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Machine learning-based prediction of one-year mortality after alloHCT identifies the impact of pre-transplant immunity and inflammation.

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Title: Machine learning-based prediction of one-year mortality after alloHCT identifies the impact of pre-transplant immunity and inflammation.
Authors: Meyer T; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.; Collaborative Research Institute Intelligent Oncology (CRIION), Freiburg, Germany., Meyer R; Alcemy GmbH, Berlin, Germany., Hackenberg M; Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany., Oelke D; Offenburg University of Applied Sciences, Offenburg, Germany., Gengenbach L; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany., Rummelt C; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany., Wilcken H; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany., Maas-Bauer K; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.; IMMediate Advanced Clinician Scientist-Program, Department of Medicine II, Medical Center - University of Freiburg and Faculty of Medicine, University of Freiburg, Freiburg, Germany., Wäsch R; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany., Duyster J; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany., Bertz H; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany., Duque-Afonso J; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.; Collaborative Research Institute Intelligent Oncology (CRIION), Freiburg, Germany., Finke J; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany., Zeiser R; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany., Wehr C; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.
Source: Frontiers in immunology [Front Immunol] 2026 Jan 19; Vol. 16, pp. 1745873. Date of Electronic Publication: 2026 Jan 19 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Research Foundation] Country of Publication: Switzerland NLM ID: 101560960 Publication Model: eCollection Cited Medium: Internet ISSN: 1664-3224 (Electronic) Linking ISSN: 16643224 NLM ISO Abbreviation: Front Immunol Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Meyer+T%22">Meyer T</searchLink>; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.; Collaborative Research Institute Intelligent Oncology (CRIION), Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Meyer+R%22">Meyer R</searchLink>; Alcemy GmbH, Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Hackenberg+M%22">Hackenberg M</searchLink>; Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Oelke+D%22">Oelke D</searchLink>; Offenburg University of Applied Sciences, Offenburg, Germany.<br /><searchLink fieldCode="AU" term="%22Gengenbach+L%22">Gengenbach L</searchLink>; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Rummelt+C%22">Rummelt C</searchLink>; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Wilcken+H%22">Wilcken H</searchLink>; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Maas-Bauer+K%22">Maas-Bauer K</searchLink>; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.; IMMediate Advanced Clinician Scientist-Program, Department of Medicine II, Medical Center - University of Freiburg and Faculty of Medicine, University of Freiburg, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Wäsch+R%22">Wäsch R</searchLink>; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Duyster+J%22">Duyster J</searchLink>; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Bertz+H%22">Bertz H</searchLink>; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Duque-Afonso+J%22">Duque-Afonso J</searchLink>; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.; Collaborative Research Institute Intelligent Oncology (CRIION), Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Finke+J%22">Finke J</searchLink>; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Zeiser+R%22">Zeiser R</searchLink>; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Wehr+C%22">Wehr C</searchLink>; Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.
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  Data: <searchLink fieldCode="JN" term="%22101560960%22">Frontiers in immunology</searchLink> [Front Immunol] 2026 Jan 19; Vol. 16, pp. 1745873. <i>Date of Electronic Publication: </i>2026 Jan 19 (<i>Print Publication: </i>2025).
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