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Brain image data processing using collaborative data workflows on Texera.

Yunyan Ding1, Yicong Huang1, Pan Gao2

  • 1Department of Computer Science, University of California, Irvine, Irvine, CA, United States.

Frontiers in Neural Circuits
|July 25, 2024
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Summary
This summary is machine-generated.

This study introduces a new pipeline for creating detailed 3D brain models from mouse brain samples. The Texera platform facilitates collaboration and enhances large-scale neural circuit data processing and analysis.

Keywords:
3D visualizationTissueCytecircuit tracingdata analyticsimage stitchingmouse brain

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Area of Science:

  • Neuroscience
  • Bioinformatics
  • Computational Biology

Background:

  • Mapping three-dimensional (3D) neural circuitry is crucial for understanding brain function.
  • Existing methods for 3D brain mapping can be complex and require specialized expertise.

Purpose of the Study:

  • To present a novel pipeline for generating detailed 3D brain models from mouse brain samples.
  • To leverage the Texera collaborative data analytics platform for interdisciplinary neuroscience research.

Main Methods:

  • Utilized tile images from serial two-photon tomography/TissueCyte system.
  • Developed a pipeline to stitch tile images into brain section images and construct 3D whole-brain datasets.
  • Employed specialized optimization methods within the Texera platform.

Main Results:

  • Successfully transformed mouse brain samples into detailed 3D brain models.
  • Enabled downstream analyses such as 3D whole-brain registration, atlas-based segmentation, cell counting, and volumetric visualization.
  • Achieved significant performance enhancements in workflow operations.

Conclusions:

  • The developed pipeline and Texera platform offer an effective approach for large-scale image-based data processing in neuroscience.
  • The user-friendly platform promotes interdisciplinary collaboration for neural circuit analysis.
  • This method is expected to be adopted by the neuroscience community for advanced brain mapping studies.