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slicermassvision's Introduction

MassVision

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MassVision is a software solution developed in 3D Slicer platform for end-to-end analysis of Mass Spectrometry Imaging (MSI) data, particularly Desorption ElectroSpray Ionization (DESI) modality.

The functionalities include data exploration via various targeted and non-targeted visualization, co-localization to spatial labels (histopathology annotations), dataset generation with spatial- and spectral-guidance, multi-slide data aggregation via feature alignment, denoising via spatial aggregation, machine learning model training, and whole-slide model deployment.

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Features

  • Data format: DESI TXT images, structured CSV MSI
  • Visualization: targeted (single-ion heatmap, multi-ion colormap), untargeted (global PCA, regional PCA, pixel spectrum)
  • Dataset generation: spatial colocalization to pathological annotation, labelled ROI extraction
  • Multi-slide peak alignment and dataset merge
  • Preprocessing: normalization (TIC, single-ion), subband selection, spatial pixel aggregation
  • Model training: data stratification, data balancing, model selection
  • Whole-slide deployment: global deployment, masked deployment

Demonstration

  • Visualization with global vs local contrast demo
  • Spatial colocalization of mass spectrometry visualization with histopathology annotations demo
  • ROI selection with pathology guide for dataset generation demo

Documentations

Click here to access user manual, documentations, and tutorials

Citation

Please use the following citations if you are using MassVision

  • TBA

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