ArticleBio-protocol2025
Development of a Novel Automated Workflow in Fiji ImageJ for Batch Analysis of Confocal Imaging Data to Quantify Protein Colocalization Using Manders Coefficient.
Article in Bio-protocol, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
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Who cites it
5 citing papers in PubMed.
- Membrane-Traversing Peptides: Mechanistic Landscapes, Assays, and Applications.Chemical reviews · 2026Review
- The BRCT domain enhances DNA binding and catalytic efficiency of fungal PARPs.Nature communications · 2026Article
- Regulation of organic anion transporting polypeptide 1B1 transport function by lysine deacetylase 6.Molecular pharmacology · 2026Article
- Post-translational regulation of organic anion transporting polypeptide 1B3 transport function by lysine acetylation and lysine deacetylase 6 inhibition.Drug metabolism and disposition: the biological fate of chemicals · 2026Article
- Reactive Oxygen Species-Induced Modifications of Fibrin Clots as a Link Between Immune Responses and Atherothrombosis in Systemic Lupus Erythematosus.Arthritis & rheumatology (Hoboken, N.J.) · 2026Article
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Authors and funding
3 authors.
Funding
Abstract
Confocal microscopy is integral to molecular and cellular biology, enabling high-resolution imaging and colocalization studies to elucidate biomolecular interactions in cells. Despite its utility, challenges in handling large datasets, particularly in preprocessing Z-stacks and calculating colocalization metrics like the Manders coefficient, limit efficiency and reproducibility. Manually processing large numbers of imaging data for colocalization analysis is prone to observer bias and inefficiencies. This study presents an automated workflow integrating Python-based preprocessing with Fiji ImageJ's BIOP-JACoP plugin to streamline Z-stack refinement and colocalization analysis. We generated an executable Windows application and made it publicly available on GitHub (https://github.com/weiyue99/Yue-Colocalization), allowing even those without Python experience to directly run the Python code required in the current protocol. The workflow systematically removes signal-free Z-slices that sometimes exist at the beginning and/or end of the Z-stacks using auto-thresholding, creates refined substacks, and performs batch analysis to calculate the Manders coefficient. It is designed for high-throughput applications, significantly reducing human error and hands-on time. By ensuring reproducibility and adaptability, this protocol addresses critical gaps in confocal image analysis workflows, facilitating efficient handling of large datasets and offering broad applicability in protein colocalization studies. Key features • Automated image analysis: use of Python-based code for substack creation based on auto-thresholding to eliminate observer bias. • Manders coefficient calculation: quantification of colocalization using BIOP-JACoP in Fiji ImageJ. • High-throughput compatibility: efficient for large datasets using macro codes to run in batch mode; minimal manual intervention.
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Registered trials
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