I see the value of 3D cell culture and its applications in high throughput screening, but what I have trouble with is imaging systems that can keep up with the demand and also how to quickly organize and evaluate all the data that is generated as a result.
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Bringing 3D models into a High Throughput Environment
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The points you bring up can certainly be a limitation. One solution to consider is to limit the amount of data being analyzed. For some applications, analyzing a max projection of a 3D object might be enough to answer the questions being asked. The max projection is the representation of all the confocal images of an object stacked into one image. This requires a lot less time to analyze compared to looking at all the individual z-stacks. Unfortunately, the technology is not quite there yet, but it is getting better. 3D image quality is improving and getting faster, with features that allow for pre-scanning at lower magnifications to identify objects of interest first before moving to more time-consuming higher magnification imaging. Limiting high resolution images to an “as needed” basis is another way you can reduce data collection.