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. 2023 Jun 30;129(9):1417–1431. doi: 10.1038/s41416-023-02318-7

Table 4.

Image analysis softwares, commercially available and open sources, for multiplexed staining.

Company Software package Modules Data visualisation Availability
Akoya Biosciences InForm/Phenopther Packet Colour-Based Co-localisation, Tissue Segmentation, Cell/Object Segmentation, Cell Phenotyping, Scoring and Automated Quantitation using Batch Analysis

Density Raw Data

Spatial plots, Bar graphics, Head maps

Licensed
CompuCyte iCyte/iBroser/iNovator Nucleus Segmentation or Phantom Contouring, Measures Associated Signals Density Raw Data Licensed
HistoRx AQUAnalysis Signal Intensity Quantification Per Unit Area and Per Layer Density Raw Data Licensed
Indica Labs HALO Area Quantification, Co-localisation, Immune Cell Proximity, Spatial Analysis, Tissue Classifier Density Raw Data, Percentage, H-score, Spatial Plot, Histogram Licensed
Leica Biosystems Aperio ImageScope Pixel-Based Analysis, Cellular identification, Area Quantification and Positive Pixel Count IF Algorithm Density Raw Data Licensed
Media Cybernetics Image-Pro Colour-Based, Nuclear segmentation, Cell quantification, Macro-enabled Advanced Image Processing Solution Density Raw Data Licensed
NeoGenomics MultiOmyx Quantification Programme Epithelial tissue reconstruction, Cellular and Subcellular Segmentation, Cell Phenotyping, Quantification Algorithms Density Raw Data Licensed
NIH Image J Colour-Based, User Interactive Segmentation Histograms and Profile Plots Open
SlidePath SlidePath’s Tissue Image Analysis Membrane, Nuclear and Positive Pixel Quantification Density Raw Data Licensed
TissueGnostics HistoQuest/TissueQuest/StrataQuest Nuclei-Based Segmentation of Tissues, Cell Phenotyping Density Raw Data Licensed
Visiopharm Visimoph Tissuemorph Signal Intensity, Area, Counting Objects, Spatial Analysis, Clustering Statistical Analysis, Batch Analysis and Algorithm Creator. Density Raw Data, Phenotypic Matrix, t-SNE Plots Licensed
Miltenyi Biotec Qi Tissue™ Image Analysis Software Cell segmentation algorithms, Flexible gating and clustering cell phenotypes Density Raw Data, Ploting tools as t-SNE and UMAP plots, distance mapping clustering and other visualisation tools such as heatmaps, scatter and histogram plots Licensed
https://qupath.github.io QuPath/CytoMap View Measurements in Context by Colour Coding Objects According to Their Features, Flexible Object Classification, Trainable Cell Classification and Quantification Density Raw Data, t-SNE plots, distance mapping clustering and other visualisation tools such as heatmaps, scatter and histogram plots Open
https://cellprofiler.org/ Cell Profiler/Cell Analyst Based and Colour Object Identification, Size, Shape, Colour Intensity, Texture, and Number Neighbour Quantification. Density Plot, Histogram Open