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Analysis of 4D-STEM methods for detecting metallic nanoparticles in amorphous ice: A numerical study
Gearóid Mangan1, Andrew Stewart2
1Physics Department, Faculty of Science and Engineering, University of Limerick, Limerick, Ireland.
Summary
We developed new algorithms to detect metallic nanoparticles in biological samples using cryo-scanning transmission electron microscopy. This improves visualization for medical applications.
Area of Science:
- Materials Science
- Biophysics
- Microscopy
Background:
- Metallic nanoparticles are crucial for medical imaging and therapies.
- Understanding nanoparticle-cell interactions is key for medical applications.
- Cryo-scanning transmission electron microscopy (Cryo-STEM) is vital for studying beam-sensitive biological systems.
Purpose of the Study:
- To develop methods for detecting metallic nanoparticles within biological samples using Cryo-STEM.
- To overcome the challenge of nanoparticle visibility obscured by surrounding vitrified ice.
Main Methods:
- Utilized extended ptychographic iterative engine (ePIE), non-negative matrix factorization (NMF), and virtual dark-field imaging algorithms.
- Tested detection across various ice thicknesses and electron beam fluxes.
- Applied methods to metallic nanoparticles embedded in ice slabs.
Main Results:
- Successfully demonstrated the detection of metallic nanoparticles in vitrified ice.
- Showcased the effectiveness of the developed algorithms under different experimental conditions.
- Improved nanoparticle visibility in bright-field Cryo-STEM images.
Conclusions:
- The developed algorithms enhance the detection of metallic nanoparticles in biological samples via Cryo-STEM.
- This advancement is critical for the future development of nanoparticle-based medical diagnostics and therapeutics.
- Improved visualization facilitates better understanding of nanoparticle-cell interactions.
Keywords:
4D-STEMBeam sensitive materialsCryo-STEMLow doseNanoparticlesNon-negative matrix factorisationPtychographyVirtual dark field imaging
