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Targeted Feature Extraction in MALDI Mass Spectrometry Imaging to Discriminate Proteomic Profiles of Breast and Ovarian Cancer.

Yovany Cordero HernandezTobias BoskampRita CasadonteLena Hauberg-LotteJanina OetjenDelf LachmundAnnette PeterDennis TredeKatharina KriegsmannMark KriegsmannJörg KriegsmannPeter Maass
Published in: Proteomics. Clinical applications (2018)
Robust classification models not confounded by technical variation between MSI measurements are obtained. This supports the assumption that the classification of the respective tumor types is based on biological rather than technical differences, and that the selected features are related to the proteomic profiles of the tumor types under consideration.
Keyphrases
  • mass spectrometry
  • machine learning
  • deep learning
  • high resolution
  • liquid chromatography
  • high performance liquid chromatography
  • gas chromatography
  • photodynamic therapy