Prediction of bone marrow fibrosis from complete blood count in myeloproliferative neoplasms (FIBOM-AI): a multicentre machine learning model development and validation study.

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Title: Prediction of bone marrow fibrosis from complete blood count in myeloproliferative neoplasms (FIBOM-AI): a multicentre machine learning model development and validation study.
Authors: Donzel M; Service d'anatomopathologie, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France., Khedimallah S; Laboratoire d'hématologie, CHU de Grenoble, Grenoble, France., Barriere S; Service d'hématologie Clinique, CHU de Clermont-Ferrand, Clermont-Ferrand, France., Gouband A; Service d'hématologie Clinique, CHU d'Angers, Angers, France., Aubert C; Service d'hématologie, CHU de Nancy, France., Bosselut N; Laboratoire d'hématologie, Hôpital Saint-Louis, AP-HP, Paris, France., Poullot E; Département d'anatomopathologie, Hôpitaux Universitaires Henri Mondor, AP-HP, Créteil, France., Bezsera SM; Service d'hématologie, CHU de Saint Etienne, Saint Etienne, France., Mansier O; Laboratoire d'Hématologie, Centre Hospitalier Universitaire de Bordeaux, Bordeaux, France., Yilmaz N; Service d'hématologie Clinique, Hôpital Bicêtre, AP-HP, Le Kremlin-Bicêtre, France., Syrykh C; Département d'anatomopathologie, Institut Universitaire du Cancer-Oncopole de Toulouse, Toulouse, France., Hittinger X; Hematology Biology, CHU Nantes, Nantes Université, INSERM, CNRS, CRCI2NA, Nantes, France., Momenkhan S; Service d'anatomopathologie, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France., Barraco F; Service d'hématologie Clinique, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France., Gilis L; Service d'hématologie Clinique, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France., Labussière-Wallet H; Service d'hématologie Clinique, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France., Brehon M; Service d'hématologie Clinique, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France., Chin-Yee B; Department of Pathology and Laboratory Medicine, London Health Sciences Centre, London, Canada., Hsia C; Department of Pathology and Laboratory Medicine, London Health Sciences Centre, London, Canada., Wang L; Department of Pathology and Laboratory Medicine, London Health Sciences Centre, London, Canada., Zouaghi S; Laboratoire d'hématologie, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France., Sujobert P; Laboratoire d'hématologie, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France., Eveillard M; Hematology Biology, CHU Nantes, Nantes Université, INSERM, CNRS, CRCI2NA, Nantes, France., De Mas V; Département d'anatomopathologie, Institut Universitaire du Cancer-Oncopole de Toulouse, Toulouse, France., Tavitian S; Département d'anatomopathologie, Institut Universitaire du Cancer-Oncopole de Toulouse, Toulouse, France., Legros L; Service d'hématologie Clinique, Hôpital Bicêtre, AP-HP, Le Kremlin-Bicêtre, France., Parrens M; Service d'anatomie et de cytologie pathologiques, CHU de Bordeaux, & Inserm, UMR1312, Bordeaux Institute of Oncology, Université de Bordeaux, Bordeaux, France., Flandrin-Gresta P; Service d'hématologie, CHU de Saint Etienne, Saint Etienne, France., Meunier M; Université Grenoble Alpes, INSERM U1209, CNRS UMR 5309, CHU Grenoble Alpes, Institut pour l'Avancée des Biosciences, 38000 GRENOBLE, France., Freynet N; Département d'hématologie biologique et d'immunologie, Hôpitaux Universitaires Henri Mondor, AP-HP, Créteil, France., Roy L; Service d'hématologie Clinique, Hôpitaux Universitaires Henri Mondor, AP-HP, Université Paris Est Créteil, Créteil, France., Meignin V; Service d'Anatomie et Cytologie Pathologiques, Hôpital Saint-Louis, AP-HP, Paris, France., Drevon L; Laboratoire d'hématologie, Hôpital Saint-Louis, AP-HP, Paris, France., Ranta D; Service d'hématologie, CHU de Nancy, France., Pagliuca S; Service d'hématologie, CHU de Nancy, France., Lippert E; Laboratoire d'hématologie, CHU de Brest, Brest, France., Ianotto JC; Service d'Hématologie et d'Hémostase clinique, CHU de Brest, Brest, France., Jallades L; Laboratoire d'hématologie, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France., Burroni B; Service de pathologie, Hôpital Cochin, AP-HP, Paris, France., Luque Paz D; Service d'hématologie Clinique, CHU d'Angers, Angers, France., Traverse-Glehen A; Service d'anatomopathologie, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France., Chevalier S; Laboratoire d'hématologie, CHU de Grenoble, Grenoble, France., Alcazer V; Service d'hématologie Clinique, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France; Centre International de Recherche en Infectiologie, INSERM U1111-CNRS UMR5308, Université Lyon 1, Lyon, France. Electronic address: vincent.alcazer@chu-lyon.fr.
Source: The Lancet. Haematology [Lancet Haematol] 2026 Jun; Vol. 13 (6), pp. e396-e407.
Publication Type: Journal Article; Multicenter Study; Validation Study
Journal Info: Publisher: Elsevier Ltd Country of Publication: England NLM ID: 101643584 Publication Model: Print Cited Medium: Internet ISSN: 2352-3026 (Electronic) Linking ISSN: 23523026 NLM ISO Abbreviation: Lancet Haematol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Prediction of bone marrow fibrosis from complete blood count in myeloproliferative neoplasms (FIBOM-AI): a multicentre machine learning model development and validation study.
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  Data: <searchLink fieldCode="AU" term="%22Donzel+M%22">Donzel M</searchLink>; Service d'anatomopathologie, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France.<br /><searchLink fieldCode="AU" term="%22Khedimallah+S%22">Khedimallah S</searchLink>; Laboratoire d'hématologie, CHU de Grenoble, Grenoble, France.<br /><searchLink fieldCode="AU" term="%22Barriere+S%22">Barriere S</searchLink>; Service d'hématologie Clinique, CHU de Clermont-Ferrand, Clermont-Ferrand, France.<br /><searchLink fieldCode="AU" term="%22Gouband+A%22">Gouband A</searchLink>; Service d'hématologie Clinique, CHU d'Angers, Angers, France.<br /><searchLink fieldCode="AU" term="%22Aubert+C%22">Aubert C</searchLink>; Service d'hématologie, CHU de Nancy, France.<br /><searchLink fieldCode="AU" term="%22Bosselut+N%22">Bosselut N</searchLink>; Laboratoire d'hématologie, Hôpital Saint-Louis, AP-HP, Paris, France.<br /><searchLink fieldCode="AU" term="%22Poullot+E%22">Poullot E</searchLink>; Département d'anatomopathologie, Hôpitaux Universitaires Henri Mondor, AP-HP, Créteil, France.<br /><searchLink fieldCode="AU" term="%22Bezsera+SM%22">Bezsera SM</searchLink>; 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Department of Pathology and Laboratory Medicine, London Health Sciences Centre, London, Canada.<br /><searchLink fieldCode="AU" term="%22Zouaghi+S%22">Zouaghi S</searchLink>; Laboratoire d'hématologie, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France.<br /><searchLink fieldCode="AU" term="%22Sujobert+P%22">Sujobert P</searchLink>; Laboratoire d'hématologie, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France.<br /><searchLink fieldCode="AU" term="%22Eveillard+M%22">Eveillard M</searchLink>; Hematology Biology, CHU Nantes, Nantes Université, INSERM, CNRS, CRCI2NA, Nantes, France.<br /><searchLink fieldCode="AU" term="%22De+Mas+V%22">De Mas V</searchLink>; Département d'anatomopathologie, Institut Universitaire du Cancer-Oncopole de Toulouse, Toulouse, France.<br /><searchLink fieldCode="AU" term="%22Tavitian+S%22">Tavitian S</searchLink>; Département d'anatomopathologie, Institut Universitaire du Cancer-Oncopole de Toulouse, Toulouse, France.<br /><searchLink fieldCode="AU" term="%22Legros+L%22">Legros L</searchLink>; 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Service de pathologie, Hôpital Cochin, AP-HP, Paris, France.<br /><searchLink fieldCode="AU" term="%22Luque+Paz+D%22">Luque Paz D</searchLink>; Service d'hématologie Clinique, CHU d'Angers, Angers, France.<br /><searchLink fieldCode="AU" term="%22Traverse-Glehen+A%22">Traverse-Glehen A</searchLink>; Service d'anatomopathologie, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France.<br /><searchLink fieldCode="AU" term="%22Chevalier+S%22">Chevalier S</searchLink>; Laboratoire d'hématologie, CHU de Grenoble, Grenoble, France.<br /><searchLink fieldCode="AU" term="%22Alcazer+V%22">Alcazer V</searchLink>; Service d'hématologie Clinique, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Bénite, France; Centre International de Recherche en Infectiologie, INSERM U1111-CNRS UMR5308, Université Lyon 1, Lyon, France. 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