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Updated: Apr 13, 2026

Measurement of Particle Size Distribution in Turbid Solutions by Dynamic Light Scattering Microscopy
Published on: January 9, 2017
Toward Resolving Heterogeneous Mixtures of Nanocarriers in Drug Delivery Systems through Light Scattering and Machine
Allan Mancoo1, Mariana Silva1, Claudia Lopes1
1iLoF-Intelligent Lab on Fiber, Rua de Godim 389, 4300 Porto, Portugal.
This study introduces a cost-effective, machine learning-powered method for characterizing nanocarriers (NCs) used in drug delivery. The technique offers rapid, non-destructive analysis of nanoparticle mixtures, accelerating therapeutic development.
Area of Science:
- Biomedical Engineering
- Materials Science
- Analytical Chemistry
Background:
- Nanocarriers (NCs) are crucial for targeted drug delivery, improving efficacy and reducing toxicity.
- Clinical translation of NCs is impeded by challenges in physicochemical characterization.
- Existing characterization methods are often time-consuming, costly, or destructive.
Purpose of the Study:
- To develop a cost-effective, high-throughput method for characterizing polydisperse nanoparticle mixtures.
- To overcome limitations of traditional characterization techniques for nanocarriers.
- To enable reliable and non-invasive assessment of nanocarrier-based drug delivery systems.
Main Methods:
- Utilized light scattering and optical forces combined with machine learning algorithms.
- Quantified relative concentration of nanoparticle suspensions by detecting refractive index and polydispersity changes.
- Employed a non-destructive approach requiring minimal sample preparation.
Main Results:
- Successfully characterized complex nanoparticle suspensions, including lipid-based NCs.
- Demonstrated accurate quantification of relative concentration and polydispersity.
- Validated the method using synthetic nanoparticles and a liposomal Doxorubicin formulation (Doxoves).
Conclusions:
- The developed methodology provides a rapid, cost-effective, and non-invasive solution for nanocarrier characterization.
- This approach can significantly accelerate the quality control and clinical translation of nanocarrier therapeutics.
- Advances in characterization are essential for ensuring the safety and efficacy of nanomedicines.
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