Patient-Specific Modeling of Regional Antibiotic Concentration Levels in Airways of Patients with Cystic Fibrosis: Are We Dosing High Enough?

Background Pseudomonas aeruginosa (Pa) infection is an important contributor to the progression of cystic fibrosis (CF) lung disease. The cornerstone treatment for Pa infection is the use of inhaled antibiotics. However, there is substantial lung disease heterogeneity within and between patients that likely impacts deposition patterns of inhaled antibiotics. Therefore, this may result in airways below the minimal inhibitory concentration of the inhaled agent. Very little is known about antibiotic concentrations in small airways, in particular the effect of structural lung abnormalities. We therefore aimed to develop a patient-specific airway model to predict concentrations of inhaled antibiotics and to study the impact of structural lung changes and breathing profile on local concentrations in airways of patients with CF. Methods In- and expiratory CT-scans of children with CF (5–17 years) were scored (CF-CT score), segmented and reconstructed into 3D airway models. Computational fluid dynamic (CFD) simulations were performed on 40 airway models to predict local Aztreonam lysine for inhalation (AZLI) concentrations. Patient-specific lobar flow distribution and nebulization of 75 mg AZLI through a digital Pari eFlow model with mass median aerodynamic diameter range were used at the inlet of the airway model. AZLI concentrations for central and small airways were computed for different breathing patterns and airway surface liquid thicknesses. Results In most simulated conditions, concentrations in both central and small airways were well above the minimal inhibitory concentration. However, small airways in more diseased lobes were likely to receive suboptimal AZLI. Structural lung disease and increased tidal volumes, respiratory rates and larger particle sizes greatly reduced small airway concentrations. Conclusions CFD modeling showed that concentrations of inhaled antibiotic delivered to the small airways are highly patient specific and vary throughout the bronchial tree. These results suggest that anti-Pa treatment of especially the small airways can be improved.

[1]  A. Dalhoff Pharmacokinetics and Pharmacodynamics of Aerosolized Antibacterial Agents in Chronically Infected Cystic Fibrosis Patients , 2014, Clinical Microbiology Reviews.

[2]  William A Prescott,et al.  Inhaled aztreonam lysine: an evidence-based review , 2013, Expert opinion on pharmacotherapy.

[3]  D. Price,et al.  Differences in asthma control and management in Europe , 2013 .

[4]  Peter D Sly,et al.  Distribution of early structural lung changes due to cystic fibrosis detected with chest computed tomography. , 2013, The Journal of pediatrics.

[5]  T. Ferkol,et al.  Identifying the origins of cystic fibrosis lung disease. , 2013, The New England journal of medicine.

[6]  C. Olveira,et al.  Inhaled antibiotics for the treatment of chronic bronchopulmonary Pseudomonas aeruginosa infection in cystic fibrosis: systematic review of randomised controlled trials , 2013, Expert opinion on pharmacotherapy.

[7]  W. De Backer,et al.  Novel Functional Imaging of Changes in Small Airways of Patients Treated with Extrafine Beclomethasone/Formoterol , 2013, Respiration.

[8]  B. Ryall,et al.  Sub‐lethal concentrations of antibiotics increase mutation frequency in the cystic fibrosis pathogen Pseudomonas aeruginosa , 2013, Letters in applied microbiology.

[9]  Marleen de Bruijne,et al.  Chest computed tomography: a validated surrogate endpoint of cystic fibrosis lung disease? , 2012, European Respiratory Journal.

[10]  A. Oliver,et al.  High β-Lactamase Levels Change the Pharmacodynamics of β-Lactam Antibiotics in Pseudomonas aeruginosa Biofilms , 2012, Antimicrobial Agents and Chemotherapy.

[11]  F. Ratjen Cystic fibrosis: the role of the small airways. , 2012, Journal of aerosol medicine and pulmonary drug delivery.

[12]  Chantal Darquenne,et al.  Aerosol deposition in health and disease. , 2012, Journal of aerosol medicine and pulmonary drug delivery.

[13]  Richard B Thompson,et al.  Using MRI to measure aerosol deposition. , 2012, Journal of aerosol medicine and pulmonary drug delivery.

[14]  Samir Vinchurkar,et al.  A case series on lung deposition analysis of inhaled medication using functional imaging based computational fluid dynamics in asthmatic patients: effect of upper airway morphology and comparison with in vivo data , 2012, Inhalation toxicology.

[15]  A. Oliver,et al.  High beta-Lactamase Levels Change the Pharmacodynamics of beta-Lactam Antibiotics in Pseudomonas aeruginosa Biofilms , 2012 .

[16]  W. De Backer,et al.  The acute effect of budesonide/formoterol in COPD: a multi-slice computed tomography and lung function study , 2011, European Respiratory Journal.

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

[18]  J. Carlin,et al.  Effect of bronchoalveolar lavage-directed therapy on Pseudomonas aeruginosa infection and structural lung injury in children with cystic fibrosis: a randomized trial. , 2011, JAMA.

[19]  W. Hop,et al.  Improved treatment response to dornase alfa in cystic fibrosis patients using controlled inhalation , 2011, European Respiratory Journal.

[20]  J. Kovarik,et al.  Lung deposition of inhaled tobramycin with eFlow rapid/LC Plus jet nebuliser in healthy and cystic fibrosis subjects. , 2011, Journal of cystic fibrosis : official journal of the European Cystic Fibrosis Society.

[21]  Wilfried De Backer,et al.  Validation of computational fluid dynamics in CT-based airway models with SPECT/CT. , 2010, Radiology.

[22]  R. Gibson,et al.  An 18‐month study of the safety and efficacy of repeated courses of inhaled aztreonam lysine in cystic fibrosis , 2010, Pediatric pulmonology.

[23]  J. Elborn,et al.  Optimal airway antimicrobial therapy for cystic fibrosis: the role of inhaled aztreonam lysine , 2010, Expert opinion on pharmacotherapy.

[24]  Scott H. Donaldson,et al.  Cystic fibrosis lung disease starts in the small airways: Can we treat it more effectively? , 2010, Pediatric pulmonology.

[25]  D. C. Griffith,et al.  In Vitro Pharmacodynamics of Levofloxacin and Other Aerosolized Antibiotics under Multiple Conditions Relevant to Chronic Pulmonary Infection in Cystic Fibrosis , 2009, Antimicrobial Agents and Chemotherapy.

[26]  R. Gibson,et al.  Efficacy and safety of inhaled aztreonam lysine for airway pseudomonas in cystic fibrosis. , 2009, Chest.

[27]  R. Gibson,et al.  Inhaled aztreonam lysine for chronic airway Pseudomonas aeruginosa in cystic fibrosis. , 2008, American journal of respiratory and critical care medicine.

[28]  D. Geller The science of aerosol delivery in cystic fibrosis , 2008 .

[29]  F L Wuyts,et al.  Flow analyses in the lower airways: patient-specific model and boundary conditions. , 2008, Medical engineering & physics.

[30]  T J Williams,et al.  The spectrum of structural abnormalities on CT scans from patients with CF with severe advanced lung disease , 2008, Thorax.

[31]  S. Stanojevic,et al.  Reference ranges for spirometry across all ages: a new approach. , 2008, American journal of respiratory and critical care medicine.

[32]  F L Wuyts,et al.  Computational fluid dynamics can detect changes in airway resistance in asthmatics after acute bronchodilation. , 2008, Journal of biomechanics.

[33]  C. Lange,et al.  Estimating in vivo airway surface liquid concentration in trials of inhaled antibiotics. , 2007, Journal of aerosol medicine : the official journal of the International Society for Aerosols in Medicine.

[34]  P. Burgel,et al.  A morphometric study of mucins and small airway plugging in cystic fibrosis , 2006, Thorax.

[35]  R. Gibson,et al.  Microbiology, safety, and pharmacokinetics of aztreonam lysinate for inhalation in patients with cystic fibrosis , 2006, Pediatric pulmonology.

[36]  Richard C Boucher,et al.  Regulation of normal and cystic fibrosis airway surface liquid volume by phasic shear stress. , 2006, Annual review of physiology.

[37]  M. Knowles,et al.  Mucus clearance and lung function in cystic fibrosis with hypertonic saline. , 2006, The New England journal of medicine.

[38]  L. Wallis,et al.  Age related reference ranges for respiration rate and heart rate from 4 to 16 years , 2005, Archives of Disease in Childhood.

[39]  Richard C Boucher,et al.  Normal and Cystic Fibrosis Airway Surface Liquid Homeostasis , 2005, Journal of Biological Chemistry.

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

[41]  M. Nishimura,et al.  Bronchoscopic microsampling method for measuring drug concentration in epithelial lining fluid. , 2003, American journal of respiratory and critical care medicine.

[42]  O. Cars,et al.  Standardization of pharmacokinetic/pharmacodynamic (PK/PD) terminology for anti-infective drugs. , 2002, International journal of antimicrobial agents.

[43]  Richard C Boucher,et al.  Effects of reduced mucus oxygen concentration in airway Pseudomonas infections of cystic fibrosis patients. , 2002, The Journal of clinical investigation.

[44]  H. Chrystyn Methods to identify drug deposition in the lungs following inhalation. , 2001, British journal of clinical pharmacology.

[45]  W. Hop,et al.  Cartilaginous airway wall dimensions and airway resistance in cystic fibrosis lungs. , 2000, The European respiratory journal.

[46]  S. P. Verloove-Vanhorick,et al.  Groeidiagrammen 1997 : handleiding bij het meten en wegen van kinderen en het invullen van groeidiagrammen , 1998 .

[47]  Y. Benjamini,et al.  Controlling the false discovery rate: a practical and powerful approach to multiple testing , 1995 .

[48]  P. Pohunek,et al.  [A brief description of methods for studying pulmonary function in children and adolescents]. , 1992, Ceskoslovenska pediatrie.

[49]  R. Baltimore,et al.  Immunohistopathologic localization of Pseudomonas aeruginosa in lungs from patients with cystic fibrosis. Implications for the pathogenesis of progressive lung deterioration. , 1989, The American review of respiratory disease.

[50]  M. Kleinman,et al.  Tracheobronchial Deposition Predictions for Infants, Children and Adolescents , 1988 .

[51]  D. Altman,et al.  STATISTICAL METHODS FOR ASSESSING AGREEMENT BETWEEN TWO METHODS OF CLINICAL MEASUREMENT , 1986, The Lancet.

[52]  A. Beckett,et al.  AKUFO AND IBARAPA. , 1965, Lancet.