Sample quality and high-dimensional biomedical data

Universitätsklinikum & Philipps-Universität Marburg

Universitätsklinikum & Philipps-Universität Marburg

Hospital prototype · collaborative research

The problem

The quality of blood and bone-marrow samples affects interpretation. Dilution and complex cell populations need to be considered in the analysis.

IAP’s contribution and approach

IAP developed a prototype for assessing dilution in blood and bone-marrow samples and methods for analysing flow-cytometry data. The collaborative Cinderella publication investigates AI-based identification of critical haemodilution.

Result and development stage

A research prototype supports assessment of sample quality. The published method provides an explainable approach to investigating critical haemodilution; suitability for a particular clinical workflow requires corresponding validation.

Sources and further information

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