Abstract
Anterior rhinomanometry is the current gold standard for the objective assessment of nasal breathing by determining the nasal resistance. However, computational fluid dynamics would allow spatially and temporally well- resolved investigation of additional flow parameters. In this study, measured values of nasal resistance are compared with measured values. An unclear discrepancy between the two methods was found, suggesting further investigation.
1 Introduction
The human nose plays a substantial role in respiration as well as olfactory and gustatory sensation. Its purpose is not only to condition and cleanse inhaled air, but also to facilitate a transnasal airstream which contributes to maintaining the inner milieu of the nasal cavity and thus the noses’ function [1].
Impaired nasal breathing is a frequent issue in otorhinolaryngology with high prevalence in all demographic groups. The reasons that may lead to perception of impaired nasal breathing are manifold and range from disturbed flow or neurologic problems to psychological issues. Thus, identifying a specific cause of the perception of impaired nasal breathing is often difficult. While there are diagnostic tools for spatially well-resolved examination of the nasal cavity’s geometry [e.g. X-ray computed tomography (CT), acoustic rhinometry] as well as test kits for olfactory and trigeminal function, there is no spatially resolved method for assessment of nasal airflow, yet. The current gold standard in the assessment of nasal airflow is the anterior rhinomanometry (RMM). This method allows assessment of the nasal resistance of both sides of the nose as function of the volume flow rate through that side of the nose. Subsequently, the total nasal resistance can be calculated from those measured unilateral resistances. This method allows only the calculation of an integral measurement, however.
Therefore, utilization of computational fluid dynamics (CFD) for assessment of nasal airflow might be an essential step toward better understanding of the nose’s function as well as treatment of impaired nasal breathing. CFD was already used for investigation of several aspects of nasal breathing: identification of common flow patterns as well as parameters associated with impaired nasal breathing, optimization of drug application via the nose and patient-specific treatment planning [2], [3], [4], [5], [6], [7].
Incorporation of CFD into clinical routine might improve diagnosis and treatment within the near future. However, even though substantial progress was made in the understanding of nasal airflow using CFD as well as in-vitro experiments (excellently summarized in [8]), it is of utmost importance to validate CFD against the current gold standard RMM to ensure a good acceptance of this method in a clinical setting.
This project’s aim was to validate CFD-derived flow resistances with RMM measurements of the same patients.
2 Material and methods
For a preliminary experiment, three subjects were chosen from existing, retrospective data. For these patients, RMM measurements were available as well as CT image data.
2.1 Rhinomanometric measurements
RMM was performed using a 4RHINO system (Rhinolab GmbH, Freiburg, Germany). During the RMM measurements, one nostril was closed using a piece of tape. A tube, piercing the tape, allowed measurement of the static pressure within the closed side of the nose. This pressure is equal to the pressure within the nasopharynx where both sides of the nasal cavity merge. A simplified illustration of this design is shown in Figure 1.
![Figure 1 Simplified scheme of the RMM system used. The difference pressure between the ambient within the mask and the closed side of the nose is measured (1). The volume flow rate passing through the open side of the nose is measured within the mouthpiece (2) after passing a filter (3) (based on [9]).](/document/doi/10.1515/cdbme-2016-0136/asset/graphic/j_cdbme-2016-0136_fig_001.jpg)
Simplified scheme of the RMM system used. The difference pressure between the ambient within the mask and the closed side of the nose is measured (1). The volume flow rate passing through the open side of the nose is measured within the mouthpiece (2) after passing a filter (3) (based on [9]).
At least five breathing cycles were measured for each side of the nose. Pressure and volume flow rate were recorded every 5 ms. Only measurements of the left nasal cavity were available for the second patient.
Commonly, the volume flow rate (Q) at a pressure drop (△ p) of 150 pascal is used for calculation of flow resistance (
2.2 X-ray computed tomography (CT)
CT image acquisition was performed using a Toshiba Aquilion 64 scanner (Nasu, Japan) at a resolution of 0.25 mm ⋅ 0.25 mm ⋅ 0.4 mm. This resolution was shown to be sufficient for geometry reconstruction and subsequent CFD use [11].
2.3 Segmentation and mesh generation
The geometries of all three nasal cavities were segmented using ZIBAmira (version 2015.28; Zuse Institute Berlin, Germany). While methods such as radio density thresholding and region growing algorithms were used, the segmentation process was performed mostly manually. The nasal cavity was truncated at the nostrils as well as at the pharynx at the height of the larynx. Nasal sinuses as well as ethmoidal air cells were excluded from the segmentation.
Surface geometries were then generated from the final segmentation and smoothed using ReMESH (version 2.0, IMATI, Genoa, Italy). These surfaces were imported into StarCCM+ (version 10.06, CD-adapco, Melville, USA). Using StarCCM+ a polyhedral volume mesh was generated. The node distance of the meshes was 0.4 mm. A boundary layer consisting of three prism layers featuring a total thickness of 36.4% of the node distance was specified. This mesh resolution was shown to be suited for numerical investigation of nasal airflow [12].
2.4 Numerical simulations
Numerical simulations were performed using StarCCM+. Air was modelled as a Newtonian fluid with a constant density of ρ = 1.225 kg/m3 and a viscosity of η = 17 μPa.
The walls of the nasal cavity were assumed to be rigid, and a no-slip boundary condition was applied. To ensure comparability to RMM measurements, one nostril was closed, while the other one was specified as a pressure outlet with the target pressure set to zero. At the pharynx a constant velocity boundary condition was set. The velocities were set in such a way, that the resulting inspiratory and expiratory flow rates were equal to those measured at a pressure drop of 150 pascal during RMM. Thus, four steady simulations per patient were performed.
Since the nasal airflow during restful breathing only features transitional turbulence, turbulence was modelled using a standard k-ω-SST model with a low turbulence intensity of 2%.
Simulations were considered converged when residuals reached a limit of 10−5 and pressure values, monitored at randomly chosen points, were constant. The pressure drop across the open side of the nose was calculated as the difference of the surface averaged static pressure at the open nostril and the pharynx.
If both methods are able to correctly predict the pressure drop across the nasal cavity – and thus the nasal resistance – they should yield the same results.
3 Results
The unilateral resistances measured during RMM at a pressure drop of 150 Pascal are specified in Table 1. While patient 3 was symptom-free, patients 1 and 2 suffered from impaired nasal breathing. According to RMM, as well as the patient’s self-assessment, patient 1 had a severe obstruction of the left side of the nose, resulting in a resistance of more than 5 Pa/ml at a flow rate of only 28 ml/s. The range of measured flow rates at a pressure drop of 150 pascal was 28 ml/s to 490 ml/s.
Unilateral resistances in Pa/ml at a pressure drop of 150 pascal measured during inspiration and expiration using rhinomanometry.
Patient | Inspiration | Expiration | ||
---|---|---|---|---|
Left | Right | Left | Right | |
1 | 5.35 | 0.52 | 5.17 | 0.55 |
2 | 1.29 | – | 1.07 | – |
3 | 0.31 | 0.36 | 0.32 | 0.40 |
The corresponding flow rates were then used to specify the inflow boundary conditions of all simulations. The pressure drop across the nasal cavity was then calculated. The resulting unilateral resistances of the simulations are specified in Table 2. The static pressure distribution at the wall of the nasal cavity of patient 2 is shown in Figure 2.
Unilateral resistances in Pa/ml calculated at the flow rates measured during RMM at a pressure drop of 150 Pascal.
Patient | Inspiration | Expiration | ||
---|---|---|---|---|
Left | Right | Left | Right | |
1 | 0.031 (28) | 0.036 (286) | 0.040 (29) | 0.053 (270) |
2 | 0.017 (116) | – | 0.029 (140) | – |
3 | 0.055 (490) | 0.120 (415) | 0.070 (468) | 0.110 (374) |
Those flow rates are specified within brackets in ml/s.

Example of the calculated static pressure distribution for the geometry of the second patient’s nasal cavity. A distinct pressure drop can be observed at the nasal isthmus behind the left nostril.
The median resistance of the simulations is RCFD = 0.047 Pa/ml with resistances ranging from 0.02 to 0.12 Pa/ml. In all simulations, the calculated pressure drops, and therefore the predicted unilateral resistances, are more than one order of magnitude smaller than the unilateral resistances measured using RMM. Therefore, CFD significantly underestimates the nasal resistance measured using RMM.
4 Discussion
In a multi-centric study, Vogt et al. evaluated nearly 37,000 RMM measurements using a device similar to the one used in the present study [10]. The RMM results obtained in the present study agree well with the measurements of Vogt et al. Therefore, possible errors associated with numerical studies were analysed.
Limitations, assumptions and boundary conditions of the methods used in this study have previously been thoroughly evaluated by several groups. Truncating the nasal cavity at the nostrils and excluding the ambient was shown to have no severe effect on predicted pressure drop over the nasal cavity [13]. Doorly et al. were able to show good agreements of flow fields calculated using CFD with those measured in-vitro using Particle Image Velocimetry [8]. The quasi-steady assumption, i.e. simulating only a stationary moment of the breathing cycle, was shown to be a valid assumption [8], [14]. According to Fodil et al. ignoring tissue elasticity does not result in gross differences in predicted pressure drop for flow rates observed during restful breathing [15]. Furthermore, we examined the effect of shrinking the nasal cavity, altering the radio density threshold during segmentation and adding a mask to the computational domain. Neither of these alterations caused relevant differences in the pressure drops.
Additionally, the CFD-derived nasal resistance values match those obtained in several other CFD studies of nasal airflow. Hemtiwakorn et al. for example reported calculated flow resistances of approximately 0.03 Pa/ml, while RMM measurements predicted resistances an order of magnitude higher [5]. Even in patients with severe nasal obstruction, nasal resistance values calculated using CFD are usually smaller than 0.2 Pa/ml [16], [17] and are thus much smaller than the values measured using RMM [10]. Nasal resistances calculated using CFD were found to usually be smaller than 0.05 Pa/ml in a review by Kim et al. [18].
Thus, the bias between CFD and RMM seems to be a common problem. Therefore, further careful investigations addressing the numerical approach as well as RMM are indicated.
5 Conclusion
Severe differences between nasal resistances measured using RMM and calculated using CFD were found in this study, as well as within existing literature.
While RMM correlates well with impaired nasal breathing, it is limited to an integral measurement of total nasal resistance. However, it is the current gold standard in the assessment of nasal function.
Furthermore, methods used for numerical assessment of nasal airflow are well understood and validated using in-vitro experiments. However, it appears that the calculation of nasal resistance using CFD often leads to a gross underestimation of nasal resistance compared to in-vivo measurements.
The suspicion that CFD is not suited for calculation of nasal resistances might arise, since RMM is thoroughly embedded in clinical routine. Nonetheless, calculation of pressure drop using CFD is usually a reliable method as well. Therefore, it is unclear, whether RMM measurements alter the breathing behaviour or the airflow in a way that is not yet well understood. Additional research is clearly needed to determine the cause of these differences.
Acknowledgement
The authors would like to thank the Rhinolab GmbH for providing a 4RHINO system at the Park-Klinik Weißensee, Berlin, which will be helpful in further investigations.
Author’s Statement
Research funding: The author state no funding involved. Conflict of interest: Authors state no conflict of interest. Material and methods: Informed consent: Informed consent has been obtained from all individuals included in this study. Ethical approval: The research related to human use complies with all the relevant national regulations, institutional policies and was performed in accordance with the tenets of the Helsinki Declaration, and has been approved by the authors’ institutional review board or equivalent committee.
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©2016 Jan Osman et al., licensee De Gruyter.
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.
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- Medication process in Styrian hospitals
- Control tower to surgical theater
- Development of a skull phantom for the assessment of implant X-ray visibility
- Surgical navigation with QR codes
- Investigation of the pressure gradient of embolic protection devices
- Computer assistance in femoral derotation osteotomy: a bottom-up approach
- Automatic depth scanning system for 3D infrared thermography
- A service for monitoring the quality of intraoperative cone beam CT images
- Resectoscope with an easy to use twist mechanism for improved handling
- In vitro simulation of distribution processes following intramuscular injection
- Adjusting inkjet printhead parameters to deposit drugs into micro-sized reservoirs
- A flexible standalone system with integrated sensor feedback for multi-pad electrode FES of the hand
- Smart control for functional electrical stimulation with optimal pulse intensity
- Tactile display on the remaining hand for unilateral hand amputees
- Effects of sustained electrical stimulation on spasticity assessed by the pendulum test
- An improved tracking framework for ultrasound probe localization in image-guided radiosurgery
- Improvement of a subviral particle tracker by the use of a LAP-Kalman-algorithm
- Learning discriminative classification models for grading anal intraepithelial neoplasia
- Regularization of EIT reconstruction based on multi-scales wavelet transforms
- Assessing MRI susceptibility artefact through an indicator of image distortion
- EyeGuidance – a computer controlled system to guide eye movements
- A framework for feedback-based segmentation of 3D image stacks
- Doppler optical coherence tomography as a promising tool for detecting fluid in the human middle ear
- 3D Local in vivo Environment (LivE) imaging for single cell protein analysis of bone tissue
- Inside-Out access strategy using new trans-vascular catheter approach
- US/MRI fusion with new optical tracking and marker approach for interventional procedures inside the MRI suite
- Impact of different registration methods in MEG source analysis
- 3D segmentation of thyroid ultrasound images using active contours
- Designing a compact MRI motion phantom
- Cerebral cortex classification by conditional random fields applied to intraoperative thermal imaging
- Classification of indirect immunofluorescence images using thresholded local binary count features
- Analysis of muscle fatigue conditions using time-frequency images and GLCM features
- Numerical evaluation of image parameters of ETR-1
- Fabrication of a compliant phantom of the human aortic arch for use in Particle Image Velocimetry (PIV) experimentation
- Effect of the number of electrodes on the reconstructed lung shape in electrical impedance tomography
- Hardware dependencies of GPU-accelerated beamformer performances for microwave breast cancer detection
- Computer assisted assessment of progressing osteoradionecrosis of the jaw for clinical diagnosis and treatment
- Evaluation of reconstruction parameters of electrical impedance tomography on aorta detection during saline bolus injection
- Evaluation of open-source software for the lung segmentation
- Automatic determination of lung features of CF patients in CT scans
- Image analysis of self-organized multicellular patterns
- Effect of key parameters on synthesis of superparamagnetic nanoparticles (SPIONs)
- Radiopacity assessment of neurovascular implants
- Development of a desiccant based dielectric for monitoring humidity conditions in miniaturized hermetic implantable packages
- Development of an artifact-free aneurysm clip
- Enhancing the regeneration of bone defects by alkalizing the peri-implant zone – an in vitro approach
- Rapid prototyping of replica knee implants for in vitro testing
- Protecting ultra- and hyperhydrophilic implant surfaces in dry state from loss of wettability
- Advanced wettability analysis of implant surfaces
- Patient-specific hip prostheses designed by surgeons
- Plasma treatment on novel carbon fiber reinforced PEEK cages to enhance bioactivity
- Wear of a total intervertebral disc prosthesis
- Digital health and digital biomarkers – enabling value chains on health data
- Usability in the lifecycle of medical software development
- Influence of different test gases in a non-destructive 100% quality control system for medical devices
- Device development guided by user satisfaction survey on auricular vagus nerve stimulation
- Empirical assessment of the time course of innovation in biomedical engineering: first results of a comparative approach
- Effect of left atrial hypertrophy on P-wave morphology in a computational model
- Simulation of intracardiac electrograms around acute ablation lesions
- Parametrization of activation based cardiac electrophysiology models using bidomain model simulations
- Assessment of nasal resistance using computational fluid dynamics
- Resistance in a non-linear autoregressive model of pulmonary mechanics
- Inspiratory and expiratory elastance in a non-linear autoregressive model of pulmonary mechanics
- Determination of regional lung function in cystic fibrosis using electrical impedance tomography
- Development of parietal bone surrogates for parietal graft lift training
- Numerical simulation of mechanically stimulated bone remodelling
- Conversion of engineering stresses to Cauchy stresses in tensile and compression tests of thermoplastic polymers
- Numerical examinations of simplified spondylodesis models concerning energy absorption in magnetic resonance imaging
- Principle study on the signal connection at transabdominal fetal pulse oximetry
- Influence of Siluron® insertion on model drug distribution in the simulated vitreous body
- Evaluating different approaches to identify a three parameter gas exchange model
- Effects of fibrosis on the extracellular potential based on 3D reconstructions from histological sections of heart tissue
- From imaging to hemodynamics – how reconstruction kernels influence the blood flow predictions in intracranial aneurysms
- Flow optimised design of a novel point-of-care diagnostic device for the detection of disease specific biomarkers
- Improved FPGA controlled artificial vascular system for plethysmographic measurements
- Minimally spaced electrode positions for multi-functional chest sensors: ECG and respiratory signal estimation
- Automated detection of alveolar arches for nasoalveolar molding in cleft lip and palate treatment
- Control scheme selection in human-machine- interfaces by analysis of activity signals
- Event-based sampling for reducing communication load in realtime human motion analysis by wireless inertial sensor networks
- Automatic pairing of inertial sensors to lower limb segments – a plug-and-play approach
- Contactless respiratory monitoring system for magnetic resonance imaging applications using a laser range sensor
- Interactive monitoring system for visual respiratory biofeedback
- Development of a low-cost senor based aid for visually impaired people
- Patient assistive system for the shoulder joint
- A passive beating heart setup for interventional cardiology training