Protocol for automated analysis of biological images using Python code

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Authors: Benjamin N. Sacks, Jiya Mody, Yiming Huang, Sunghoo Jung, Robert Kimelman, Elena Eubanks, Elyse Guadagno, Jose Cevallos, Ananya R. Guntur, Neeharika Rao Suvvari, Aryan Doshi, Nitya Ravinutala
+3 more Alejandro Mosera, Alessandro Crimi, Eleanna Kara
Cited by: 1
References: 13

Abstract

Image analysis in Python provides greater flexibility and an open-source alternative to commercially available software. In this protocol, we present steps for quantifying features in various common biological images in a manner that is tailored to scientists with little coding background. Using example experiments, we outline steps to read in a variety of image file types and prepare them for quantitative analysis. We then discuss approaches for segmenting images, extracting measurements from segmented images, and exporting data. For complete details on the use and execution of this protocol, please refer to Eubanks et al. 1 • Steps for the analysis of confocal images through Python • Guidance on the usage of machine learning for cell segmentation • Troubleshooting of common problems encountered during imaging analysis by Python Publisher’s note: Undertaking any experimental protocol requires adherence to local institutional guidelines for laboratory safety and ethics. Image analysis in Python provides greater flexibility and an open-source alternative to commercially available software. In this protocol, we present steps for quantifying features in various common biological images in a manner that is tailored to scientists with little coding background. Using example experiments, we outline steps to read in a variety of image file types and prepare them for quantitative analysis. We then discuss approaches for segmenting images, extracting measurements from segmented images, and exporting data.

Fields of Study & Subjects

Cell Image Analysis Techniques AI in cancer detection Single-cell and spatial transcriptomics

Publication details

Journal / source
STAR Protocols
Publisher
Elsevier BV
Volume
7
Issue
1
Pages
104368–104368
Publication date
25 February 2026
Language
EN