Upload
kiaoi
View
215
Download
0
Embed Size (px)
Citation preview
8/18/2019 How Reliable is the Extrapolation_Localized Particle Deposition Patterns in Human_rat Nasal Cavities
1/5
See discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/292159697
How reliable is the extrapolation? Localizedparticle deposition patterns in human/rat nasalcavities
ARTICLE · JANUARY 2016
READS
3
4 AUTHORS, INCLUDING:
Yidan Shang
RMIT University
7 PUBLICATIONS 6 CITATIONS
SEE PROFILE
Jingliang Dong
RMIT University
23 PUBLICATIONS 75 CITATIONS
SEE PROFILE
All in-text references underlined in blue are linked to publications on ResearchGate,
letting you access and read them immediately.
Available from: Yidan Shang
Retrieved on: 30 January 2016
https://www.researchgate.net/profile/Yidan_Shang?enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw%3D%3D&el=1_x_4https://www.researchgate.net/?enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw%3D%3D&el=1_x_1https://www.researchgate.net/profile/Jingliang_Dong?enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw%3D%3D&el=1_x_7https://www.researchgate.net/institution/RMIT_University?enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw%3D%3D&el=1_x_6https://www.researchgate.net/profile/Jingliang_Dong?enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw%3D%3D&el=1_x_5https://www.researchgate.net/profile/Jingliang_Dong?enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw%3D%3D&el=1_x_4https://www.researchgate.net/profile/Yidan_Shang?enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw%3D%3D&el=1_x_7https://www.researchgate.net/institution/RMIT_University?enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw%3D%3D&el=1_x_6https://www.researchgate.net/profile/Yidan_Shang?enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw%3D%3D&el=1_x_5https://www.researchgate.net/profile/Yidan_Shang?enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw%3D%3D&el=1_x_4https://www.researchgate.net/?enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw%3D%3D&el=1_x_1https://www.researchgate.net/publication/292159697_How_reliable_is_the_extrapolation_Localized_particle_deposition_patterns_in_humanrat_nasal_cavities?enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw%3D%3D&el=1_x_3https://www.researchgate.net/publication/292159697_How_reliable_is_the_extrapolation_Localized_particle_deposition_patterns_in_humanrat_nasal_cavities?enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw%3D%3D&el=1_x_2
8/18/2019 How Reliable is the Extrapolation_Localized Particle Deposition Patterns in Human_rat Nasal Cavities
2/5
1 Copyright © 2015 by ASME
Proceedings of the ASME 2015 International Mechanical Engineering Congress & Exposition
2015 IMECE
November 13-19, 2015, Houston, Texas, USA
IMECE2015-52494
HOW RELIABLE IS THE EXTRAPOLATION? LOCALIZED PARTICLE DEPOSITION
PATTERNS IN HUMAN/RAT NASAL CAVITIES
Yidan SHANG, Jingliang DONG, Kiao INTHAVONG, Jiyuan TU*
School of Aerospace, Mechanical & Manufacturing Engineering of RMIT and Platform TechnologiesResearch Institute (PTRI).
PO Box 71, Bundoora, VIC 3083, Australia.
ABSTRACTTo improve the understanding of dose-response
extrapolation from rat to human, regional micro-particle
deposition patterns are numerically investigated and compared
between human and rat realistic nasal cavities using
Computational Fluid Dynamics (CFD). Resting breathing
conditions are chosen and airflow patterns are visualised by
streamlines. To have better comparisons of deposition patterns,
deposited particles are projected into pre-divided 2D domains
based on anatomical features using surface-mapping technique.
The results show significant differences between human and rat
due to the different nasal geometries, especially at vestibule
regions. In human case, large micro-particles deposit primarily
in vestibule, septum and pharynx and small micro-particlesrelatively scattered in the whole cavity. On the contrary, in the
rat case, large and small micro-particles are captured by the first
and second bend of vestibule region.
INTRODUCTIONThe nasal cavity is an efficient filtering component of upper
respiratory tract to protect the lung from airborne particles. To
evaluate the health risk by inhalation exposure, toxicity data
extrapolation from laboratory animals (e.g. rat, monkey) to
humans is widely used. Previous in-vivo and in-vitro
experimental studies indicated the nasal filtering is efficient when
micro-sized particles larger than 10 µm (for human) or 5 µm
(for rat), and nano-sized particles smaller than 10 nm (both forhuman and rat) [1-6]. Micro-particle deposition efficiency
increases rapidly as inertial increases with the size.
Experiments are costly and inefficient in this type of
investigations. Particle dosimetry models such as MPPD model
[7, 8] and semi-empirical model [9] have been developed to
predict the deposition efficiencies of inhaled particles among
different regions of the respiratory system for human and rat.
Computational fluid dynamics (CFD) simulation is an alternate
way to estimate airflow patterns and main particle depositionsites. Due to the intricate nasal cavity geometry, majority of
previous studies focused their research efforts on overall particle
deposition analysis. Numerous numerical studies roughly
indicated that the deposited micro-sized particles are mainly
concentrated at the nasal valve and the septum for the human
model, and at the anterior region of the nose for rat [10-13]
Besides, regional particle deposition efficiencies in the nasa
cavity are important as particles can cross the respiratory
epithelium and reach the underlying tissue, blood vessels and
even brain via the Blood-Brain-Barrier [14]. However to date
comparative studies of particle deposition patterns between
human and rat nasal cavities are limited because visualization of
deposition patterns are difficult even with a 3D viewer due tothe complexity of highly curved nasal geometries.
In this paper, airflow patterns and micro-particle deposition
patterns are investigated and compared between human and ra
nasal cavities. To advance the analysis method of particle
deposition, particle deposition patterns are visualized by surface
mapping technique proposed by Inthavong et al. [15-17
converting the complex 3D endothelial surface of nasal cavity
into a flat 2D domain. Both human and rat nasal cavities are
anatomically divided into seven regions accordingly fo
analysing and comparing regional depositions. This comparative
study can contribute towards improving extrapolations o
physiological response to inhaled particles from rat to human.
METHOD
A. Geometry
Two realistic models representing human (labeled as NC04
48-year-old male) and rat (labeled as RNC01, 400g Sprague
Dawley) nasal cavities are reconstructed from CT scans (Fig
1a,1b), the detailed reconstruction method of which can be
found in [18]. Each model includes both left and right nasa
https://www.researchgate.net/publication/21101392_In_Vivo_Deposition_of_Ultrafine_Aerosols_in_the_Nasal_Airway_of_the_Rat?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/11890030_Deposition_of_fine_and_coarse_aerosols_in_a_rat_nasal_mold?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/14633009_A_Multiple-Path_Model_of_Particle_Deposition_in_the_Rat_Lung?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/14633009_A_Multiple-Path_Model_of_Particle_Deposition_in_the_Rat_Lung?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/11890030_Deposition_of_fine_and_coarse_aerosols_in_a_rat_nasal_mold?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/21101392_In_Vivo_Deposition_of_Ultrafine_Aerosols_in_the_Nasal_Airway_of_the_Rat?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==
8/18/2019 How Reliable is the Extrapolation_Localized Particle Deposition Patterns in Human_rat Nasal Cavities
3/5
8/18/2019 How Reliable is the Extrapolation_Localized Particle Deposition Patterns in Human_rat Nasal Cavities
4/5
3 Copyright © 2015 by ASME
nostrils and decelerates slightly till it reaches the pharynx region,
and then accelerates again to 6.5 m/s (Fig 2c). While in rat’s
case the airflow immediately turns sharply followed by a 180
degree bend and a 90 degree bend when inhaled into nostrils,
drastically accelerating it from nearly 0 to 10 m/s (Fig 2d). This
leads to significant impact of high inertial particles. The air
predominantly flows through the middle passage and a largerecirculation is found in the pocket-like olfactory region (Fig
2b), which may provide a possible site for particle deposition.
B. 3D micro-particle deposition patterns
Ten thousand particles are visualised in lateral view by dots
in the 3D domain. The particle Stokes number (Stk ) was used to
determine appropriate particles sizes representing equivalent
particle behavior between these two species. The particle
deposition efficiency is defined as the quantity of deposited
particles over inhaled particles.
Figure 3. 3D view of micro-sized particles deposition of two
particular particle sizes representing Stk < 0.1 and Stk > 1 in
human (a), and rat (b).
Figure 3 illustrates deposition of small particles (Stk < 0.1,
2.5 µm for human, 1 µm for rat, and coloured by blue) and large
particles (Stk > 1, 20 µm for human, 3 µm for rat, and coloured by red). In the human case, major deposition sites for large
particles are concentrated at the top of the vestibule, the main
passage and pharynx region (Fig 3a). While small particles
relatively scattered in the whole cavity. These patterns are
consistent with previous reported conclusions [10].
Comparing to the human model, the vestibule region of the
rat model performs more significant filtration function as the
majority of the inhaled particles deposits in this region,
especially for large particles (100% deposition) as shown in the
enlarged view. This is due to the unique nasal shape of two
sharp bends with 180 degree for the first bend and 90 degree for
the other one(Fig 2d). Small portion of small particles escaped
from vestibule are scattered in the main passage.
For both cases, particle deposition efficiencies for smal
particles are below 5% while for large particles are nearly 100%However, further detailed deposition features could not be
revealed from here due to data overlapping.
C. 2D micro-particle deposition patterns
Figure 4. 2D view of micro-sized particles deposition of two
particular particle sizes representing Stk < 0.1 and Stk > 1 in
human (a), and rat (b).
Through converting the particle deposition patterns into 2D
views, more deposition features can be observed. According to
the human case in the Figure 4a, more particles deposit in the
right nasal cavity due to the asymmetric geometry. Besides, the
septum region captures almost all large particles which deposi
in the main passage. For the rat case (Figure 4b), large particles
are significantly concentrated at the top of the first bend in the
vestibule. As a supplement to the deposition patterns in the 3D
view, majority of small particles deposit in both bends in the ravestibule. Considerable portions of the remaining particles which
are scattered in the main passage mainly deposit in the olfactory
region.
CONCLUSION
To improve the data extrapolation from monitored
exposures of laboratory animals to possible human exposure
8/18/2019 How Reliable is the Extrapolation_Localized Particle Deposition Patterns in Human_rat Nasal Cavities
5/5
4 Copyright © 2015 by ASME
scenarios, this study numerically compared micro- and nano-
sized particle deposition patterns in human and rat nasal cavities.
Simulations are based on realistic 3D models
reconstructed from CT scans. Differences of nasal size, shape
and structure between two species lead to different airflow
patterns and affect particle motions. The major anatomical
difference is found at the vestibule region, where two sharpturns (a U-turn 180 degree bend followed by a 90 degree bend)
in the rat vestibule perform significant filtering functions
primarily for micro-particles. Deposited particles are visualized
in both 3D view and 2D view by applying the surface mapping
technique. Significant discrepancies of micro- and nano-particle
deposition patterns between the human and rat cases are
observed.
This study indicates that the extrapolation from laboratory
animals to human should be carefully considered due to their
physiological differences in the anatomical level. It also provides
an approach towards interspecies dose-response comparisons,
and facilitates policy makers and governments to conduct
particulate matter risk assessment and outline policies forreducing emissions of certain particulates when necessary.
ACKNOWLEDGMENTSThis work was supported by the Australian Research
Council (ARC project ID DP120103958), and National Natural
Science Foundation of China (NSFC 21277080).
REFERENCES
[1] Kelly, J.T., et al., Particle deposition in human nasal airway
replicas manufactured by different methods. Part I: Inertial
regime particles. Aerosol Science and Technology, 2004.
38(11): p. 1063-1071.[2] Kelly, J.T., et al., Particle deposition in human nasal airway
replicas manufactured by different methods. Part II: Ultrafine
particles. Aerosol Science and Technology, 2004. 38(11): p.
1072-1079.
[3] Cheng, Y.S., et al., Nasal deposition of ultrafine particles in
human volunteers and its relationship to airway geometry.
Aerosol Science and Technology, 1996. 25(3): p. 274-291.
[4] Cheng, Y.S., et al., Deposition of Ultrafine Aerosols in Rat
Nasal Molds. Toxicology and Applied Pharmacology, 1990.
106(2): p. 222-233.
[5] Gerde, P., Y.S. Cheng, and M.A. Medinsky, Invivo
Deposition of Ultrafine Aerosols in the Nasal Airway of the
Rat. Fundamental and Applied Toxicology, 1991. 16(2): p. 330-336.
[6] Kelly, J.T., J.S. Kimbell, and B. Asgharian, Deposition of
fine and coarse aerosols in a rat nasal mold. Inhalation
Toxicology, 2001. 13(7): p. 577-588.
[7] Anjilvel, S. and B. Asgharian, A Multiple-Path Model of
Particle Deposition in the Rat Lung. Fundamental and Applied
Toxicology, 1995. 28(1): p. 41-50.
[8] Asgharian, B., F.J. Miller, and R.P. Subramaniam, Dosimetry
software to predict particle deposition in humans and rats. CIIT
Activities, 1999. 19(3): p. 1-6.
[9] ICRP, Human respiratory tract model for radiologica
protection. Annals of ICRP, 1994. ICRP Publication 66(24): p
231.
[10] Wang, S.M., et al., Comparison of micron- andnanoparticle deposition patterns in a realistic human nasa
cavity. Respiratory Physiology & Neurobiology, 2009. 166(3)
p. 142-151.
[11] Schroeter, J.D., et al., Computational fluid dynamics
simulations of submicrometer and micrometer particle
deposition in the nasal passages of a Sprague-Dawley rat
Journal of Aerosol Science, 2012. 43(1): p. 31-44.
[12] Ghalati, P.F., et al., Numerical analysis of micro- and
nano-particle deposition in a realistic human upper airway
Computers in Biology and Medicine, 2012. 42(1): p. 39-49.
[13] Garcia, G.J.M. and J.S. Kimbell, Deposition of inhaled
nanoparticles in the rat nasal passages: Dose to the olfactory
region. Inhalation Toxicology, 2009. 21(14): p. 1165-1175.[14] Knudsen, K.B., et al., Differential toxicological response
to positively and negatively charged nanoparticles in the ra
brain. Nanotoxicology, 2014. 8(7): p. 764-774.
[15] Y.D. Shang, K. Inthavong, and J.Y. Tu, Application of
Surface Mapping to Visualize Wall Shear Stress and Particles
Deposition in a Realistic Human Nasal Cavity. APCOM &
ISCM 2013, 2013.
[16] Y.D. Shang, K. Inthavong, and J.Y. Tu, Detailed micro
particle deposition patterns in the human nasal cavity
influenced by the breathing zone. Computers & Fluids, 2015
114(0): p. 141-150.
[17] K. Inthavong, Y.D. Shang, and J.Y. Tu, Surface mapping
for visualization of wall stresses during inhalation in a humannasal cavity. Respiratory Physiology & Neurobiology, 2014
190(1): p. 54-61.
[18] K. Inthavong, et al., From Ct Scans to Cfd Modelling
Fluid and Heat Transfer in a Realistic Human Nasal Cavity
Engineering Applications of Computational Fluid Mechanics
2009. 3(3): p. 321-335.
[19] Mauderly, J.L., J.E. Tesarek, and L.J. Sifford, Respiratory
measurements of unsedated small laboratory mammals using
nonrebreathing valves. Laboratory animal science, 1979. 29(3)
p. 323-329.
*Correspondence email: [email protected]
https://www.researchgate.net/publication/21101392_In_Vivo_Deposition_of_Ultrafine_Aerosols_in_the_Nasal_Airway_of_the_Rat?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/21101392_In_Vivo_Deposition_of_Ultrafine_Aerosols_in_the_Nasal_Airway_of_the_Rat?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/21101392_In_Vivo_Deposition_of_Ultrafine_Aerosols_in_the_Nasal_Airway_of_the_Rat?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/21101392_In_Vivo_Deposition_of_Ultrafine_Aerosols_in_the_Nasal_Airway_of_the_Rat?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/21101392_In_Vivo_Deposition_of_Ultrafine_Aerosols_in_the_Nasal_Airway_of_the_Rat?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/21101392_In_Vivo_Deposition_of_Ultrafine_Aerosols_in_the_Nasal_Airway_of_the_Rat?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/21101392_In_Vivo_Deposition_of_Ultrafine_Aerosols_in_the_Nasal_Airway_of_the_Rat?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/21101392_In_Vivo_Deposition_of_Ultrafine_Aerosols_in_the_Nasal_Airway_of_the_Rat?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/11890030_Deposition_of_fine_and_coarse_aerosols_in_a_rat_nasal_mold?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/11890030_Deposition_of_fine_and_coarse_aerosols_in_a_rat_nasal_mold?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/11890030_Deposition_of_fine_and_coarse_aerosols_in_a_rat_nasal_mold?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/11890030_Deposition_of_fine_and_coarse_aerosols_in_a_rat_nasal_mold?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/11890030_Deposition_of_fine_and_coarse_aerosols_in_a_rat_nasal_mold?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/11890030_Deposition_of_fine_and_coarse_aerosols_in_a_rat_nasal_mold?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/11890030_Deposition_of_fine_and_coarse_aerosols_in_a_rat_nasal_mold?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/14633009_A_Multiple-Path_Model_of_Particle_Deposition_in_the_Rat_Lung?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/14633009_A_Multiple-Path_Model_of_Particle_Deposition_in_the_Rat_Lung?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/14633009_A_Multiple-Path_Model_of_Particle_Deposition_in_the_Rat_Lung?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/14633009_A_Multiple-Path_Model_of_Particle_Deposition_in_the_Rat_Lung?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/14633009_A_Multiple-Path_Model_of_Particle_Deposition_in_the_Rat_Lung?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/14633009_A_Multiple-Path_Model_of_Particle_Deposition_in_the_Rat_Lung?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/14633009_A_Multiple-Path_Model_of_Particle_Deposition_in_the_Rat_Lung?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/14633009_A_Multiple-Path_Model_of_Particle_Deposition_in_the_Rat_Lung?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/14633009_A_Multiple-Path_Model_of_Particle_Deposition_in_the_Rat_Lung?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/14633009_A_Multiple-Path_Model_of_Particle_Deposition_in_the_Rat_Lung?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/11890030_Deposition_of_fine_and_coarse_aerosols_in_a_rat_nasal_mold?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/11890030_Deposition_of_fine_and_coarse_aerosols_in_a_rat_nasal_mold?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/11890030_Deposition_of_fine_and_coarse_aerosols_in_a_rat_nasal_mold?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/21101392_In_Vivo_Deposition_of_Ultrafine_Aerosols_in_the_Nasal_Airway_of_the_Rat?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/21101392_In_Vivo_Deposition_of_Ultrafine_Aerosols_in_the_Nasal_Airway_of_the_Rat?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/21101392_In_Vivo_Deposition_of_Ultrafine_Aerosols_in_the_Nasal_Airway_of_the_Rat?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==https://www.researchgate.net/publication/21101392_In_Vivo_Deposition_of_Ultrafine_Aerosols_in_the_Nasal_Airway_of_the_Rat?el=1_x_8&enrichId=rgreq-f3c8e4b7-76df-4037-b207-3a08135e317f&enrichSource=Y292ZXJQYWdlOzI5MjE1OTY5NztBUzozMjMzOTkwOTQ2MDM3NzZAMTQ1NDExNTc2MDU5Mw==