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Published on: August 18, 2023
A Distribution-Based Metric for Quantifying Dispersibility in Dry Powder Inhalers
Grace Xia1, Bhanuz Dechayont1, Linze Che1
1Department of Pharmaceutical Sciences, College of Pharmacy, University of Michigan, 1007 E. Huron St., Ann Arbor, MI 48104, USA.
The Wasserstein distance quantifies dry powder inhaler aerosol dispersibility, offering a reproducible method for optimizing inhaler formulations and device designs. This approach aids in evaluating powder dispersion efficiency across various conditions.
Area of Science:
- Pharmaceutical Technology
- Aerosol Science
- Materials Science
Background:
- Evaluating aerosol dispersibility in dry powder inhalers (DPIs) is crucial for effective lung delivery.
- Variations in particle properties and device resistance significantly impact aerodynamic performance.
- Current methods like cascade impaction have limitations in throughput and experimental burden for systematic screening.
Purpose of the Study:
- To introduce and validate a novel framework using the Wasserstein distance (Earth Mover's Distance) for quantifying aerosol dispersibility.
- To establish a mathematically rigorous, distribution-based metric relative to a material-specific maximally dispersed reference state.
- To enable systematic comparison of dispersion efficiency across different DPI formulations and device operating conditions.
Main Methods:
- Spray-dried model powders (mannitol, trehalose, inulin) were characterized using laser diffraction.
- A maximally dispersed reference state was established using a RODOS dry dispersion module.
- Aerosols were generated under varying conditions using an INHALER module, and Wasserstein-1 distance (W1) was computed.
- Cascade impaction served as an orthogonal validation method.
Main Results:
- The W1 metric effectively captured formulation-, device-, and flow-dependent dispersibility differences.
- Crystalline mannitol showed higher, flow-rate-dependent W1 values compared to amorphous trehalose and inulin.
- W1 results qualitatively correlated with cascade impaction metrics (MMAD, FPF), indicating its utility.
Conclusions:
- The Wasserstein distance provides a physically interpretable, formulation-agnostic metric for aerosol dispersibility.
- This framework enables reproducible evaluation and optimization of DPI formulations and inhaler designs.
- Utilizes standard laser diffraction data for efficient screening and mechanistic understanding.
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