Figure 1 | Scientific Reports

Figure 1

From: Using machine learning model explanations to identify proteins related to severity of meibomian gland dysfunction

Figure 1

Overview of the workflow. Tear samples are extracted and the proteins quantified. Further on, ML models classify degree of MGD from the protein quantifications. The proteins are ranked by their importance in the models using Shapley Additive Explanations (SHAP), while PEAKS Pro X Software identify significant proteins. Identified proteins are investigated for potential relationship to MGD and DED through literature search.

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