User-friendly analysis of droplet array images
Immanuel SankaiD, Simona BartkovaiD, Pille PataiD, Mart ErnitsiD, Monika Merje Meinberg, Natali Agu, Villem AruojaiD, Olli‐Pekka SmolanderiD, Ott ScheleriD
Abstract
Water-in-oil droplets allow researchers to perform massive experimental parallelization and high-throughput studies, such as single-cell experiments. However, the analysis of such vast arrays of droplets usually requires advanced expertise and sophisticated workflow tools, which limits the accessibility for wider user base in chemistry and biology. Thus, there is a need for more user-friendly tools for droplet analysis. In this article, we deliver a set of analytical pipelines for user-friendly analysis of typical scenarios in droplet-based experiments. We build the pipelines combining different open-source image-analysis software with the custom-developed data visualization tool "EasyFlow". Our pipelines are designed to be applicable for the typical experimental scenarios users encounter with droplets: i) mono- and polydisperse droplets, ii) brightfield and fluorescent images, iii) droplet and object detection, iv) signal profile of droplets and objects (e.g., fluorescence).
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 7
- FWCI
- 0.55
- Field percentile
- top 45%
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Label-free droplet image analysis with Cellprofiler
Daniel Kacsor, Merili Saar-Abroi, … Ott Scheler·bioRxiv·Apr 4, 2025
- Investigation of Different Free Image Analysis Software for High-Throughput Droplet Detection
Immanuel Sanka, Simona Bartkova, … Ott Scheler·ACS OmegaPeer-reviewed·Aug 26, 2021
- CellProfiler: A fit tool for image analysis in droplet microfluidics
Simona Bartkova, Marko Vendelin, … Ott Scheler·Analytical MethodsPeer-reviewed·Jan 1, 2020
- Optimized double emulsion flow cytometry with high-throughput single droplet isolation
K. K. Brower, C. Carswell-Crumpton, … P. M. Fordyce·bioRxiv·Nov 8, 2019
- An open-source, 3D-printable droplet microfluidics platform with strobe-enhanced microscopy
Pierre G. Padilla-Huamantinco, Matias Hurtado-Labarca, … Tobias Wenzel·bioRxiv·Oct 24, 2026
- High-Resolution Time-Lapse Imaging of Droplet-Cell Dynamics via Optimal Transport and Contrastive Learning
Luca Johannes Schlotheuber, Michael Vollenweider, … Klaus Eyer·Lab on a ChipPeer-reviewed·Jan 1, 2025