High-content in vitro nanotoxicity assessment with enhanced throughput utilizing automated multimodal digital holographic microscopy

Nanoparticles (NP), with their unique properties, can interact with biochemical tests. Thus, for reliable and comprehensive risk assessment, it is imperative to include methods that are not affected by NP and can be applied with other biochemical techniques. Quantitative phase imaging (QPI) based on digital holographic microscopy (DHM) can be combined with optical microscopes and provides label-free access of biophysical cell properties and morphology. Recently, DHM has been demonstrated as a minimally invasive QPI tool in NP risk assessment. Here, a multimodal DHM concept for in vitro nanotoxicity assessment is presented which utilizes QPI and correlative brightfield (BF) imaging for analysis of adherent cells. In our approach living cells are automated time-lapse monitored in 96-well plates. The retrieved series of correlative BF and DHM QPI images are then evaluated by an artificial neural network-based image segmentation approach. The experimental results demonstrate multimodal bright-field and DHM QPI as a robust label-free tool for nanotoxicity assessment and high content imaging at the single cell level.

Authors

Institutions

Publication Details

Published
2025-08-04
DOI
https://doi.org/10.1117/12.3062590
Primary Topic
Cell Image Analysis Techniques
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

High-content in vitro nanotoxicity assessment with enhanced throughput utilizing automated multimodal digital holographic microscopy

Björn Kemper, Álvaro Barroso, Anne Marzi, Jürgen Schnekenburger
Cell Image Analysis Techniques
article

High-content in vitro nanotoxicity assessment with enhanced throughput utilizing automated multimodal digital holographic microscopy

Björn Kemper, Álvaro Barroso, Anne Marzi, Jürgen Schnekenburger
article en

Abstract

Nanoparticles (NP), with their unique properties, can interact with biochemical tests. Thus, for reliable and comprehensive risk assessment, it is imperative to include methods that are not affected by NP and can be applied with other biochemical techniques. Quantitative phase imaging (QPI) based on digital holographic microscopy (DHM) can be combined with optical microscopes and provides label-free access of biophysical cell properties and morphology. Recently, DHM has been demonstrated as a minimally invasive QPI tool in NP risk assessment. Here, a multimodal DHM concept for in vitro nanotoxicity assessment is presented which utilizes QPI and correlative brightfield (BF) imaging for analysis of adherent cells. In our approach living cells are automated time-lapse monitored in 96-well plates. The retrieved series of correlative BF and DHM QPI images are then evaluated by an artificial neural network-based image segmentation approach. The experimental results demonstrate multimodal bright-field and DHM QPI as a robust label-free tool for nanotoxicity assessment and high content imaging at the single cell level.

University of Münster (DE)
Industry, innovation and infrastructure
Openalex Percentile: Top 86%
Cell Image Analysis Techniques
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.

High-content in vitro nanotoxicity assessment with enhanced throughput utilizing automated multimodal digital holographic microscopy — Björn Kemper, Álvaro Barroso, et al. · (2025) | TGRS Research Map | TGRS