Expert-level detection of M-proteins in serum protein electrophoresis using machine learning
Eike Elfert,
Wolfgang E. Kaminski,
Christian Matek
et al.
Abstract:Objectives
Serum protein electrophoresis (SPE) in combination with immunotyping (IMT) is the diagnostic standard for detecting monoclonal proteins (M-proteins). However, interpretation of SPE and IMT is weakly standardized, time consuming and investigator dependent. Here, we present five machine learning (ML) approaches for automated detection of M-proteins on SPE on an unprecedented large and well-curated data set and compare the performance with that of laboratory experts.
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