CFD simulations of enhanced condensational growth (ECG) applied to respiratory drug delivery with comparisons to in vitro data
Introduction
It is well known that inhaled pharmaceutical aerosols are often deposited in the lung at very low deposition efficiencies (Borgstrom, Olsson, & Thorsson (2006), Byron (2004), Cheng, Fu, Yazzie, & Zhou (2001), Leach, Davidson, & Bouhuys (1998), Zhang, Gilbertson, & Finlay (2007)). Perhaps more significant than the quantity of drug deposited is the large inter- and intra-subject variability that is often observed with these medicinal aerosols and the associated dose delivered to the lung. In order to make many next-generation inhaled medications a viable drug delivery alternative, increased lung delivery and decreased inter- and intra-subject variability are of critical importance (Byron (2004), Smaldone (2006)).
To improve the delivery of inhaled drugs, a number of well known and novel generation techniques are becoming commercially available that can create relatively monodisperse nanoparticle and submicrometer aerosols without significant spray inertia effects (Gupta, Hindle, Byron, Cox, & McRae (2003), Mazumder et al. (2006), Newth & Clark (1989), Rabinowitz et al. (2004), Sham, Zhang, Finlay, Roa, & Lobenberg (2004)). Submicrometer aerosols (100–1000 nm) delivered in a low inertia airstream can significantly reduce unwanted deposition in the mouth–throat region (Longest, Hindle, Das Choudhuri, & Xi, 2008). In a recent study, Borgstrom et al. (2006) showed that reduced deposition in the mouth–throat region can significantly decrease inter-subject lung deposition variability. However, a major problem with this delivery approach is that a high percentage of nanoparticle and submicrometer aerosols are not retained in the lung and are exhaled (Heyder, Gebhart, Rudolf, Schiller, & Stahlhofen (1986), Hofmann, Morawska, & Bergmann (2001), Jaques & Kim (2000), Morawska, Barron, & Hitchins (1999), Morawska, Hofmann, Hitchins-Loveday, Swanson, & Mengersen (2005), Stahlhofen, Rudolf, & James (1989)). For example, Jaques and Kim (2000) report that the total lung retention of 100 nm aerosols can be as low as 25% without a breath hold.
Enhanced condensational growth (ECG) applied to respiratory drug delivery is a recently proposed concept that seeks to combine the advantages of both submicrometer and micrometer aerosols. In this approach, a submicrometer aerosol is delivered to the respiratory airways in conjunction with an airstream that is saturated or supersaturated with water vapor and above body temperature. The initially submicrometer particles or droplets, in the approximate size range of 100–900 nm, have very low deposition values in the mouth–throat (MT) and upper tracheobronchial regions (Cheng (2003), Cohen, Sussman, & Lippmann (1990), Xi & Longest (2008a), Xi & Longest (2008b)). As a result, aerosol loss in the MT can be largely eliminated. The inhaled water vapor is used to create supersaturated conditions within the respiratory airways. Submicrometer droplets in this supersaturated environment will increase in size at a controlled rate due to condensation. Size increases to within the range of 2–3 μm can be used to ensure deposition and full lung retention of the aerosol. Furthermore, engineering the rate of size increase can be used to target deposition within specific regions of the lung. Factors influencing the amount and rate of size increase with the ECG approach include the degree of supersaturation, temperature, particle or droplet hygroscopicity, initial size, and aerosol number concentration. However, the effects of these variables on aerosol size growth have been investigated only on a very limited basis.
The relative humidity (RH) of the tracheobronchial airways beyond the first several bronchi is generally expected to be 99.5% (Ferron, 1977). Furthermore, many inhaled environmental and pharmaceutical aerosols are soluble. As a result, hygroscopic effects are known to influence the deposition of these inhaled respiratory aerosols (Ferron (1977), Ferron, Kreyling, & Haider (1988), Finlay & Stapleton (1995), Li & Hopke (1993), Martonen, Bell, Phalen, Wilson, & Ho (1982), Zhang, Kleinstreuer, & Kim (2006b)). Hygroscopic particle growth has been investigated experimentally for NaCl particles (Cinkotai, 1971), pharmaceutical aerosols (Peng, Chow, & Chan, 2000), and combustion droplets (Li & Hopke, 1993). A number of mathematical models have also been formulated for hygroscopic growth of respiratory aerosols at RH values below 100% (Broday & Georgopoulous (2001), Ferron (1977), Ferron, Kreyling, & Haider (1988), Ferron, Oberdorster, & Hennenberg (1989), Finlay & Stapleton (1995), Robinson & Yu (1998), Varghese & Gangamma (2009)). These studies typically indicate a maximum size increase of approximately 400% for NaCl particles. Hygroscopic growth of most other salts and pharmaceutical aerosols results in size increases less than 100% at RH values of 99.5% and below (Ferron, Kreyling, & Haider (1988), Ferron, Oberdorster, & Hennenberg (1989)). Recently, Zhang, Kleinstreuer, and Kim (2006a) developed a CFD model of hygroscopic growth in the upper respiratory tract. It was found that saline concentrations of 10% and higher were required for hygroscopic growth to have a significant impact on deposition. Finlay and Stapleton (1995) applied a numerical model to show that mass coupling between aerosol droplets and the continuous phase was significant for droplet concentrations above 25,000 particles (part)/cm3. However, all of these previous studies considered RH conditions only up to 100%.
Very little work has been done to evaluate the effects of RH conditions above 100% (i.e., supersaturated conditions) on the condensational growth of respiratory aerosols. However, supersaturated conditions can be achieved in the respiratory tract through the inhalation of warm (T>Tbody) saturated air. Ferron, Haider, and Kreyling (1984) have shown that RH above 100% is possible in the upper respiratory tract under some inhalation conditions. Significant growth of NaCl particles was observed for very localized supersaturation in the nasal cavity (Ferron et al., 1984). Longest and Xi (2008) considered the inhalation of warm humidified air during smoking. Computational fluid dynamics simulations indicated that inhalation of warm saturated air approximately 3 °C above body temperature could result in supersaturation conditions (RH>100%) through approximately the 6th respiratory bifurcation. Moreover, submicrometer aerosols exposed to RH conditions in the range of 101% experienced a large and rapid increase in size.
The concept of ECG applied to improve respiratory drug delivery was originally introduced by Longest, McLeskey, and Hindle (2010). In this previous study, the effects of saturated air inlet temperature and initial aerosol particle size on submicrometer aerosol growth were considered based on in vitro experiments and a numerical model in a simple tubular system. The numerical model considered only condensation (and evaporation) of individual droplets with constant far-field temperature and relative humidity conditions based on droplet heat and mass transport equations. The loss of water vapor in the air phase due to condensation on the droplet surface was neglected, i.e., one-way heat and mass coupling was assumed. Results of this simple numerical model in comparison with in vitro experiments indicated that (i) two-way coupling between the continuous and discrete phases may significantly affect aerosol growth in some cases and (ii) predictions of final size may be improved by considering spatially variable three-dimensional (3-D) temperature and humidity fields in conjunction with droplet trajectories. Furthermore, the single-droplet condensation model cannot account for aerosol deposition. As a result, a validated computational fluid dynamics (CFD) model of ECG is needed that can accurately simulate local temperature and humidity fields, droplet trajectories, condensation and evaporation, and two-way coupling between the continuous and discrete phases. This model can then be applied to optimize the ECG approach for minimum MT deposition and maximum lung retention for engineering targeted deposition within the respiratory airways.
The objective of this study is to develop and evaluate a CFD model for simulating ECG in a simple tubular geometry with direct comparisons to in vitro results. Model results are also used to evaluate the potential of ECG for improving respiratory drug delivery. The length and diameter of the tubular geometry are consistent with the respiratory airways of an adult from the mouth to the first tracheobronchial bifurcation. At the model inlet, separate streams of humidified air and submicrometer droplets are combined. Initial aerosol mass median aerodynamic diameters (MMADs) ranging from 150 to 900 nm are considered in conjunction with saturated air temperatures from 25 to 39 °C. The CFD model is used to simulate mixing of these air streams based on a well tested k–ω turbulence model, as well as heat and mass transfer relations. Individual particle trajectories are simulated using a previously developed Lagrangian tracking algorithm supplemented with a new routine to calculate condensation and evaporation for hygroscopic aerosols. The effect of condensation and droplet growth on water vapor in the continuous phase (i.e., two-way coupling) is also considered. Numerical predictions are compared with previously reported in vitro results of final droplet size at outlet aerosol concentrations ranging from 6.0×104 to 2.8×105 part/cm3. Comparisons of one-way and two-way coupled model results are used to determine conditions for which the more complicated process of air-phase water loss due to aerosol growth needs to be evaluated. Once developed and tested in comparison with in vitro data, the CFD model of ECG can be applied to more realistic geometries and boundary conditions for optimizing respiratory drug delivery in the lungs.
Section snippets
Geometry and boundary conditions
To develop and test a CFD model of ECG, a simple tubular geometry was selected as shown in Fig. 1. At the geometry inlet, separate streams of humidified air and nebulized aerosol droplets are combined. The humidified air stream enters at a relative humidity (RH) of 100% and the amount of entering water vapor is controlled based on inlet temperature. The aerosol enters as submicrometer droplets with a relatively monodisperse distribution. Air temperature of the aerosol stream is below the
Continuous phase variables
Temperature fields for inlet saturated air conditions of 30 and 39 °C are shown in Fig. 2 based on horizontal and vertical slices through the condensation growth zone. One-way coupled results are shown in Fig. 2a and b, whereas two-way coupled results for a 560 nm aerosol and an outlet concentration of 5×105 part/cm3 are displayed in Fig. 2c and d. Considering the one-way coupled results, increasing the inlet humidified air temperature from 30 °C (Fig. 2a) to 39 °C (Fig. 2b), results in a mean
Discussion
In this study, a CFD model was developed, tested, and used to explore ECG for potential application in respiratory drug delivery. The ECG concept proposes the inhalation of submicrometer aerosols that avoid deposition in the mouth–throat region and are then retained in the lower airways following enhanced condensational growth. Both numerical and experimental results indicated that each of the three submicrometer aerosols demonstrated significant growth. Specifically, for saturated airstream
Acknowledgements
This study was supported by Award number R21HL094991 from the National Heart, Lung, And Blood Institute. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Heart, Lung, And Blood Institute or the National Institutes of Health.
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