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Machine learning-based spatial characterization of tumor-immune microenvironment in the EORTC 10994/BIG 1-00 early breast cancer trial.

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Title: Machine learning-based spatial characterization of tumor-immune microenvironment in the EORTC 10994/BIG 1-00 early breast cancer trial.
Authors: Zerdes I; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden. ioannis.zerdes@ki.se.; Theme Cancer, Karolinska Comprehensive Cancer Center and University Hospital, Stockholm, Sweden. ioannis.zerdes@ki.se., Matikas A; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.; Breast Center, Theme Cancer, Karolinska Comprehensive Cancer Center and University Hospital, Stockholm, Sweden., Mezheyeuski A; Department of Immunology, Genetics, and Pathology, Uppsala University, Uppsala, Sweden.; Molecular Oncology Group, Vall d'Hebron Institute of Oncology, Barcelona, Spain., Manikis G; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.; Computational BioMedicine Laboratory (CBML), Foundation for Research and Technology-Hellas (FORTH), Heraklion, Greece., Acs B; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.; Department of Clinical Pathology and Cancer Diagnostics, Karolinska University Hospital, Stockholm, Sweden., Johansson H; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden., Boyaci C; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.; Department of Clinical Pathology and Cancer Diagnostics, Karolinska University Hospital, Stockholm, Sweden., Boman C; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.; Breast Center, Theme Cancer, Karolinska Comprehensive Cancer Center and University Hospital, Stockholm, Sweden., Poncet C; European Organisation for Research and Treatment of Cancer Headquarters, Brussels, Belgium., Ignatiadis M; Department of Medical Oncology, Institut Jules Bordet and L'Université Libre de Bruxelles (U.L.B), Brussels; Academic Trials Promoting Team (ATPT), Institut Jules Bordet, Brussels, Belgium., Bai Y; Department of Pathology, Yale School of Medicine, New Haven, CT, USA.; Yale Cancer Center, Yale School of Medicine, New Haven, CT, USA., Rimm DL; Department of Pathology, Yale School of Medicine, New Haven, CT, USA.; Yale Cancer Center, Yale School of Medicine, New Haven, CT, USA., Cameron D; Edinburgh University Cancer Centre, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK., Bonnefoi H; Department of Medical Oncology, Institut Bergonié Unicancer, INSERM U1312, Université de Bordeaux, Bordeaux, France., Bergh J; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.; Breast Center, Theme Cancer, Karolinska Comprehensive Cancer Center and University Hospital, Stockholm, Sweden., MacGrogan G; Department of Biopathology, Institut Bergonié Unicancer, INSERM U1312, Bordeaux, France., Foukakis T; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.; Breast Center, Theme Cancer, Karolinska Comprehensive Cancer Center and University Hospital, Stockholm, Sweden.
Source: NPJ breast cancer [NPJ Breast Cancer] 2025 Mar 07; Vol. 11 (1), pp. 23. Date of Electronic Publication: 2025 Mar 07.
Publication Type: Journal Article
Journal Info: Publisher: Breast Cancer Research Foundation Country of Publication: United States NLM ID: 101674891 Publication Model: Electronic Cited Medium: Print ISSN: 2374-4677 (Print) Linking ISSN: 23744677 NLM ISO Abbreviation: NPJ Breast Cancer Subsets: PubMed not MEDLINE
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  Data: Machine learning-based spatial characterization of tumor-immune microenvironment in the EORTC 10994/BIG 1-00 early breast cancer trial.
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  Data: <searchLink fieldCode="AU" term="%22Zerdes+I%22">Zerdes I</searchLink>; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden. ioannis.zerdes@ki.se.; Theme Cancer, Karolinska Comprehensive Cancer Center and University Hospital, Stockholm, Sweden. ioannis.zerdes@ki.se.<br /><searchLink fieldCode="AU" term="%22Matikas+A%22">Matikas A</searchLink>; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.; Breast Center, Theme Cancer, Karolinska Comprehensive Cancer Center and University Hospital, Stockholm, Sweden.<br /><searchLink fieldCode="AU" term="%22Mezheyeuski+A%22">Mezheyeuski A</searchLink>; Department of Immunology, Genetics, and Pathology, Uppsala University, Uppsala, Sweden.; Molecular Oncology Group, Vall d'Hebron Institute of Oncology, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Manikis+G%22">Manikis G</searchLink>; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.; Computational BioMedicine Laboratory (CBML), Foundation for Research and Technology-Hellas (FORTH), Heraklion, Greece.<br /><searchLink fieldCode="AU" term="%22Acs+B%22">Acs B</searchLink>; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.; Department of Clinical Pathology and Cancer Diagnostics, Karolinska University Hospital, Stockholm, Sweden.<br /><searchLink fieldCode="AU" term="%22Johansson+H%22">Johansson H</searchLink>; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.<br /><searchLink fieldCode="AU" term="%22Boyaci+C%22">Boyaci C</searchLink>; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.; Department of Clinical Pathology and Cancer Diagnostics, Karolinska University Hospital, Stockholm, Sweden.<br /><searchLink fieldCode="AU" term="%22Boman+C%22">Boman C</searchLink>; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.; Breast Center, Theme Cancer, Karolinska Comprehensive Cancer Center and University Hospital, Stockholm, Sweden.<br /><searchLink fieldCode="AU" term="%22Poncet+C%22">Poncet C</searchLink>; European Organisation for Research and Treatment of Cancer Headquarters, Brussels, Belgium.<br /><searchLink fieldCode="AU" term="%22Ignatiadis+M%22">Ignatiadis M</searchLink>; Department of Medical Oncology, Institut Jules Bordet and L'Université Libre de Bruxelles (U.L.B), Brussels; Academic Trials Promoting Team (ATPT), Institut Jules Bordet, Brussels, Belgium.<br /><searchLink fieldCode="AU" term="%22Bai+Y%22">Bai Y</searchLink>; Department of Pathology, Yale School of Medicine, New Haven, CT, USA.; Yale Cancer Center, Yale School of Medicine, New Haven, CT, USA.<br /><searchLink fieldCode="AU" term="%22Rimm+DL%22">Rimm DL</searchLink>; Department of Pathology, Yale School of Medicine, New Haven, CT, USA.; Yale Cancer Center, Yale School of Medicine, New Haven, CT, USA.<br /><searchLink fieldCode="AU" term="%22Cameron+D%22">Cameron D</searchLink>; Edinburgh University Cancer Centre, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK.<br /><searchLink fieldCode="AU" term="%22Bonnefoi+H%22">Bonnefoi H</searchLink>; Department of Medical Oncology, Institut Bergonié Unicancer, INSERM U1312, Université de Bordeaux, Bordeaux, France.<br /><searchLink fieldCode="AU" term="%22Bergh+J%22">Bergh J</searchLink>; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.; Breast Center, Theme Cancer, Karolinska Comprehensive Cancer Center and University Hospital, Stockholm, Sweden.<br /><searchLink fieldCode="AU" term="%22MacGrogan+G%22">MacGrogan G</searchLink>; Department of Biopathology, Institut Bergonié Unicancer, INSERM U1312, Bordeaux, France.<br /><searchLink fieldCode="AU" term="%22Foukakis+T%22">Foukakis T</searchLink>; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.; Breast Center, Theme Cancer, Karolinska Comprehensive Cancer Center and University Hospital, Stockholm, Sweden.
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  Data: <searchLink fieldCode="JN" term="%22101674891%22">NPJ breast cancer</searchLink> [NPJ Breast Cancer] 2025 Mar 07; Vol. 11 (1), pp. 23. <i>Date of Electronic Publication: </i>2025 Mar 07.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Breast+Cancer+Research+Foundation%22">Breast Cancer Research Foundation </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101674891 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>2374-4677 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2223744677%22">23744677 </searchLink><i>NLM ISO Abbreviation: </i>NPJ Breast Cancer <i>Subsets: </i>PubMed not MEDLINE
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