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  Indian J Med Microbiol
 

Figure 1: (a) Parallel processing of in Form cell segmentation and phenotyping algorithms in the cloud reduces analysis times > 5-fold. Larger improvements expected as resources are scaled up. (b) Authentication allows secure local access to cloud-based imagery with 3rd party apps such the slide viewer built with R Shiny and leaflet packages shown in Figure 2. (c) Secure, local access to cloud-based imagery allows flexibility to create custom scripts for analysis and visualization of spatial interactions in the tumor microenvironment. An example implementation is shown in Figure 3: A slide and phenotype viewer, built as an opensource R package

Figure 1: (a) Parallel processing of in Form cell segmentation and phenotyping algorithms in the cloud reduces analysis times > 5-fold. Larger improvements expected as resources are scaled up. (b) Authentication allows secure local access to cloud-based imagery with 3rd party apps such the slide viewer built with R Shiny and leaflet packages shown in Figure 2. (c) Secure, local access to cloud-based imagery allows flexibility to create custom scripts for analysis and visualization of spatial interactions in the tumor microenvironment. An example implementation is shown in Figure 3: A slide and phenotype viewer, built as an opensource R package