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Image Credit: Arxiv

Improving Diseases Predictions Utilizing External Bio-Banks

  • Machine learning can enhance disease predictions and uncover biologically meaningful associations, even with limited data.
  • LightGBM models trained on a dataset of 10K are used to impute metabolomics features.
  • Survival analysis is applied to assess the impact of imputed metabolomics features on disease-related risk factors.
  • Integration of survival analysis and genetic studies with machine learning can uncover valuable biomedical insights.

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