Lucknow, Uttar Pradesh, India
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Fleuren LM, Roggeveen LF, Guo T, Waldauf P, van der Voort PHJ, Bosman RJ, Swart EL, Girbes ARJ, Elbers PWG. Clinically relevant pharmacokinetic knowledge on antibiotic dosing among intensive care professionals is insufficient: a cross-sectional study. Crit Care 2019; 23:185. [PMID: 31118061 PMCID: PMC6532162 DOI: 10.1186/s13054-019-2438-1] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2019] [Accepted: 04/15/2019] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Antibiotic exposure in intensive care patients with sepsis is frequently inadequate and is associated with poorer outcomes. Antibiotic dosing is challenging in the intensive care, as critically ill patients have altered and fluctuating antibiotic pharmacokinetics that make current one-size-fits-all regimens unsatisfactory. Real-time bedside dosing software is not available yet, and therapeutic drug monitoring is typically used for few antibiotic classes and only allows for delayed dosing adaptation. Thus, adequate and timely antibiotic dosing continues to rely largely on the level of pharmacokinetic expertise in the ICU. Therefore, we set out to assess the level of knowledge on antibiotic pharmacokinetics among these intensive care professionals. METHODS In May 2018, we carried out a cross-sectional study by sending out an online survey on antibiotic dosing to more than 20,000 intensive care professionals. Questions were designed to cover relevant topics in pharmacokinetics related to intensive care antibiotic dosing. The preliminary pass mark was set by members of the examination committee for the European Diploma of Intensive Care using a modified Angoff approach. The final pass mark was corrected for clinical relevance as assessed for each question by international experts on pharmacokinetics. RESULTS A total of 1448 respondents completed the survey. Most of the respondents were intensivists (927 respondents, 64%) from 97 countries. Nearly all questions were considered clinically relevant by pharmacokinetic experts. The pass mark corrected for clinical relevance was 52.8 out of 93.7 points. Pass rates were 42.5% for intensivists, 36.1% for fellows, 24.8% for residents, and 5.8% for nurses. Scores without correction for clinical relevance were worse, indicating that respondents perform better on more relevant topics. Correct answers and concise clinical background are provided. CONCLUSIONS Clinically relevant pharmacokinetic knowledge on antibiotic dosing among intensive care professionals is insufficient. This should be addressed given the importance of adequate antibiotic exposure in critically ill patients with sepsis. Solutions include improved education, intensified pharmacy support, therapeutic drug monitoring, or the use of real-time bedside dosing software. Questions may provide useful for teaching purposes.
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Affiliation(s)
- Lucas M. Fleuren
- Department of Intensive Care Medicine, Research VUmc Intensive Care (REVIVE), Amsterdam Medical Data Science (AMDS), Amsterdam Cardiovascular Sciences (ACS), Amsterdam Infection and Immunity Institute (AI&II), Amsterdam UMC, Location VUmc, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Luca F. Roggeveen
- Department of Intensive Care Medicine, Research VUmc Intensive Care (REVIVE), Amsterdam Medical Data Science (AMDS), Amsterdam Cardiovascular Sciences (ACS), Amsterdam Infection and Immunity Institute (AI&II), Amsterdam UMC, Location VUmc, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Tingjie Guo
- Department of Intensive Care Medicine, Research VUmc Intensive Care (REVIVE), Amsterdam Medical Data Science (AMDS), Amsterdam Cardiovascular Sciences (ACS), Amsterdam Infection and Immunity Institute (AI&II), Amsterdam UMC, Location VUmc, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Petr Waldauf
- Department of Anaesthesia and Intensive Care Medicine, Kralovske Vinohrady University Hospital and The Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | | | | | - Eleonora L. Swart
- Department of Clinical Pharmacology and Pharmacy, Amsterdam UMC, Location VUmc, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Armand R. J. Girbes
- Department of Intensive Care Medicine, Research VUmc Intensive Care (REVIVE), Amsterdam Medical Data Science (AMDS), Amsterdam Cardiovascular Sciences (ACS), Amsterdam Infection and Immunity Institute (AI&II), Amsterdam UMC, Location VUmc, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Paul W. G. Elbers
- Department of Intensive Care Medicine, Research VUmc Intensive Care (REVIVE), Amsterdam Medical Data Science (AMDS), Amsterdam Cardiovascular Sciences (ACS), Amsterdam Infection and Immunity Institute (AI&II), Amsterdam UMC, Location VUmc, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
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Delaleu J, Destere A, Hachon L, Declèves X, Lloret-Linares C. Glucocorticoids dosing in obese subjects: A systematic review. Therapie 2019; 74:451-458. [PMID: 30928086 DOI: 10.1016/j.therap.2018.11.016] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2018] [Revised: 10/08/2018] [Accepted: 11/19/2018] [Indexed: 12/18/2022]
Abstract
Glucocorticoids (GCs) are amongst the most widely used and effective treatments to control inflammatory and autoimmune diseases. In obese subjects, drug dosing adjusted by body weight is problematic, all the more so as patients are at higher risk of GC metabolic side effects. We propose here to describe the determinants of drug pharmacokinetics (PK) in obese subjects and GC pharmacology, and to identify the existing PK studies that may help discussing the best size descriptor for GC dosing in obese subjects. A clinician and a pharmacist screened PubMed using the MeSH Terms: "glucocorticoids" OR "steroidal agents" AND "pharmacokinetics" AND "obesity" OR "overweight". The search was limited to the publications written in English language and to those performed in humans. A systematic search using the MeSH terms was performed until August 31st, 2017. Only three such PK studies have been published so far that compare dexamethasone, prednisolone and methylprednisolone in obese and normal weight subjects. The studies concur that GC partially distribute in the excess of body weight and that adjustment by total body weight (TBW) or by body weight (BW) excess would increase the initial plasma GC concentration after a loading dose and would thus be inappropriate. Contradictory results are observed regarding GC exposure or clearance according to the GC studied. Behind this overwhelming lack of conclusive evidence for adjusting GC by body weight, further PK studies are clearly needed for guiding their dosing. Furthermore, studies demonstrated an increased sensibility to GC, even when GC exposure was reduced, suggesting that adjustment by body weight may not only be unnecessary but also dangerous.
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Affiliation(s)
- Jérémie Delaleu
- Assistance Publique-Hôpitaux de Paris, Hôpital Lariboisière, Department of Internal Medicine, 75010 Paris, France
| | - Alexandre Destere
- CHU de Limoges, Department of Pharmacology and Toxicology, 87000 Limoges, France
| | - Lorry Hachon
- Assistance Publique-Hôpitaux de Paris (AP-HP), Pharmacy Department, Hôpital Cochin, 75014 Paris, France
| | - Xavier Declèves
- INSERM, UMR-S 1144 Université Paris Descartes-Paris Diderot, variabilité de réponse aux psychotropes, 75006 Paris, France; Assistance Publique-Hôpitaux de Paris, Hôpital Cochin, Pharmacokinetics and Pharmacochemistry Unit, 75014 Paris, France
| | - Célia Lloret-Linares
- Groupe Ramsay-Générale de Santé, Hôpital Privé Pays de Savoie, Maladies Nutritionnelles et Métaboliques, 74100 Annemasse, France.
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Affiliation(s)
- João Pedro Baptista
- Serviço de Medicina Intensiva, Centro Hospitalar e Universitário de Coimbra, Praceta Prof. Mota Pinto, 3000-075 Coimbra, Portugal
| | - Jason A Roberts
- University of Queensland Centre for Clinical Research, Faculty of Medicine, The University of Queensland, Brisbane, Australia; Centre for Translational Anti-infective Pharmacodynamics, School of Pharmacy, The University of Queensland, Brisbane, Australia; Departments of Pharmacy and Intensive Care Medicine, Royal Brisbane and Women's Hospital, Brisbane, Australia.
| | - Andrew A Udy
- Department of Intensive Care and Hyperbaric Medicine, The Alfred Hospital, Melbourne, Victoria, Australia; Australian and New Zealand Intensive Care Research Centre, School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
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Padmanabhan R, Meskin N, Haddad WM. Optimal adaptive control of drug dosing using integral reinforcement learning. Math Biosci 2019; 309:131-142. [PMID: 30735696 DOI: 10.1016/j.mbs.2019.01.012] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2018] [Revised: 01/24/2019] [Accepted: 01/31/2019] [Indexed: 12/13/2022]
Abstract
In this paper, a reinforcement learning (RL)-based optimal adaptive control approach is proposed for the continuous infusion of a sedative drug to maintain a required level of sedation. To illustrate the proposed method, we use the common anesthetic drug propofol used in intensive care units (ICUs). The proposed online integral reinforcement learning (IRL) algorithm is designed to provide optimal drug dosing for a given performance measure that iteratively updates the control solution with respect to the pharmacology of the patient while guaranteeing convergence to the optimal solution. Numerical results are presented using 10 simulated patients that demonstrate the efficacy of the proposed IRL-based controller.
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Affiliation(s)
| | - Nader Meskin
- Department of Electrical Engineering, Qatar University, Qatar.
| | - Wassim M Haddad
- School of Aerospace Engineering, Georgia Institute of Technology, Atlanta, GA 30332-0150, USA.
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Jamal JA, Roger C, Roberts JA. Understanding the impact of pathophysiological alterations during critical illness on drug pharmacokinetics. Anaesth Crit Care Pain Med 2018; 37:515-517. [PMID: 30359771 DOI: 10.1016/j.accpm.2018.10.006] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Affiliation(s)
- Janattul-Ain Jamal
- Department of Pharmacy, Hospital Tengku Ampuan Afzan, 25100 Kuantan, Pahang, Malaysia
| | - Claire Roger
- Department of Anaesthesiology, Emergency and Critical Care Medicine, Intensive Care Unit, Nîmes University Hospital, place du Professeur Debré, 30029 Nîmes, France
| | - Jason A Roberts
- University of Queensland Centre for Clinical Research, Faculty of Medicine, The University of Queensland, Brisbane, Australia; Centre for Translational Anti-Infective Pharmacodynamics, School of Pharmacy, The University of Queensland, Brisbane, Australia; Departments of Pharmacy and Intensive Care Medicine, Royal Brisbane and Women's Hospital, Brisbane, Australia.
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Hudson JQ, Nolin TD. Pragmatic Use of Kidney Function Estimates for Drug Dosing: The Tide Is Turning. Adv Chronic Kidney Dis 2018; 25:14-20. [PMID: 29499882 DOI: 10.1053/j.ackd.2017.10.003] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2017] [Revised: 10/02/2017] [Accepted: 10/03/2017] [Indexed: 01/13/2023]
Abstract
Creatinine clearance has been the most common method of estimating kidney function for the purpose of drug dosing for decades. The availability and extensive clinical use of estimated glomerular filtration rate (eGFR) now provides clinicians a potential alternative. Currently, data demonstrating the validity of eGFR-based drug dosing is limited, but proof of principle has been established and the tide related to use of eGFR for drug dosing appears to be turning. Use of the same kidney function estimate for management of kidney disease, drug development and dosing, and harmonization in all clinical arenas would be ideal. Use of multiple equations can lead to differences in kidney function estimates and corresponding drug dosing regimens, which necessitates clinical judgment and a pragmatic approach when rendering drug dosing decisions. Careful consideration of the risk-benefit ratio of individual drugs and dosing regimens within each patient is warranted. Going forward, FDA guidance will likely incentivize pharmaceutical manufacturers to generate eGFR-based dosing recommendations in addition to creatinine clearance for inclusion in the label of newly approved drugs. However, dosing information for currently approved drugs will continue to be based on creatinine clearance alone, so clinicians must be vigilant in the assessment of kidney function in order to provide optimal pharmacotherapy.
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Udy AA, Roberts JA, Lipman J, Blot S. The effects of major burn related pathophysiological changes on the pharmacokinetics and pharmacodynamics of drug use: An appraisal utilizing antibiotics. Adv Drug Deliv Rev 2018; 123:65-74. [PMID: 28964882 DOI: 10.1016/j.addr.2017.09.019] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2017] [Revised: 08/31/2017] [Accepted: 09/22/2017] [Indexed: 12/13/2022]
Abstract
Patients suffering major burn injury represent a unique population of critically ill patients. Widespread skin and tissue damage causes release of systemic inflammatory mediators that promote endothelial leak, extravascular fluid shifts, and cardiovascular derangement. This phase is characterized by relative intra-vascular hypovolaemia and poor peripheral perfusion. Large volume intravenous fluid resuscitation is generally required. The patients' clinical course is then typically complicated by ongoing inflammation, protein catabolism, and marked haemodynamic perturbation. At all times, drug distribution, metabolism, and elimination are grossly distorted. For hydrophilic agents, changes in volume of distribution and clearance are marked, resulting in potentially sub-optimal drug exposure. In the case of antibiotics, this may then promote treatment failure, or the development of bacterial drug resistance. As such, empirical dose selection and pharmaceutical development must consider these features, with the application of strategies that attempt to counter the unique pharmacokinetic changes encountered in this setting.
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Sopasakis P, Sarimveis H, Macheras P, Dokoumetzidis A. Fractional calculus in pharmacokinetics. J Pharmacokinet Pharmacodyn 2017; 45:107-125. [PMID: 28975496 DOI: 10.1007/s10928-017-9547-8] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2017] [Accepted: 09/19/2017] [Indexed: 11/29/2022]
Abstract
We are witnessing the birth of a new variety of pharmacokinetics where non-integer-order differential equations are employed to study the time course of drugs in the body: this is dubbed "fractional pharmacokinetics". The presence of fractional kinetics has important clinical implications such as the lack of a half-life, observed, for example with the drug amiodarone and the associated irregular accumulation patterns following constant and multiple-dose administration. Building models that accurately reflect this behaviour is essential for the design of less toxic and more effective drug administration protocols and devices. This article introduces the readers to the theory of fractional pharmacokinetics and the research challenges that arise. After a short introduction to the concepts of fractional calculus, and the main applications that have appeared in literature up to date, we address two important aspects. First, numerical methods that allow us to simulate fractional order systems accurately and second, optimal control methodologies that can be used to design dosing regimens to individuals and populations.
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Affiliation(s)
- Pantelis Sopasakis
- Department of Electrical Engineering (ESAT), STADIUS Center for Dynamical Systems, Signal Processing and Data Analytics, KU Leuven, Kasteelpark Arenberg 10, 3001, Leuven, Belgium
| | - Haralambos Sarimveis
- School of Chemical Engineering, National Technical University of Athens, 9 Heroon Polytechneiou Street, Zografou Campus, 15780, Athens, Greece
| | - Panos Macheras
- Department of Pharmacy, University of Athens, Panepistimiopolis Zografou, 15784, Athens, Greece
| | - Aristides Dokoumetzidis
- Department of Pharmacy, University of Athens, Panepistimiopolis Zografou, 15784, Athens, Greece.
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Kumar BV, Mohan T. Retrospective Comparison of Estimated GFR using 2006 MDRD, 2009 CKD-EPI and Cockcroft-Gault with 24 Hour Urine Creatinine Clearance. J Clin Diagn Res 2017; 11:BC09-BC12. [PMID: 28658750 DOI: 10.7860/jcdr/2017/25124.9889] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2016] [Accepted: 02/23/2017] [Indexed: 11/24/2022]
Abstract
INTRODUCTION The assessment of Glomerular Filtration Rate (GFR) is essential for clinical practice in assessing kidney function, drug dosing, detecting and estimating the prognosis of Chronic Kidney Disease (CKD). The most common practical method for assessing GFR is performed with a 24 hour/timed urine collection for creatinine clearance evaluation. The estimation of eGFR by creatinine based formulae is known to be a rapid and reliable means of approximation of creatinine clearance. AIM To compare eGFR using three commonly used Formulae {Modification of Diet in Renal Disease Study Equation (MDRD 2006), Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI 2009) and Cockcroft-Gault Formula} with 24 hour creatinine clearance and to identify which amongst the 3 formulae for eGFR closely correlates with 24 hour creatinine clearance in a secondary care hospital. MATERIALS AND METHODS We retrospectively collected laboratory data requested for 24 hour creatinine clearance in the period from January 2014 to August 2016. Totally 91 laboratory request for 24 hour creatinine clearance data were obtained. The paired-t-test was used for comparison since all parameters used in the study were numerical, all patients came from same population and all had paired results. RESULTS The eGFR by MDRD formulae had a statistically insignificant p-value (p > 0.05) i.e., good approximation in the IInd, IIIrd, IVth and Vth stages of CKD on comparison with 24 hour creatinine clearance. The eGFR by CKD-EPI formulae had a statistically insignificant p-value (p > 0.05) in the IInd, IVth and Vth stages of CKD. The eGFR by Cockcroft-Gault Formulae had a statistically insignificant p-value (p > 0.05) in the Ist, IInd and Vth stages of CKD. CONCLUSION The Creatinine based GFR estimation provides a more accurate assessment of 24 hour creatinine clearance and kidney function than measuring serum creatinine alone but have certain limitations in few clinical circumstances. No single equation will be optimal for all populations. But the result of this study showed MDRD 2006 formulae to be more accurate than CKD-EPI 2009 and Cockcroft-Gault formulae in estimating GFR, detection of CKD, drug dosing and estimating prognosis.
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Affiliation(s)
- B Vinodh Kumar
- Senior Resident, Department of Biochemistry, Esic Medical College Hospital and Pgimsr, Chennai, Tamil Nadu, India
| | - Thuthi Mohan
- Assistant Professor and Specialist Grade, Department of Biochemistry, Esic Medical College Hospital and Pgimsr, Chennai, Tamil Nadu, India
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Hornum M, Feldt-Rasmussen B. Drug Dosing and Estimated Renal Function - Any Step Forward from Effersoe? Nephron Clin Pract 2017; 136:268-272. [PMID: 28214841 DOI: 10.1159/000456621] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2016] [Accepted: 12/13/2016] [Indexed: 11/19/2022] Open
Abstract
Drug dosing in accordance with the renal function is a long-standing challenge to clinicians. For many years it has been evident that in many clinical situations there is no easy way to correctly dose any drug that is mainly cleared by the kidneys. Despite the development of many formulas for estimating the glomerular filtration rate, they all have serious shortcomings. Much effort has been put in to develop estimation formulas to evaluate the renal function as an alternative to direct methods with the aim of safely dosing drugs that are mainly cleared by the kidneys. Both creatinine- and cystatin C-based formulas with additional clinical and biochemical parameters deduced from association studies with methods to measure the glomerular filtration rate (mGFR) have been developed. None of them have been good enough to perform safely in the wide range of situations in daily clinical praxis. Despite serious limitations, there has also been a tendency to use estimated GFR (eGFR) as a "hard" clinical endpoint in clinical studies. This has increased the risk of misinterpretation and has led to conclusions that are not necessarily supported by data. Finally, new methods of testing drug toxicity and the use of pharmacological support in order to fix the right doses are mentioned in this short overview of studies; possible problems that are encountered using eGFR instead of mGFR in the clinic and in research are also mentioned in this report.
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Affiliation(s)
- Mads Hornum
- Department of Nephrology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
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Suo A, Iqbal U, Lim J, Lee C, Gesy K, Iqbal N, Abbas T. Outcomes and Drug Costs of Sunitinib Regimens for Metastatic Renal Cell Carcinoma: A Provincial Population-Based Study. Clin Genitourin Cancer 2017; 15:e397-404. [PMID: 28216279 DOI: 10.1016/j.clgc.2017.01.016] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2016] [Revised: 01/16/2017] [Accepted: 01/23/2017] [Indexed: 11/22/2022]
Abstract
BACKGROUND Conventional sunitinib dosing in metastatic renal cell carcinoma (mRCC) administers 50 mg daily on a 4 weeks on/2 weeks off (4/2) schedule. Not all patients tolerate this regimen and many undergo modifications to schedule, dose, or both. MATERIAL AND METHODS All patients with mRCC treated with sunitinib by the Saskatchewan Cancer Agency between January 1, 2006, and January 1, 2013, were included. Regimens were categorized as standard intermittent dosing (SID), modified intermittent schedule (MIS), modified intermittent dosing (MID), combination of modified schedule and dosing (MSD), or continuous dosing (CD). The primary objective was to compare overall survival (OS) between regimens. Secondary outcomes included progression-free survival (PFS), discontinuation due to adverse effects (AE), and medication cost. RESULTS Among 161 patients, 18.0%, 51.6%, and 30.4% had favorable, intermediate, and poor Heng risk prognoses, respectively. A total of 140 (87.0%) received sunitinib as first-line therapy. MID was associated with longer OS compared with SID (estimated median 28.4 vs. 11.2 months). PFS was longer for MID, MSD, and CD compared with SID (estimated median 12.0, 9.0, and 8.0 months vs. 3.0 months, respectively). Adjustment for potential confounders did not negate these associations. SID also had higher average monthly drug costs than MIS, MID, and MSD. Overall discontinuation rate due to AE was high (24%). CONCLUSION An adjusted-dose sunitinib regimen is associated with improved OS and PFS over SID, with lower costs. The development of toxicities requiring dose reductions serves as a predictive biomarker for better outcomes.
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Sopasakis P, Patrinos P, Sarimveis H. Robust model predictive control for optimal continuous drug administration. Comput Methods Programs Biomed 2014; 116:193-204. [PMID: 24986530 DOI: 10.1016/j.cmpb.2014.06.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/16/2013] [Revised: 06/05/2014] [Accepted: 06/06/2014] [Indexed: 06/03/2023]
Abstract
In this paper the model predictive control (MPC) technology is used for tackling the optimal drug administration problem. The important advantage of MPC compared to other control technologies is that it explicitly takes into account the constraints of the system. In particular, for drug treatments of living organisms, MPC can guarantee satisfaction of the minimum toxic concentration (MTC) constraints. A whole-body physiologically-based pharmacokinetic (PBPK) model serves as the dynamic prediction model of the system after it is formulated as a discrete-time state-space model. Only plasma measurements are assumed to be measured on-line. The rest of the states (drug concentrations in other organs and tissues) are estimated in real time by designing an artificial observer. The complete system (observer and MPC controller) is able to drive the drug concentration to the desired levels at the organs of interest, while satisfying the imposed constraints, even in the presence of modelling errors, disturbances and noise. A case study on a PBPK model with 7 compartments, constraints on 5 tissues and a variable drug concentration set-point illustrates the efficiency of the methodology in drug dosing control applications. The proposed methodology is also tested in an uncertain setting and proves successful in presence of modelling errors and inaccurate measurements.
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Affiliation(s)
- Pantelis Sopasakis
- School of Chemical Engineering, National Technical University of Athens, 9 Heroon Polytechneiou Street, Zografou Campus, 15780 Athens, Greece; IMT Institute for Advanced Studies Lucca, Piazza San Ponziano 6, 55100 Lucca, Italy
| | - Panagiotis Patrinos
- IMT Institute for Advanced Studies Lucca, Piazza San Ponziano 6, 55100 Lucca, Italy
| | - Haralambos Sarimveis
- School of Chemical Engineering, National Technical University of Athens, 9 Heroon Polytechneiou Street, Zografou Campus, 15780 Athens, Greece.
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Liles AM. Medication pitfalls in the CKD clinic: case presentations. Adv Chronic Kidney Dis 2014; 21:349-54. [PMID: 24969386 DOI: 10.1053/j.ackd.2014.03.014] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2014] [Revised: 03/11/2014] [Accepted: 03/18/2014] [Indexed: 01/14/2023]
Abstract
The kidney plays a major role in pharmacokinetics and pharmacodynamics of drugs; therefore, medication errors can result from failure to properly adjust medications in patients with CKD. It is the responsibility of all health-care providers to work collectively when reviewing medications, initiating new medications, and adjusting doses of current medications. Awareness of appropriate dosing recommendations can significantly decrease medication error-associated morbidity, mortality, and cost.
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