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Informed spatially aware patterns for multiplexed immunofluorescence data.

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Title: Informed spatially aware patterns for multiplexed immunofluorescence data.
Authors: Bhadury S; Department of Computational Medicine and Bioinformatics, Michigan Medicine, University of Michigan, Ann Arbor, USA. bhadury@umich.edu., Peruzzi M; Department of Computational Medicine and Bioinformatics, Michigan Medicine, University of Michigan, Ann Arbor, USA.; Department of Biostatistics, University of Michigan, Ann Arbor, USA., Acharyya S; Department of Biostatistics, University of Alabama at Birmingham, Birmingham, USA.; Department of Biomedical Informatics and Data Science, University of Alabama at Birmingham, Birmingham, USA., Eliason J; Department of Computational Medicine and Bioinformatics, Michigan Medicine, University of Michigan, Ann Arbor, USA., Di Magliano MP; Department of Surgery, University of Michigan, Ann Arbor, USA., Frankel TL; Department of Surgery, University of Michigan, Ann Arbor, USA., Ravikumar V; Department of Computational Medicine and Bioinformatics, Michigan Medicine, University of Michigan, Ann Arbor, USA., Krishnan S; Department of Computational Medicine and Bioinformatics, Michigan Medicine, University of Michigan, Ann Arbor, USA., Rao A; Department of Computational Medicine and Bioinformatics, Michigan Medicine, University of Michigan, Ann Arbor, USA.; Department of Biostatistics, University of Michigan, Ann Arbor, USA.
Source: Scientific reports [Sci Rep] 2026 Jan 11; Vol. 16 (1), pp. 5015. Date of Electronic Publication: 2026 Jan 11.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Bhadury+S%22">Bhadury S</searchLink>; Department of Computational Medicine and Bioinformatics, Michigan Medicine, University of Michigan, Ann Arbor, USA. bhadury@umich.edu.<br /><searchLink fieldCode="AU" term="%22Peruzzi+M%22">Peruzzi M</searchLink>; Department of Computational Medicine and Bioinformatics, Michigan Medicine, University of Michigan, Ann Arbor, USA.; Department of Biostatistics, University of Michigan, Ann Arbor, USA.<br /><searchLink fieldCode="AU" term="%22Acharyya+S%22">Acharyya S</searchLink>; Department of Biostatistics, University of Alabama at Birmingham, Birmingham, USA.; Department of Biomedical Informatics and Data Science, University of Alabama at Birmingham, Birmingham, USA.<br /><searchLink fieldCode="AU" term="%22Eliason+J%22">Eliason J</searchLink>; Department of Computational Medicine and Bioinformatics, Michigan Medicine, University of Michigan, Ann Arbor, USA.<br /><searchLink fieldCode="AU" term="%22Di+Magliano+MP%22">Di Magliano MP</searchLink>; Department of Surgery, University of Michigan, Ann Arbor, USA.<br /><searchLink fieldCode="AU" term="%22Frankel+TL%22">Frankel TL</searchLink>; Department of Surgery, University of Michigan, Ann Arbor, USA.<br /><searchLink fieldCode="AU" term="%22Ravikumar+V%22">Ravikumar V</searchLink>; Department of Computational Medicine and Bioinformatics, Michigan Medicine, University of Michigan, Ann Arbor, USA.<br /><searchLink fieldCode="AU" term="%22Krishnan+S%22">Krishnan S</searchLink>; Department of Computational Medicine and Bioinformatics, Michigan Medicine, University of Michigan, Ann Arbor, USA.<br /><searchLink fieldCode="AU" term="%22Rao+A%22">Rao A</searchLink>; Department of Computational Medicine and Bioinformatics, Michigan Medicine, University of Michigan, Ann Arbor, USA.; Department of Biostatistics, University of Michigan, Ann Arbor, USA.
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        Value: 10.1038/s41598-026-35341-8
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              Text: 2026 Jan 11
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