Multiple Myeloma Drivers Of High Risk And Response To Stem Cell Transplantation Identified By Causal Machine Learning: Out-Of-Cohort And Experimental Validation

BLOOD(2017)

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摘要
Introduction: Multiple Myeloma (MM) is a plasma cell malignancy characterized by high polyclonality, heterogeneity of treatment response, and long-term adaptation to treatment. The apparent complexity of underlying biological networks of MM necessitates a systems approach to its study. Advances in instrumentation, machine learning, and computing make the systems approach possible and enable novel insights into MM disease drivers, patient subpopulations, and potential therapies.
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关键词
causal machine learning,multiple myeloma,stem cell transplantation,machine learning,out-of-cohort
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