INSPIRE
v1.0.0
  • Instructions
  • Tutorials
    • Example 1: Analysis of human dorsolateral prefrontal cortex (DLPFC) dataset.
    • Example 2: Analysis of mouse brain slices with complementary views.
    • Example 3: Analysis of mouse brain slices across distinct ST technologies.
    • Example 4: Analysis of mouse whole-embryo slices across distinct ST technologies.
    • Example 5: Analysis of mouse whole-embryo slices across developmental stages.
      • Run INSPIRE on whole-embryo slices across multiple developmental stages
      • Changes in proportions of spots covered by the identified organs and tissues across stages
      • Analysis of the liver region identified by INSPIRE
      • Analysis of INSPIRE’s identified brain region III
      • Analysis of the spatial factor related to choroid plexus and its associated gene signature
      • Analysis of the spatial factor related to smooth muscle cells and its associated gene signature
    • Example 6: Spatial registration between two MERFISH hypothalamus sections.
    • Example 7: Spatial registration between two STARmap PLUS hippocampus sections.
    • Example 8: 3D reconstruction of mouse embryo by integrating multiple 2D slices.
    • Example 9: Analysis of mouse skin data undergoing wound healing
    • Example 10: Analysis of human breast cancer Xenium data, revealing microenvironment heterogeneity across tumor subtypes
  • Installation
INSPIRE
  • Tutorials
  • Example 5: Analysis of mouse whole-embryo slices across developmental stages.
  • View page source

Example 5: Analysis of mouse whole-embryo slices across developmental stages.

  • Run INSPIRE on whole-embryo slices across multiple developmental stages
    • Import packages
    • Data preprocessing
    • Load preprocessed data
    • Run INSPIRE model
    • Access spot representations, proportions of spatial factors in spots, and gene loading matrix
    • Save results
  • Changes in proportions of spots covered by the identified organs and tissues across stages
    • Load results
    • Visualized the proportions of the embryo occupied by different spatial regions
  • Analysis of the liver region identified by INSPIRE
    • Load results
    • Find differentially expressed genes in INSPIRE’s detected brain region III
    • Visualize the identified brain region III and the differentially expressed genes
  • Analysis of INSPIRE’s identified brain region III
    • Load results
    • Find differentially expressed genes in liver
    • Visualize the identified liver region and the differentially expressed genes
  • Analysis of the spatial factor related to choroid plexus and its associated gene signature
    • Load results
    • Spatial distribution of the spatial factor related to choroid plexus in embryos
    • Analyze the gene signature and identify genes associated with the spatial factor
  • Analysis of the spatial factor related to smooth muscle cells and its associated gene signature
    • Load results
    • Spatial distribution of the spatial factor related to smooth muscle cells in embryos
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