A Parametric 3D Model of Human Airways for Particle Drug Delivery and Deposition

被引:3
作者
Geronzi, Leonardo [1 ,2 ]
Fanni, Benigno Marco [3 ]
De Jong, Bart [4 ]
Roest, Gerben [5 ]
Kenjeres, Sasa [6 ]
Celi, Simona [3 ]
Biancolini, Marco Evangelos [1 ,2 ]
机构
[1] RBF Morph, I-00040 Rome, Italy
[2] Univ Roma Tor Vergata, Dept Enterprise Engn Mario Lucertini, I-00133 Rome, Italy
[3] Fdn Toscana G Monasterio, Bioengn Unit, BioCardioLab, I-56124 Massa, Italy
[4] ONE Simulat, NL-2312 Leiden, Netherlands
[5] Grep IT, NL-2211 Noordwijkerhout, Netherlands
[6] Delft Univ Technol, Fac Appl Sci, Dept Chem Engn, NL-2629 Delft, Netherlands
关键词
respiratory diseases; particle deposition; computational fluid dynamics; RBF mesh morphing; parametric airways modeling; AEROSOL DEPOSITION; HUMAN-LUNG; NANOPARTICLE-DEPOSITION; CFD-DEM; FLOW; SIMULATION; TRANSPORT;
D O I
10.3390/fluids9010027
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
The treatment for asthma and chronic obstructive pulmonary disease relies on forced inhalation of drug particles. Their distribution is essential for maximizing the outcomes. Patient-specific computational fluid dynamics (CFD) simulations can be used to optimize these therapies. In this regard, this study focuses on creating a parametric model of the human respiratory tract from which synthetic anatomies for particle deposition analysis through CFD simulation could be derived. A baseline geometry up to the fourth generation of bronchioles was extracted from a CT dataset. Radial basis function (RBF) mesh morphing acting on a dedicated tree structure was used to modify this baseline mesh, extracting 1000 synthetic anatomies. A total of 26 geometrical parameters affecting branch lengths, angles, and diameters were controlled. Morphed models underwent CFD simulations to analyze airflow and particle dynamics. Mesh morphing was crucial in generating high-quality computational grids, with 96% of the synthetic database being immediately suitable for accurate CFD simulations. Variations in wall shear stress, particle accretion rate, and turbulent kinetic energy across different anatomies highlighted the impact of the anatomical shape on drug delivery and deposition. The study successfully demonstrates the potential of tree-structure-based RBF mesh morphing in generating parametric airways for drug delivery studies.
引用
收藏
页数:21
相关论文
共 72 条
[1]  
Aghababaie M., 2023, P 2023 45 ANN INT C, P1
[2]   Global Initiative for Chronic Obstructive Lung Disease 2023 Report: GOLD Executive Summary [J].
Agusti, Alvar ;
Celli, Bartolome R. ;
Criner, Gerard J. ;
Halpin, David ;
Anzueto, Antonio ;
Barnes, Peter ;
Bourbeau, Jean ;
Han, MeiLan K. ;
Martinez, Fernando J. ;
de Oca, Maria Montes ;
Mortimer, Kevin ;
Papi, Alberto ;
Pavord, Ian ;
Roche, Nicolas ;
Salvi, Sundeep ;
Sin, Don D. ;
Singh, Dave ;
Stockley, Robert ;
Varela, M. Victorina Lopez ;
Wedzicha, Jadwiga A. ;
Vogelmeier, Claus F. .
EUROPEAN RESPIRATORY JOURNAL, 2023, 61 (04)
[3]   Development of human respiratory airway models: A review [J].
Ahookhosh, Kaveh ;
Pourmehran, Oveis ;
Aminfar, Habib ;
Mohammadpourfard, Mousa ;
Sarafraz, Mohammad Mohsen ;
Hamishehkar, Hamed .
EUROPEAN JOURNAL OF PHARMACEUTICAL SCIENCES, 2020, 145
[4]  
Antiga L., 2003, P WSCG PLZEN BORY
[5]   An image-based modeling framework for patient-specific computational hemodynamics [J].
Antiga, Luca ;
Piccinelli, Marina ;
Botti, Lorenzo ;
Ene-Iordache, Bogdan ;
Remuzzi, Andrea ;
Steinman, David A. .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2008, 46 (11) :1097-1112
[6]   Multispecies aerosol evolution and deposition in a human respiratory tract cast model [J].
Asgari, Mahdi ;
Lucci, Francesco ;
Kuczaj, Arkadiusz K. .
JOURNAL OF AEROSOL SCIENCE, 2021, 153
[7]   Segmentation and analysis of the human airway tree from three-dimensional X-ray CT images [J].
Aykac, D ;
Hoffman, EA ;
McLennan, G ;
Reinhardt, JM .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2003, 22 (08) :940-950
[8]  
Ayodele O.J., 2021, Int. J. Biomed. Sci. Eng., V9, P16, DOI DOI 10.11648/J.IJBSE.20210902.12
[9]   Airway distensibility and volume recruitment with lung inflation in COPD [J].
Baldi, Simonetta ;
Dellaca, Raffaele ;
Govoni, Leonardo ;
Torchio, Roberto ;
Aliverti, Andrea ;
Pompilio, Pasquale ;
Corda, Luciano ;
Tantucci, Claudio ;
Gulotta, Carlo ;
Brusasco, Vito ;
Pellegrino, Riccardo .
JOURNAL OF APPLIED PHYSIOLOGY, 2010, 109 (04) :1019-1026
[10]   Predicting particle deposition using a simplified 8-path in silico human lung prototype [J].
Barrio-Perotti, R. ;
Martin-Fernandez, N. ;
Vigil-Diaz, C. ;
Walters, K. ;
Fernandez-Tena, A. .
JOURNAL OF BREATH RESEARCH, 2023, 17 (04)