Analysis of 4D-STEM methods for detecting metallic nanoparticles in amorphous ice: A numerical study

Metallic nanoparticles play important roles in contrast enhancement and medical therapeutics. Understanding the mechanisms of nanoparticle-cell interactions is critical to the future development and utility of nanoparticles in medicine. Cryo-scanning transmission electron microscopy is suitable for collecting data from beam-sensitive biological systems. Detection of nanoparticles in these biological systems in bright-field cryo-scanning transmission electron microscopy is hindered by the vitrified ice surrounding them. Here, we demonstrate the detection of metallic nanoparticles embedded in slabs of ice with different thicknesses of ice for several electron beam fluxes, using the extended ptychographic iterative engine, non-negative matrix factorisation and virtual dark field imaging algorithms.

Authors

Institutions

Publication Details

Journal
Micron
Published
2025-11-09
DOI
https://doi.org/10.1016/j.micron.2025.103956
Primary Topic
Advanced Electron Microscopy Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Analysis of 4D-STEM methods for detecting metallic nanoparticles in amorphous ice: A numerical study

Gearóid Mangan, Andrew Stewart
Micron
Advanced Electron Microscopy Techniques and Applications
article

Analysis of 4D-STEM methods for detecting metallic nanoparticles in amorphous ice: A numerical study

Gearóid Mangan, Andrew Stewart
article en

Abstract

Metallic nanoparticles play important roles in contrast enhancement and medical therapeutics. Understanding the mechanisms of nanoparticle-cell interactions is critical to the future development and utility of nanoparticles in medicine. Cryo-scanning transmission electron microscopy is suitable for collecting data from beam-sensitive biological systems. Detection of nanoparticles in these biological systems in bright-field cryo-scanning transmission electron microscopy is hindered by the vitrified ice surrounding them. Here, we demonstrate the detection of metallic nanoparticles embedded in slabs of ice with different thicknesses of ice for several electron beam fluxes, using the extended ptychographic iterative engine, non-negative matrix factorisation and virtual dark field imaging algorithms.

MicronVol. 201
University of Limerick (IE), University College London (GB)
Openalex Percentile: Top 85%
Advanced Electron Microscopy Techniques and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.