Pharmacokinetic-Pharmacodynamic Modeling of Antibacterial Drugs

Pharmacokinetic-pharmacodynamic (PKPD) modeling and simulation has evolved as an important tool for rational drug development and drug use, where developed models characterize both the typical trends in the data and quantify the variability in relationships between dose, concentration, and desired effects and side effects. In parallel, rapid emergence of antibiotic-resistant bacteria imposes new challenges on modern health care. Models that can characterize bacterial growth, bacterial killing by antibiotics and immune system, and selection of resistance can provide valuable information on the interactions between antibiotics, bacteria, and host. Simulations from developed models allow for outcome predictions of untested scenarios, improved study designs, and optimized dosing regimens. Today, much quantitative information on antibiotic PKPD is thrown away by summarizing data into variables with limited possibilities for extrapolation to different dosing regimens and study populations. In vitro studies allow for flexible study designs and valuable information on time courses of antibiotic drug action. Such experiments have formed the basis for development of a variety of PKPD models that primarily differ in how antibiotic drug exposure induces amplification of resistant bacteria. The models have shown promise for efficacy predictions in patients, but few PKPD models describe time courses of antibiotic drug effects in animals and patients. We promote more extensive use of modeling and simulation to speed up development of new antibiotics and promising antibiotic drug combinations. This review summarizes the value of PKPD modeling and provides an overview of the characteristics of available PKPD models of antibiotics based on in vitro, animal, and patient data.

[1]  Malcolm Rowland,et al.  Clinical Pharmacokinetics and Pharmacodynamics: Concepts and Applications , 1980 .

[2]  Brian T. Tsuji,et al.  Pharmacokinetic/Pharmacodynamic Investigation of Colistin against Pseudomonas aeruginosa Using an In Vitro Model , 2010, Antimicrobial Agents and Chemotherapy.

[3]  Mats O. Karlsson,et al.  Rapid Sample Size Calculations for a Defined Likelihood Ratio Test-Based Power in Mixed-Effects Models , 2012, The AAPS Journal.

[4]  D. Xuan,et al.  Pharmacodynamic Assessment of Gatifloxacin against Streptococcus pneumoniae , 2001, Antimicrobial Agents and Chemotherapy.

[5]  F. Tubach,et al.  Procalcitonin to initiate or discontinue antibiotics in acute respiratory tract infections. , 2013, Evidence-based child health : a Cochrane review journal.

[6]  M. Krams,et al.  Role of Mechanistically-Based Pharmacokinetic/Pharmacodynamic Models in Drug Development , 2006, Clinical pharmacokinetics.

[7]  J. Stephen,et al.  Bacterial growth in vivo. An important determinant of the pulmonary clearance of Diplococcus pneumoniae in rats. , 1974, The Journal of clinical investigation.

[8]  K. Tateda,et al.  Noncompromised penicillin-resistant pneumococcal pneumonia CBA/J mouse model and comparative efficacies of antibiotics in this model , 1996, Antimicrobial agents and chemotherapy.

[9]  Diarmaid Hughes,et al.  Antibiotic resistance and its cost: is it possible to reverse resistance? , 2010, Nature Reviews Microbiology.

[10]  R. Owens,et al.  Assessment of pharmacokinetic-pharmacodynamic target attainment of gemifloxacin against Streptococcus pneumoniae. , 2005, Diagnostic microbiology and infectious disease.

[11]  R. Larsson,et al.  A general model for time‐dissociated pharmacokinetic‐pharmacodynamic relationships exemplified by paclitaxel myelosuppression , 1998, Clinical pharmacology and therapeutics.

[12]  A. Louie,et al.  Impact of Granulocytes on the Antimicrobial Effect of Tedizolid in a Mouse Thigh Infection Model , 2011, Antimicrobial Agents and Chemotherapy.

[13]  M. O. Karlsson,et al.  The importance of modeling interoccasion variability in population pharmacokinetic analyses , 1993, Journal of Pharmacokinetics and Biopharmaceutics.

[14]  Philippe Jacqmin,et al.  A pharmacokinetic‐pharmacodynamic disease model to predict in vivo antiviral activity of maraviroc , 2005, Clinical pharmacology and therapeutics.

[15]  C. Knirsch,et al.  A paradigm shift in drug development for treatment of rare multidrug-resistant gram-negative pathogens. , 2012, Clinical infectious diseases : an official publication of the Infectious Diseases Society of America.

[16]  L. Piroth,et al.  Development of a New Experimental Model of Penicillin-ResistantStreptococcus pneumoniae Pneumonia and Amoxicillin Treatment by Reproducing Human Pharmacokinetics , 1999, Antimicrobial Agents and Chemotherapy.

[17]  Lynn McFadyen,et al.  Basic PK/PD principles of drug effects in circular/proliferative systems for disease modelling , 2010, Journal of Pharmacokinetics and Pharmacodynamics.

[18]  W. Craig,et al.  Animal model pharmacokinetics and pharmacodynamics: a critical review. , 2002, International journal of antimicrobial agents.

[19]  J. Bartlett,et al.  White paper: recommendations on the conduct of superiority and organism-specific clinical trials of antibacterial agents for the treatment of infections caused by drug-resistant bacterial pathogens. , 2012, Clinical infectious diseases : an official publication of the Infectious Diseases Society of America.

[20]  Ene I. Ette,et al.  Pharmacometrics : the science of quantitative pharmacology , 2007 .

[21]  O. Cars,et al.  Pharmacodynamic effects of sub-MICs of benzylpenicillin against Streptococcus pyogenes in a newly developed in vitro kinetic model , 1996, Antimicrobial agents and chemotherapy.

[22]  O. Cars,et al.  Predicting In Vitro Antibacterial Efficacy across Experimental Designs with a Semimechanistic Pharmacokinetic-Pharmacodynamic Model , 2011, Antimicrobial Agents and Chemotherapy.

[23]  Thaddeus H. Grasela,et al.  Pharmacodynamics of Fluoroquinolones againstStreptococcus pneumoniae in Patients with Community-Acquired Respiratory Tract Infections , 2001, Antimicrobial Agents and Chemotherapy.

[24]  J. Klastersky,et al.  An artificial capillary in vitro kinetic model of antibiotic bactericidal activity. , 1981, The Journal of infectious diseases.

[25]  C. Kloft,et al.  In vitro pharmacodynamic models to determine the effect of antibacterial drugs. , 2010, The Journal of antimicrobial chemotherapy.

[26]  A. Lesse,et al.  Pharmacodynamics of Vancomycin at Simulated Epithelial Lining Fluid Concentrations against Methicillin-Resistant Staphylococcus aureus (MRSA): Implications for Dosing in MRSA Pneumonia , 2009, Antimicrobial Agents and Chemotherapy.

[27]  J. Turnidge,et al.  Correlation of antimicrobial pharmacokinetic parameters with therapeutic efficacy in an animal model. , 1988, The Journal of infectious diseases.

[28]  Guideline on the evaluation of medicinal products indicated for treatment of bacterial infections , 2010 .

[29]  N. Holford,et al.  Quantitative justification for target concentration intervention--parameter variability and predictive performance using population pharmacokinetic models for aminoglycosides. , 2004, British journal of clinical pharmacology.

[30]  M. Bassetti,et al.  Will new antimicrobials overcome resistance among Gram-negatives? , 2011, Expert review of anti-infective therapy.

[31]  O. Cars,et al.  Protein Binding: Do We Ever Learn? , 2011, Antimicrobial Agents and Chemotherapy.

[32]  Jerome J. Schentag,et al.  Pharmacodynamic Evaluation of Factors Associated with the Development of Bacterial Resistance in Acutely Ill Patients during Therapy , 1998, Antimicrobial Agents and Chemotherapy.

[33]  N. Frimodt-Møller,et al.  Experimental infection with Streptococcus pneumoniae in mice: correlation of in vitro activity and pharmacokinetic parameters with in vivo effect for 14 cephalosporins. , 1986, The Journal of infectious diseases.

[34]  N. Frimodt-Møller,et al.  Experimental Streptococcus pneumoniae infection in mice for studying correlation of in vitro and in vivo activities of penicillin against pneumococci with various susceptibilities to penicillin , 1995, Antimicrobial agents and chemotherapy.

[35]  R. Jelliffe,et al.  Aminoglycoside Nephrotoxicity: Modeling, Simulation, and Control , 2003, Antimicrobial Agents and Chemotherapy.

[36]  Mats O Karlsson,et al.  Pharmacokinetic/pharmacodynamic modelling in oncological drug development. , 2005, Basic & clinical pharmacology & toxicology.

[37]  G. Smith,et al.  Development of experimental respiratory infections in neutropenic rats with either penicillin-resistant Streptococcus pneumoniae or beta-lactamase-producing Haemophilus influenzae , 1994, Antimicrobial Agents and Chemotherapy.

[38]  L. Berezhkovskiy,et al.  Volume of distribution at steady state for a linear pharmacokinetic system with peripheral elimination. , 2004, Journal of pharmaceutical sciences.

[39]  H. Eagle,et al.  "Continuous" vs. "discontinuous" therapy with penicillin; the effect of the interval between injections on therapeutic efficacy. , 1953, The New England journal of medicine.

[40]  J. Mohler,et al.  Activity of Gemifloxacin against Quinolone-Resistant Streptococcus pneumoniae Strains In Vitro and in a Mouse Pneumonia Model , 2004, Antimicrobial Agents and Chemotherapy.

[41]  Jerome J. Schentag,et al.  Pharmacodynamic modeling of bacterial kinetics: beta-lactam antibiotics against Escherichia coli. , 1994, Journal of pharmaceutical sciences.

[42]  E. R. Garrett Kinetics of antimicrobial action. , 1978, Scandinavian journal of infectious diseases. Supplementum.

[43]  J Chard,et al.  Drug and Disease Model Resources: A Consortium to Create Standards and Tools to Enhance Model-Based Drug Development , 2013, CPT: pharmacometrics & systems pharmacology.

[44]  M. Nikolaou,et al.  Quantitative Impact of Neutrophils on Bacterial Clearance in a Murine Pneumonia Model , 2011, Antimicrobial Agents and Chemotherapy.

[45]  Stephan Schmidt,et al.  PK/PD: new insights for antibacterial and antiviral applications. , 2008, Current opinion in pharmacology.

[46]  A. Gerber,et al.  Antibiotic therapy of infections due to Pseudomonas aeruginosa in normal and granulocytopenic mice: comparison of murine and human pharmacokinetics. , 1986, The Journal of infectious diseases.

[47]  K. Olsen,et al.  Pharmacodynamics and bactericidal activity of ceftriaxone therapy in experimental cephalosporin-resistant pneumococcal meningitis , 1997, Antimicrobial agents and chemotherapy.

[48]  Max Salfinger,et al.  Selection of a moxifloxacin dose that suppresses drug resistance in Mycobacterium tuberculosis, by use of an in vitro pharmacodynamic infection model and mathematical modeling. , 2004, The Journal of infectious diseases.

[49]  L. Sheiner,et al.  Evaluating Pharmacokinetic/Pharmacodynamic Models Using the Posterior Predictive Check , 2001, Journal of Pharmacokinetics and Pharmacodynamics.

[50]  France Mentré,et al.  Performance Comparison of Various Maximum Likelihood Nonlinear Mixed-Effects Estimation Methods for Dose–Response Models , 2012, The AAPS Journal.

[51]  David Z. D'Argenio,et al.  Optimal sampling times for pharmacokinetic experiments , 1981, Journal of Pharmacokinetics and Biopharmaceutics.

[52]  M. Nikolaou,et al.  Mathematical Modeling To Characterize the Inoculum Effect , 2010, Antimicrobial Agents and Chemotherapy.

[53]  H. Jafri,et al.  Pharmacodynamics of Vancomycin for the Treatment of Experimental Penicillin- and Cephalosporin-Resistant Pneumococcal Meningitis , 1999, Antimicrobial Agents and Chemotherapy.

[54]  Neang S. Ly,et al.  Attenuation of Colistin Bactericidal Activity by High Inoculum of Pseudomonas aeruginosa Characterized by a New Mechanism-Based Population Pharmacodynamic Model , 2010, Antimicrobial Agents and Chemotherapy.

[55]  H. Jafri,et al.  Pharmacodynamics of Gatifloxacin in Cerebrospinal Fluid in Experimental Cephalosporin-Resistant Pneumococcal Meningitis , 1998, Antimicrobial Agents and Chemotherapy.

[56]  Jerome J. Schentag,et al.  Pharmacodynamic Modeling of Bacterial Kinetics: β‐Lactam Antibiotics against Escherichia colj , 1994 .

[57]  Y. Yano,et al.  Application of logistic growth model to pharmacodynamic analysis of in vitro bactericidal kinetics. , 1998, Journal of pharmaceutical sciences.

[58]  W. Huisinga,et al.  Modeling Interindividual Variability in Physiologically Based Pharmacokinetics and Its Link to Mechanistic Covariate Modeling , 2012, CPT: pharmacometrics & systems pharmacology.

[59]  D. Hughes,et al.  Interplay in the Selection of Fluoroquinolone Resistance and Bacterial Fitness , 2009, PLoS pathogens.

[60]  O. Cars,et al.  Quantitative analysis of colistin A and colistin B in plasma and culture medium using a simple precipitation step followed by LC/MS/MS. , 2009, Journal of pharmaceutical and biomedical analysis.

[61]  K. Bowker,et al.  Pharmacodynamics of the Antibacterial Effect of and Emergence of Resistance to Doripenem in Pseudomonas aeruginosa and Acinetobacter baumannii in an In Vitro Pharmacokinetic Model , 2012, Antimicrobial Agents and Chemotherapy.

[62]  Jelliffe Rw The USC*PACK PC programs for population pharmacokinetic modeling, modeling of large kinetic/dynamic systems, and adaptive control of drug dosage regimens. , 1991 .

[63]  Johan W Mouton,et al.  Pharmacokinetic/Pharmacodynamic Modelling of Antibacterials In Vitro and In Vivo Using Bacterial Growth and Kill Kinetics , 2005, Clinical pharmacokinetics.

[64]  J. Blaser,et al.  Comparative study with enoxacin and netilmicin in a pharmacodynamic model to determine importance of ratio of antibiotic peak concentration to MIC for bactericidal activity and emergence of resistance , 1987, Antimicrobial Agents and Chemotherapy.

[65]  G. Drusano,et al.  Pharmacodynamics of a fluoroquinolone antimicrobial agent in a neutropenic rat model of Pseudomonas sepsis , 1993, Antimicrobial Agents and Chemotherapy.

[66]  T. Bergan,et al.  An in vitro model for monitoring bacterial responses to antibiotic agents under simulated in vivo conditions , 2005, Infection.

[67]  G. Drusano,et al.  Optimizing Aminoglycoside Therapy for Nosocomial Pneumonia Caused by Gram-Negative Bacteria , 1999, Antimicrobial Agents and Chemotherapy.

[68]  R W Jelliffe The USC*PACK PC programs for population pharmacokinetic modeling, modeling of large kinetic/dynamic systems, and adaptive control of drug dosage regimens. , 1991, Proceedings. Symposium on Computer Applications in Medical Care.

[69]  Frieder Keller,et al.  Mechanism-based pharmacokinetic–pharmacodynamic modeling of antimicrobial drug effects , 2007, Journal of Pharmacokinetics and Pharmacodynamics.

[70]  G Benoni,et al.  Prediction of the disposition of midazolam in surgical patients by a physiologically based pharmacokinetic model. , 2001, Journal of pharmaceutical sciences.

[71]  D R Mould,et al.  Basic Concepts in Population Modeling, Simulation, and Model-Based Drug Development—Part 2: Introduction to Pharmacokinetic Modeling Methods , 2013, CPT: pharmacometrics & systems pharmacology.

[72]  N H Holford,et al.  Simulation of clinical trials. , 2000, Annual review of pharmacology and toxicology.

[73]  H. Mattie,et al.  Cefazolin and cephradine: relationship between antibacterial activity in vitro and in mice experimentally infected with Escherichia coli. , 1978, The Journal of infectious diseases.

[74]  C H Nightingale,et al.  A pharmacodynamic model for the activity of antibiotics against microorganisms under nonsaturable conditions. , 1986, Journal of pharmaceutical sciences.

[75]  MO Karlsson,et al.  Modeling and Simulation of the Time Course of Asenapine Exposure Response and Dropout Patterns in Acute Schizophrenia , 2009, Clinical pharmacology and therapeutics.

[76]  H. Derendorf,et al.  The effect of critical illness on drug distribution. , 2011, Current pharmaceutical biotechnology.

[77]  J. Pocidalo,et al.  Antipneumococcal activity of ciprofloxacin, ofloxacin, and temafloxacin in an experimental mouse pneumonia model at various stages of the disease. , 1991, The Journal of infectious diseases.

[78]  L. Sheiner,et al.  Study designs for dose‐ranging , 1989, Clinical pharmacology and therapeutics.

[79]  C. Sanders,et al.  Cefepime-Aztreonam: a Unique Double β-Lactam Combination for Pseudomonas aeruginosa , 1998, Antimicrobial Agents and Chemotherapy.

[80]  Y. Yamano,et al.  Pharmacokinetic-pharmacodynamic modeling and simulation for in vivo bactericidal effect in murine infection model. , 2008, Journal of pharmaceutical sciences.

[81]  H. Derendorf,et al.  Pharmacokinetic-pharmacodynamic modelling of antibacterial activity of cefpodoxime and cefixime in in vitro kinetic models. , 2005, International journal of antimicrobial agents.

[82]  Robert Leary,et al.  Bacterial-population responses to drug-selective pressure: examination of garenoxacin's effect on Pseudomonas aeruginosa. , 2005, The Journal of infectious diseases.

[83]  Robert Leary,et al.  Application of a mathematical model to prevent in vivo amplification of antibiotic-resistant bacterial populations during therapy. , 2003, The Journal of clinical investigation.

[84]  Jianguo Zhi,et al.  Microbial pharmacodynamics of piperacillin in neutropenic mice of systematic infection due toPseudomonas aeruginosa , 1988, Journal of Pharmacokinetics and Biopharmaceutics.

[85]  M. Sande,et al.  Handbook of Animal Models of Infection: Experimental Models in Antimicrobial Chemotherapy , 1999 .

[86]  G. Drusano,et al.  Evaluation of Once-Daily Vancomycin against Methicillin-Resistant Staphylococcus aureus in a Hollow-Fiber Infection Model , 2011, Antimicrobial Agents and Chemotherapy.

[87]  M. Dinubile Commentary re: Recommendations on the Conduct of Superiority and Organism-Specific Clinical Trials of Antibacterial Agents for the Treatment of Infections Caused by Drug-Resistant Bacterial Pathogens. Infectious Diseases Society of America White Paper Clin Infect Dis. 2012;55:1031-46. , 2013 .

[88]  George E. P. Box,et al.  Empirical Model‐Building and Response Surfaces , 1988 .

[89]  Varun Garg,et al.  A Viral Dynamic Model for Treatment Regimens with Direct-acting Antivirals for Chronic Hepatitis C Infection , 2012, PLoS Comput. Biol..

[90]  W. Craig,et al.  In Vivo Pharmacodynamic Activity of the Glycopeptide Dalbavancin , 2007, Antimicrobial Agents and Chemotherapy.

[91]  A. Vinks,et al.  Pharmacokinetic-pharmacodynamic modeling of activity of ceftazidime during continuous and intermittent infusion , 1997, Antimicrobial agents and chemotherapy.

[92]  G L Drusano,et al.  Pharmacodynamics of levofloxacin: a new paradigm for early clinical trials. , 1998, JAMA.

[93]  H. Derendorf,et al.  PK-PD modelling of the effect of cefaclor on four different bacterial strains. , 2004, International journal of antimicrobial agents.

[94]  J. Korth-Bradley,et al.  Pharmacological and Patient-Specific Response Determinants in Patients with Hospital-Acquired Pneumonia Treated with Tigecycline , 2011, Antimicrobial Agents and Chemotherapy.

[95]  Müller Markus Microdialysis , 2004 .

[96]  Neang S. Ly,et al.  Development and Qualification of a Pharmacodynamic Model for the Pronounced Inoculum Effect of Ceftazidime against Pseudomonas aeruginosa , 2008, Antimicrobial Agents and Chemotherapy.

[97]  H. Derendorf,et al.  Microdialysis. A novel tool for clinical studies of anti-infective agents. , 2001, European journal of clinical pharmacology.

[98]  W. Buylaert,et al.  Pharmacokinetic and Pharmacodynamic Considerations When Treating Patients with Sepsis and Septic Shock , 2002, Clinical pharmacokinetics.

[99]  O. Cars,et al.  Estimation of Cefuroxime Dosage Using Pharmacodynamic Targets, MIC Distributions, and Minimization of a Risk Function , 2008, Journal of clinical pharmacology.

[100]  Peter L. Bonate,et al.  Pharmacokinetic-Pharmacodynamic Modeling And Simulation , 2005 .

[101]  D R Mould,et al.  Basic Concepts in Population Modeling, Simulation, and Model-Based Drug Development , 2012, CPT: pharmacometrics & systems pharmacology.

[102]  G. Woodnutt,et al.  Simulation of human serum pharmacokinetics of cefazolin, piperacillin, and BRL 42715 in rats and efficacy against experimental intraperitoneal infections , 1992, Antimicrobial Agents and Chemotherapy.

[103]  H. Derendorf,et al.  Impact of tazobactam pharmacokinetics on the antimicrobial effect of piperacillin-tazobactam combinations. , 2004, International journal of antimicrobial agents.

[104]  J. Turnidge,et al.  Elucidation of the Pharmacokinetic/Pharmacodynamic Determinant of Colistin Activity against Pseudomonas aeruginosa in Murine Thigh and Lung Infection Models , 2009, Antimicrobial Agents and Chemotherapy.

[105]  Hartmut Derendorf,et al.  Issues in Pharmacokinetics and Pharmacodynamics of Anti-Infective Agents: Kill Curves versus MIC , 2004, Antimicrobial Agents and Chemotherapy.

[106]  M. Takano,et al.  Pharmacokinetic-pharmacodynamic modeling and simulation for bactericidal effect in an in vitro dynamic model. , 2008, Journal of pharmaceutical sciences.

[107]  G. Drusano,et al.  Impact of Burden on Granulocyte Clearance of Bacteria in a Mouse Thigh Infection Model , 2010, Antimicrobial Agents and Chemotherapy.

[108]  F. Fekety,et al.  Experimental endocarditis due to Pseudomonas aeruginosa. I. Description of a model. , 1976, The Journal of infectious diseases.

[109]  F. Puntillo,et al.  High-Dose, Extended-Interval Colistin Administration in Critically Ill Patients: Is This the Right Dosing Strategy? A Preliminary Study , 2012, Clinical infectious diseases : an official publication of the Infectious Diseases Society of America.

[110]  N. Frimodt-Møller,et al.  Pharmacodynamics of penicillin are unaffected by bacterial growth phases of Streptococcus pneumoniae in the mouse peritonitis model. , 1998, The Journal of antimicrobial chemotherapy.

[111]  B. Ploeger,et al.  Mechanism-based pharmacokinetic-pharmacodynamic (PK-PD) modeling in translational drug research. , 2008, Trends in pharmacological sciences.

[112]  Alan Forrest,et al.  Novel Pharmacokinetic-Pharmacodynamic Model for Prediction of Outcomes with an Extended-Release Formulation of Ciprofloxacin , 2004, Antimicrobial Agents and Chemotherapy.

[113]  H. Derendorf,et al.  Pharmacokinetic-Pharmacodynamic Modeling of the In Vitro Activities of Oxazolidinone Antimicrobial Agents against Methicillin-Resistant Staphylococcus aureus , 2009, Antimicrobial Agents and Chemotherapy.

[114]  I. Bakker-Woudenberg,et al.  Therapeutic activities of cefazolin, cefotaxime, and ceftazidime against experimentally induced Klebsiella pneumoniae pneumonia in rats , 1982, Antimicrobial Agents and Chemotherapy.

[115]  Michael Nikolaou,et al.  Modelling time-kill studies to discern the pharmacodynamics of meropenem. , 2005, The Journal of antimicrobial chemotherapy.

[116]  W. Craig,et al.  Selection of aminoglycoside-resistant variants of Pseudomonas aeruginosa in an in vivo model. , 1982, The Journal of infectious diseases.

[117]  M. Karlsson,et al.  A rational approach for selection of optimal covariate‐based dosing strategies , 2003, Clinical pharmacology and therapeutics.

[118]  Michael R Hamblin,et al.  Animal models of external traumatic wound infections , 2011, Virulence.

[119]  A. Diniz,et al.  PK-PD modeling of β-lactam antibiotics: In vitro or in vivo models? , 2011, The Journal of Antibiotics.

[120]  Derek J. Pike,et al.  Empirical Model‐building and Response Surfaces. , 1988 .

[121]  O. Cars,et al.  Standardization of pharmacokinetic/pharmacodynamic (PK/PD) terminology for anti-infective drugs: an update. , 2005, The Journal of antimicrobial chemotherapy.

[122]  George L. Drusano,et al.  Antimicrobial pharmacodynamics: critical interactions of 'bug and drug' , 2004, Nature Reviews Microbiology.

[123]  P. Francioli,et al.  Simulated human serum profiles of one daily dose of ceftriaxone plus netilmicin in treatment of experimental streptococcal endocarditis , 1993, Antimicrobial Agents and Chemotherapy.

[124]  E. Schuck,et al.  Pharmacokinetic/Pharmacodynamic (PK/PD) Evaluation of a Once-Daily Treatment Using Ciprofloxacin in an Extended-Release Dosage Form* , 2005, Infection.

[125]  Paul G. Ambrose,et al.  Frequentist and Bayesian Pharmacometric-Based Approaches To Facilitate Critically Needed New Antibiotic Development: Overcoming Lies, Damn Lies, and Statistics , 2011, Antimicrobial Agents and Chemotherapy.

[126]  Stephan Schmidt,et al.  Significance of protein binding in pharmacokinetics and pharmacodynamics. , 2010, Journal of pharmaceutical sciences.

[127]  W J Jusko,et al.  Pharmacodynamics of chemotherapeutic effects: dose-time-response relationships for phase-nonspecific agents. , 1971, Journal of pharmaceutical sciences.

[128]  D. Nicolau,et al.  Bactericidal Activities of Meropenem and Ertapenem against Extended-Spectrum-β-Lactamase-Producing Escherichia coli and Klebsiella pneumoniae in a Neutropenic Mouse Thigh Model , 2007, Antimicrobial Agents and Chemotherapy.

[129]  K. Bowker,et al.  Bacterial Strain-to-Strain Variation in Pharmacodynamic Index Magnitude, a Hitherto Unconsidered Factor in Establishing Antibiotic Clinical Breakpoints , 2009, Antimicrobial Agents and Chemotherapy.

[130]  H Derendorf,et al.  A combined in vivo pharmacokinetic-in vitro pharmacodynamic approach to simulate target site pharmacodynamics of antibiotics in humans. , 2000, The Journal of antimicrobial chemotherapy.

[131]  P. Toutain,et al.  Optimizing ciprofloxacin dosing in intensive care unit patients through the use of population pharmacokinetic-pharmacodynamic analysis and Monte Carlo simulations. , 2011, The Journal of antimicrobial chemotherapy.

[132]  Lewis B. Sheiner,et al.  Some suggestions for measuring predictive performance , 1981, Journal of Pharmacokinetics and Biopharmaceutics.

[133]  Claude Carbón,et al.  Efficacy of Trovafloxacin against Penicillin-Susceptible and Multiresistant Strains of Streptococcus pneumoniae in a Mouse Pneumonia Model , 1998, Antimicrobial Agents and Chemotherapy.

[134]  Andres F Zuluaga,et al.  Neutropenia induced in outbred mice by a simplified low-dose cyclophosphamide regimen: characterization and applicability to diverse experimental models of infectious diseases , 2006, BMC infectious diseases.

[135]  P. McNamara,et al.  Pharmacodynamic Modeling of the Evolution of Levofloxacin Resistance in Staphylococcus aureus , 2005, Antimicrobial Agents and Chemotherapy.

[136]  M. Nishida,et al.  New in vitro kinetic model for evaluating bactericidal efficacy of antibiotics , 1980, Antimicrobial Agents and Chemotherapy.

[137]  Ralf Herold,et al.  Pharmacometrics for Regulatory Decision Making , 2011, Clinical pharmacokinetics.

[138]  W. Craig,et al.  In Vivo Pharmacodynamics of New Lipopeptide MX-2401 , 2010, Antimicrobial Agents and Chemotherapy.

[139]  H. Eagle THE THERAPEUTIC ACTIVITY OF PENICILLINS F, G, K, AND X IN EXPERIMENTAL INFECTIONS WITH PNEUMOCOCCUS TYPE I AND STREPTOCOCCUS PYOGENES , 1947, Journal of Experimental Medicine.

[140]  Angela Lee,et al.  MexXY-OprM Efflux Pump Is Necessary for Adaptive Resistance of Pseudomonas aeruginosa to Aminoglycosides , 2003, Antimicrobial Agents and Chemotherapy.

[141]  Ivan Nestorov,et al.  Whole-body physiologically based pharmacokinetic models , 2007, Expert opinion on drug metabolism & toxicology.

[142]  Lena E. Friberg,et al.  Pharmacokinetic/Pharmacodynamic (PK/PD) Indices of Antibiotics Predicted by a Semimechanistic PKPD Model: a Step toward Model-Based Dose Optimization , 2011, Antimicrobial Agents and Chemotherapy.

[143]  R. Anderson,et al.  Studies of antibiotic resistance within the patient, hospitals and the community using simple mathematical models. , 1999, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[144]  D. Nicolau,et al.  Efficacy of Human Simulated Exposures of Ceftaroline Administered at 600 Milligrams Every 12 Hours against Phenotypically Diverse Staphylococcus aureus Isolates , 2011, Antimicrobial Agents and Chemotherapy.

[145]  M. Barclay,et al.  Adaptive resistance following single doses of gentamicin in a dynamic in vitro model , 1992, Antimicrobial Agents and Chemotherapy.

[146]  H. Derendorf,et al.  Pharmacokinetic/pharmacodynamic modeling of in vitro activity of azithromycin against four different bacterial strains. , 2007, International journal of antimicrobial agents.

[147]  H. Derendorf,et al.  Pharmacokinetic-Pharmacodynamic Modeling of the Antibiotic Effect of Piperacillin in Vitro , 2004, Pharmaceutical Research.

[148]  S. Bhavnani,et al.  Evaluation of the pharmacokinetics-pharmacodynamics of fusidic acid against Staphylococcus aureus and Streptococcus pyogenes using in vitro infection models: implications for dose selection. , 2011, Diagnostic microbiology and infectious disease.

[149]  S. Levy,et al.  Molecular Mechanisms of Antibacterial Multidrug Resistance , 2007, Cell.

[150]  C. Gross,et al.  Mapping and sequencing of mutations in the Escherichia coli rpoB gene that lead to rifampicin resistance. , 1988, Journal of molecular biology.

[151]  D. Nicolau,et al.  Pharmacokinetics and Pulmonary Disposition of Tedizolid and Linezolid in a Murine Pneumonia Model under Variable Conditions , 2012, Antimicrobial Agents and Chemotherapy.

[152]  Jerome J. Schentag,et al.  Clinical Pharmacodynamics of Linezolid in Seriously Ill Patients Treated in a Compassionate Use Programme , 2003, Clinical pharmacokinetics.

[153]  Mats O. Karlsson,et al.  Three new residual error models for population PK/PD analyses , 1995, Journal of Pharmacokinetics and Biopharmaceutics.

[154]  S. Simon,et al.  Noninvasive in vivo imaging to evaluate immune responses and antimicrobial therapy against Staphylococcus aureus and USA300 MRSA skin infections. , 2011, The Journal of investigative dermatology.

[155]  Ss Beal,et al.  NONMEM User’s Guides. (1989–2009) , 2009 .

[156]  N. Holford,et al.  Mechanism-based concepts of size and maturity in pharmacokinetics. , 2008, Annual review of pharmacology and toxicology.

[157]  Linus Sandegren,et al.  Selection of Resistant Bacteria at Very Low Antibiotic Concentrations , 2011, PLoS pathogens.

[158]  S. Grasso Historical review of in-vitro models. , 1985, The Journal of antimicrobial chemotherapy.

[159]  A Forrest,et al.  Population Pharmacokinetics of Colistin Methanesulfonate and Formed Colistin in Critically Ill Patients from a Multicenter Study Provide Dosing Suggestions for Various Categories of Patients , 2011, Antimicrobial Agents and Chemotherapy.

[160]  Garrett Er Kinetics of antimicrobial action. , 1978, Scandinavian journal of infectious diseases. Supplementum.

[161]  Mats O. Karlsson,et al.  Semiparametric Distributions With Estimated Shape Parameters , 2009, Pharmaceutical Research.

[162]  J. French,et al.  A Semi‐Mechanistic Model of CP‐690,550‐Induced Reduction in Neutrophil Counts in Patients With Rheumatoid Arthritis , 2010, Journal of clinical pharmacology.

[163]  M. Saux,et al.  New approach for accurate simulation of human pharmacokinetics in an in vitro pharmacodynamic model: application to ciprofloxacin. , 2001, The Journal of antimicrobial chemotherapy.

[164]  M. Cooper,et al.  Antibiotics in the clinical pipeline in 2011 , 2011, The Journal of Antibiotics.

[165]  W. Craig,et al.  In Vivo Pharmacodynamics of Ceftobiprole against Multiple Bacterial Pathogens in Murine Thigh and Lung Infection Models , 2008, Antimicrobial Agents and Chemotherapy.

[166]  Leonid Gibiansky,et al.  Comparison of Nonmem 7.2 estimation methods and parallel processing efficiency on a target-mediated drug disposition model , 2011, Journal of Pharmacokinetics and Pharmacodynamics.

[167]  Andrew C. Hooker,et al.  PopED: An extended, parallelized, nonlinear mixed effects models optimal design tool , 2012, Comput. Methods Programs Biomed..

[168]  Mats O. Karlsson,et al.  Semimechanistic Pharmacokinetic/Pharmacodynamic Model for Assessment of Activity of Antibacterial Agents from Time-Kill Curve Experiments , 2006, Antimicrobial Agents and Chemotherapy.

[169]  J J Schentag,et al.  Antibiotic dosing issues in lower respiratory tract infection: population-derived area under inhibitory curve is predictive of efficacy. , 1999, The Journal of antimicrobial chemotherapy.

[170]  H. Derendorf,et al.  Rational dosing of antibiotics: the use of plasma concentrations versus tissue concentrations. , 2002, International journal of antimicrobial agents.

[171]  J. DiMasi,et al.  Trends in Risks Associated With New Drug Development: Success Rates for Investigational Drugs , 2010, Clinical pharmacology and therapeutics.

[172]  M. Nishida,et al.  Laboratory evaluation of FR10612, a new oral cephalosporin derivative. , 1976, The Journal of antibiotics.

[173]  Xilin Zhao,et al.  Restricting the selection of antibiotic-resistant mutants: a general strategy derived from fluoroquinolone studies. , 2001, Clinical infectious diseases : an official publication of the Infectious Diseases Society of America.

[174]  W. Craig,et al.  Comparative antibiotic dose-effect relations at several dosing intervals in murine pneumonitis and thigh-infection models. , 1989, The Journal of infectious diseases.

[175]  Alan Forrest,et al.  Pharmacokinetics-pharmacodynamics of antimicrobial therapy: it's not just for mice anymore. , 2007, Clinical infectious diseases : an official publication of the Infectious Diseases Society of America.

[176]  J J Schentag,et al.  Pharmacodynamics of intravenous ciprofloxacin in seriously ill patients , 1993, Antimicrobial Agents and Chemotherapy.

[177]  Jerome J. Schentag,et al.  Pharmacodynamics of Vancomycin and Other Antimicrobials in Patients with Staphylococcus aureus Lower Respiratory Tract Infections , 2004, Clinical pharmacokinetics.

[178]  V. Tamassia,et al.  New In Vitro Model to Study the Effect of Antibiotic Concentration and Rate of Elimination on Antibacterial Activity , 1978, Antimicrobial Agents and Chemotherapy.

[179]  D. Nicolau,et al.  Pharmacodynamic Characterization of Ceftobiprole in Experimental Pneumonia Caused by Phenotypically Diverse Staphylococcus aureus Strains , 2008, Antimicrobial Agents and Chemotherapy.

[180]  S. Zinner,et al.  Selection of linezolid-resistant Enterococcus faecium in an in vitro dynamic model: protective effect of doxycycline. , 2008, The Journal of antimicrobial chemotherapy.

[181]  J. Blaser,et al.  In-vitro model for simultaneous simulation of the serum kinetics of two drugs with different half-lives. , 1985, The Journal of antimicrobial chemotherapy.

[182]  M O Karlsson,et al.  Diagnosing Model Diagnostics , 2007, Clinical pharmacology and therapeutics.

[183]  M. Glauser,et al.  Natural history of aortic valve endocarditis in rats , 1982, Infection and immunity.

[184]  A. MacGowan,et al.  The role of pharmacokinetics/pharmacodynamics in setting clinical MIC breakpoints: the EUCAST approach. , 2012, Clinical microbiology and infection : the official publication of the European Society of Clinical Microbiology and Infectious Diseases.

[185]  W. Craig,et al.  Pharmacodynamics of a New Cephalosporin, PPI-0903 (TAK-599), Active against Methicillin-Resistant Staphylococcus aureus in Murine Thigh and Lung Infection Models: Identification of an In Vivo Pharmacokinetic-Pharmacodynamic Target , 2006, Antimicrobial Agents and Chemotherapy.

[186]  J. Bosso,et al.  Determination of Antibiotic Effect in an In Vitro Pharmacodynamic Model: Comparison with an Established Animal Model of Infection , 2002, Antimicrobial Agents and Chemotherapy.

[187]  Mats O. Karlsson,et al.  Scaling the time-course of myelosuppression from rats to patients with a semi-physiological model , 2010, Investigational New Drugs.

[188]  R. Bonomo,et al.  Resistance Emergence Mechanism and Mechanism of Resistance Suppression by Tobramycin for Cefepime for Pseudomonas aeruginosa , 2011, Antimicrobial Agents and Chemotherapy.

[189]  D. Andersson,et al.  Establishment of a Superficial Skin Infection Model in Mice by Using Staphylococcus aureus and Streptococcus pyogenes , 2005, Antimicrobial Agents and Chemotherapy.

[190]  R. van Furth,et al.  The efficacy of rifampicin against Staphylococcus aureus in vitro and in an experimental infection in normal and granulocytopenic mice. , 1988, Scandinavian journal of infectious diseases.

[191]  G. Drusano,et al.  The Combination of Rifampin plus Moxifloxacin Is Synergistic for Suppression of Resistance but Antagonistic for Cell Kill of Mycobacterium tuberculosis as Determined in a Hollow-Fiber Infection Model , 2010, mBio.

[192]  D R Mould,et al.  Model‐Based Meta‐Analysis: An Important Tool for Making Quantitative Decisions During Drug Development , 2012, Clinical pharmacology and therapeutics.

[193]  M. Sande,et al.  Effect of Probenecid on Cerebrospinal Fluid Concentrations of Penicillin and Cephalosporin Derivatives , 1974, Antimicrobial Agents and Chemotherapy.

[194]  William J Jusko,et al.  Diversity of mechanism-based pharmacodynamic models. , 2003, Drug metabolism and disposition: the biological fate of chemicals.

[195]  W. Craig,et al.  Pharmacokinetic/pharmacodynamic Parameters: Rationale for Antibacterial Dosing of Mice and Men Tions Were Associated with Only a Slight Reduction in Bacterial , 2022 .

[196]  N. Holford,et al.  Clinical Trial Simulation: A Review , 2010, Clinical pharmacology and therapeutics.

[197]  Roger W. Jelliffe,et al.  An adaptive grid non-parametric approach to pharmacokinetic and dynamic (PK/PD) population models , 2001, Proceedings 14th IEEE Symposium on Computer-Based Medical Systems. CBMS 2001.

[198]  G. Drusano,et al.  Saturability of Granulocyte Kill of Pseudomonas aeruginosa in a Murine Model of Pneumonia , 2011, Antimicrobial Agents and Chemotherapy.

[199]  H. Eagle,et al.  Effect of schedule of administration on the therapeutic efficacy of penicillin; importance of the aggregate time penicillin remains at effectively bactericidal levels. , 1950, The American journal of medicine.

[200]  W. Wilson,et al.  Influence of gentamicin dose size on the efficacies of combinations of gentamicin and penicillin in experimental streptomycin-resistant enterococcal endocarditis , 1982, Antimicrobial Agents and Chemotherapy.

[202]  K. Rodvold,et al.  Penetration of Anti-Infective Agents into Pulmonary Epithelial Lining Fluid , 2011, Clinical pharmacokinetics.

[203]  L B Sheiner,et al.  Simultaneous modeling of pharmacokinetics and pharmacodynamics: application to d-tubocurarine. , 1980, Clinical pharmacology and therapeutics.

[204]  G. Drusano,et al.  Use of Preclinical Data for Selection of a Phase II/III Dose for Evernimicin and Identification of a Preclinical MIC Breakpoint , 2001, Antimicrobial Agents and Chemotherapy.

[205]  S. Keil,et al.  Mathematical corrections for bacterial loss in pharmacodynamic in vitro dilution models , 1995, Antimicrobial agents and chemotherapy.

[206]  H. Kristensen,et al.  In Vivo Pharmacodynamic Characterization of a Novel Plectasin Antibiotic, NZ2114, in a Murine Infection Model , 2009, Antimicrobial Agents and Chemotherapy.

[207]  G. Drusano,et al.  Prospective Evaluation of the Effect of an Aminoglycoside Dosing Regimen on Rates of Observed Nephrotoxicity and Ototoxicity , 1999, Antimicrobial Agents and Chemotherapy.

[208]  Lena E. Friberg,et al.  Application of a Loading Dose of Colistin Methanesulfonate in Critically Ill Patients: Population Pharmacokinetics, Protein Binding, and Prediction of Bacterial Kill , 2012, Antimicrobial Agents and Chemotherapy.

[209]  J. Bergh,et al.  Population analysis of the pharmacokinetics and the haematological toxicity of the fluorouracil-epirubicin-cyclophosphamide regimen in breast cancer patients , 2006, Cancer Chemotherapy and Pharmacology.

[210]  A. Armaganidis,et al.  Population Pharmacokinetic Analysis of Colistin Methanesulfonate and Colistin after Intravenous Administration in Critically Ill Patients with Infections Caused by Gram-Negative Bacteria , 2009, Antimicrobial Agents and Chemotherapy.

[211]  M. Rowland,et al.  Clinical pharmacokinetics and pharmacodynamics , 2011 .

[212]  C. Garnett,et al.  Clinical pharmacology as a cornerstone of orphan drug development , 2011, Nature Reviews Drug Discovery.

[213]  G. Drusano,et al.  Identifying Exposure Targets for Treatment of Staphylococcal Pneumonia with Ceftobiprole , 2009, Antimicrobial Agents and Chemotherapy.

[214]  J. Musser,et al.  Murine model of cutaneous infection with gram-positive cocci , 1992, Infection and immunity.

[215]  Marc R Gastonguay,et al.  Pharmacometrics: A Multidisciplinary Field to Facilitate Critical Thinking in Drug Development and Translational Research Settings , 2008, Journal of clinical pharmacology.

[216]  Mats O Karlsson,et al.  Model of chemotherapy-induced myelosuppression with parameter consistency across drugs. , 2002, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[217]  O. Cars,et al.  Pharmacokinetic-Pharmacodynamic Model for Gentamicin and Its Adaptive Resistance with Predictions of Dosing Schedules in Newborn Infants , 2011, Antimicrobial Agents and Chemotherapy.

[218]  Stuart L. Beal,et al.  Ways to Fit a PK Model with Some Data Below the Quantification Limit , 2001, Journal of Pharmacokinetics and Pharmacodynamics.

[219]  M. Nikolaou,et al.  Modelling biphasic killing of fluoroquinolones: guiding optimal dosing regimen design. , 2011, The Journal of antimicrobial chemotherapy.

[220]  V. Tam,et al.  The Relationship between Quinolone Exposures and Resistance Amplification Is Characterized by an Inverted U: a New Paradigm for Optimizing Pharmacodynamics To Counterselect Resistance , 2006, Antimicrobial Agents and Chemotherapy.

[221]  J. Lin,et al.  Renal handling of drugs in renal failure. I: Differential effects of uranyl nitrate- and glycerol-induced acute renal failure on renal excretion of TEAB and PAH in rats. , 1988, The Journal of pharmacology and experimental therapeutics.

[222]  W. Craig,et al.  Pharmacodynamics of amikacin in vitro and in mouse thigh and lung infections. , 1991, The Journal of antimicrobial chemotherapy.

[223]  U. Theuretzbacher Accelerating resistance, inadequate antibacterial drug pipelines and international responses. , 2012, International journal of antimicrobial agents.

[224]  Malcolm Rowland,et al.  Physiologically-based pharmacokinetics in drug development and regulatory science. , 2011, Annual review of pharmacology and toxicology.

[225]  S. Higuchi,et al.  Population Pharmacokinetic and Pharmacodynamic Analysis of Linezolid and a Hematologic Side Effect, Thrombocytopenia, in Japanese Patients , 2011, Antimicrobial Agents and Chemotherapy.

[226]  Stephan Harbarth,et al.  Conserving antibiotics for the future: new ways to use old and new drugs from a pharmacokinetic and pharmacodynamic perspective. , 2011, Drug resistance updates : reviews and commentaries in antimicrobial and anticancer chemotherapy.

[227]  M. Andraud,et al.  Pharmacodynamic Modeling of In Vitro Activity of Marbofloxacin against Escherichia coli Strains , 2010, Antimicrobial Agents and Chemotherapy.

[228]  Janet Woodcock,et al.  The FDA critical path initiative and its influence on new drug development. , 2008, Annual review of medicine.

[229]  B. Levin,et al.  Functional relationship between bacterial cell density and the efficacy of antibiotics. , 2009, The Journal of antimicrobial chemotherapy.