• Development and validation of a machine learning-supported strategy of patient selection for osteoarthritis clinical trials: the IMI-APPROACH study 

      Widera, Pawel; Welsing, Paco M.J.; Danso, Samuel O.; Peelen, Sjaak; Kloppenburg, Margreet; Loef, Marieke; Marijnissen, Anne C.; van Helvoort, Eefje M.; Blanco García, Francico J; Magalhaes, Joana; Berenbaum, Francis; Haugen, Ida K.; Bay-Jensen, Anne-C.; Mobasheri, Ali; Ladel, Christoph; Loughlin, John; Lafeber, Floris P.J.G.; Lalande, Agnes; Larkin, Jonathan; Weinans, Harrie; Bacardit, Jaume (Elsevier, 2023-12)
      [Abstract] Objectives. To efficiently assess the disease-modifying potential of new osteoarthritis treatments, clinical trials need progression-enriched patient populations. To assess whether the application of machine ...
    • Neuropathic Pain in the IMI-APPROACH Knee Osteoarthritis Cohort: Prevalence and Phenotyping 

      van Helvoort, Eefje M.; Welsing, Paco M.J.; Jansen, Mylène P.; Gielis, Willem Paul; Loef, Marieke; Kloppenburg, Margreet; Blanco García, Francisco J; Haugen, Ida K.; Berenbaum, Francis; Bay-Jensen, Anne-C; Ladel, Christoph H.; Lalande, Agnes; Larkin, Jonathan; Loughlin, John; Mobasheri, Ali; Weinans, Harrie; Lafeber, Floris; Eijkelkamp, Niels; Mastbergen, Simon (BMJ, 2021-12-15)
      [Abstract] Objectives: Osteoarthritis (OA) patients with a neuropathic pain (NP) component may represent a specific phenotype. This study compares joint damage, pain and functional disability between knee OA patients with ...
    • Predicted and actual 2-year structural and pain progression in the IMI-APPROACH knee osteoarthritis cohort 

      van Helvoort, Eefje M.; Jansen, Mylène P.; Marijnissen, Anne C.A.; Kloppenburg, Margreet; Blanco García, Francisco J; Haugen, Ida K.; Berenbaum, Francis; Bay-Jensen, Anne-C.; Ladel, Christoph; Lalande, Agnes; Larkin, Jonathan; Loughlin, John; Mobasheri, Ali; Weinans, Harrie; Widera, Pawel; Bacardit, Jaume; Welsing, Paco M.J.; Lafeber, Floris P.J.G. (Oxford Academic, 2023-01)
      [Abstract] Objectives: The IMI-APPROACH knee osteoarthritis study used machine learning (ML) to predict structural and/or pain progression, expressed by a structural (S) and pain (P) predicted-progression score, to select ...