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April 3, 2026Scientific Reports2 citationsOpen Access

Automated analysis of zebrafish vascular networks using the VISTA-Z pipeline

IRIgnacio Rodriguez-PastranaUniversity of NottinghamJRJoanna L. RichensUniversity of NottinghamRWRobert N. WilkinsonUniversity of Nottingham

Key Points

  • To develop an automated pipeline for standardized imaging and quantification of zebrafish vascular networks.
  • Developed the VISTA-Z Python-based pipeline for vascular segmentation and analysis.
  • Used adaptive contrast enhancement and Meijering filtering for vessel segmentation.
  • Implemented artefact removal and topology analysis with refined branchpoint detection.
  • Normalized metrics to physical units for reproducible comparisons across datasets.
  • VISTA-Z successfully standardized vascular quantification across diverse fluorescent datasets.
  • Detected both subtle and severe vascular phenotypes in transgenic zebrafish models.
  • Identified specific vascular loss and hyper-angiogenesis associated with various genetic modifications.

Abstract

High-resolution vascular imaging in zebrafish embryos offers unparalleled insight into angiogenesis, yet quantitative analysis remains limited by manual workflows and inconsistent segmentation. To overcome this, we developed VISTA-Z (Vascular Imaging and Segmentation for Topology Analysis in Zebrafish), an automated Python-based pipeline designed to standardise vascular quantification across diverse fluorescent datasets. The workflow combines adaptive contrast enhancement, vessel segmentation using Meijering filtering, artefact removal through segment labelling, and skeleton-based topology analysis with refined branchpoint detection. Metrics are normalised to physical units and imaging depth, enabling reproducible comparisons across experiments. We validated VISTA-Z using multiple endothelial transgenic lines and developmental stages. The pipeline detected subtle and severe phenotypes, including brain vessel loss in foxc1a mutants, brain and trunk vessel loss in kdrl mutants and widespread hyper-angiogenesis in plxnd1 crispants. VISTA-Z is an open-source, scalable platform for reproducible high-throughput quantification of zebrafish vascular architecture, providing a standardised framework for developmental research and preclinical screening

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Cite This Study

Rodriguez-Pastrana et al. (2026) studied this question.

synapsesocial.com/papers/69cf5de95a333a821460bf23https://doi.org/10.1038/s41598-026-43301-5
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