SenSet defines cell-type specific senescence signatures in the aged human lung.

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Title: SenSet defines cell-type specific senescence signatures in the aged human lung.
Authors: Hasanaj E; Machine Learning Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA., Beaulieu D; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Wang C; Department of Biomedical Informatics, College of Medicine, Ohio State University, Columbus, OH, USA., Hu Q; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Rosas L; Dorothy M. Davis Heart and Lung Research Institute, Division of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Ohio State University, Columbus, OH, USA., Bueno M; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Sembrat JC; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Pineda RH; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Melo-Narvaez MC; Comprehensive Pneumology Center (CPC) with the CPC-M bioArchive / Institute of Lung Health and Immunity (LHI), Helmholtz Zentrum München; Member of the German Center for Lung Research (DZL), Munich, Germany.; Institute for Lung Research, Philipps-University Marburg, German Center for Lung Research (DZL), Marburg, Germany., Cardenes N; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Yanwu Z; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Yingze Z; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Lafyatis R; Division of Rheumatology, Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, PA, USA., Morris A; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Mora A; Dorothy M. Davis Heart and Lung Research Institute, Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Internal Medicine, Ohio State University, Columbus, OH, USA., Rojas M; Dorothy M. Davis Heart and Lung Research Institute, Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Internal Medicine, Ohio State University, Columbus, OH, USA., Li D; Department of Clinical and Translational Research, University of Rochester Medical Center, Rochester, NY, USA., Rahman I; Department of Environmental Medicine, University of Rochester Medical Center, Rochester, NY, USA., Pryhuber GS; Department of Pediatrics, University of Rochester Medical Center, Rochester, NY, USA., Lehmann M; Comprehensive Pneumology Center (CPC) with the CPC-M bioArchive / Institute of Lung Health and Immunity (LHI), Helmholtz Zentrum München; Member of the German Center for Lung Research (DZL), Munich, Germany.; Institute for Lung Research, Philipps-University Marburg, German Center for Lung Research (DZL), Marburg, Germany.; Institute for Lung Health (ILH), German Center for Lung Research (DZL), Giessen, Germany., Alder J; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Gurkar A; Aging Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Finkel T; Aging Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Ma Q; Department of Biomedical Informatics, College of Medicine, Ohio State University, Columbus, OH, USA., Lugo-Martinez J; Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA., Póczos B; Machine Learning Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA., Bar-Joseph Z; Machine Learning Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA. zivbj@cs.cmu.edu.; Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA. zivbj@cs.cmu.edu., Eickelberg O; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. oliver.eickelberg@pitt.edu., Königshoff M; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. koenigm@pitt.edu.
Source: The EMBO journal [EMBO J] 2026 May; Vol. 45 (10), pp. 3589-3638. Date of Electronic Publication: 2026 Apr 10.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 8208664 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1460-2075 (Electronic) Linking ISSN: 02614189 NLM ISO Abbreviation: EMBO J Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Hasanaj+E%22">Hasanaj E</searchLink>; Machine Learning Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Beaulieu+D%22">Beaulieu D</searchLink>; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Wang+C%22">Wang C</searchLink>; Department of Biomedical Informatics, College of Medicine, Ohio State University, Columbus, OH, USA.<br /><searchLink fieldCode="AU" term="%22Hu+Q%22">Hu Q</searchLink>; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Rosas+L%22">Rosas L</searchLink>; Dorothy M. Davis Heart and Lung Research Institute, Division of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Ohio State University, Columbus, OH, USA.<br /><searchLink fieldCode="AU" term="%22Bueno+M%22">Bueno M</searchLink>; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Sembrat+JC%22">Sembrat JC</searchLink>; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Pineda+RH%22">Pineda RH</searchLink>; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Melo-Narvaez+MC%22">Melo-Narvaez MC</searchLink>; Comprehensive Pneumology Center (CPC) with the CPC-M bioArchive / Institute of Lung Health and Immunity (LHI), Helmholtz Zentrum München; Member of the German Center for Lung Research (DZL), Munich, Germany.; Institute for Lung Research, Philipps-University Marburg, German Center for Lung Research (DZL), Marburg, Germany.<br /><searchLink fieldCode="AU" term="%22Cardenes+N%22">Cardenes N</searchLink>; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Yanwu+Z%22">Yanwu Z</searchLink>; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Yingze+Z%22">Yingze Z</searchLink>; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Lafyatis+R%22">Lafyatis R</searchLink>; Division of Rheumatology, Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Morris+A%22">Morris A</searchLink>; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Mora+A%22">Mora A</searchLink>; Dorothy M. Davis Heart and Lung Research Institute, Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Internal Medicine, Ohio State University, Columbus, OH, USA.<br /><searchLink fieldCode="AU" term="%22Rojas+M%22">Rojas M</searchLink>; Dorothy M. Davis Heart and Lung Research Institute, Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Internal Medicine, Ohio State University, Columbus, OH, USA.<br /><searchLink fieldCode="AU" term="%22Li+D%22">Li D</searchLink>; Department of Clinical and Translational Research, University of Rochester Medical Center, Rochester, NY, USA.<br /><searchLink fieldCode="AU" term="%22Rahman+I%22">Rahman I</searchLink>; Department of Environmental Medicine, University of Rochester Medical Center, Rochester, NY, USA.<br /><searchLink fieldCode="AU" term="%22Pryhuber+GS%22">Pryhuber GS</searchLink>; Department of Pediatrics, University of Rochester Medical Center, Rochester, NY, USA.<br /><searchLink fieldCode="AU" term="%22Lehmann+M%22">Lehmann M</searchLink>; Comprehensive Pneumology Center (CPC) with the CPC-M bioArchive / Institute of Lung Health and Immunity (LHI), Helmholtz Zentrum München; Member of the German Center for Lung Research (DZL), Munich, Germany.; Institute for Lung Research, Philipps-University Marburg, German Center for Lung Research (DZL), Marburg, Germany.; Institute for Lung Health (ILH), German Center for Lung Research (DZL), Giessen, Germany.<br /><searchLink fieldCode="AU" term="%22Alder+J%22">Alder J</searchLink>; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Gurkar+A%22">Gurkar A</searchLink>; Aging Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Finkel+T%22">Finkel T</searchLink>; Aging Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Ma+Q%22">Ma Q</searchLink>; Department of Biomedical Informatics, College of Medicine, Ohio State University, Columbus, OH, USA.<br /><searchLink fieldCode="AU" term="%22Lugo-Martinez+J%22">Lugo-Martinez J</searchLink>; Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Póczos+B%22">Póczos B</searchLink>; Machine Learning Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Bar-Joseph+Z%22">Bar-Joseph Z</searchLink>; Machine Learning Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA. zivbj@cs.cmu.edu.; Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA. zivbj@cs.cmu.edu.<br /><searchLink fieldCode="AU" term="%22Eickelberg+O%22">Eickelberg O</searchLink>; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. oliver.eickelberg@pitt.edu.<br /><searchLink fieldCode="AU" term="%22Königshoff+M%22">Königshoff M</searchLink>; Center of Lung Aging and Regeneration, Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. koenigm@pitt.edu.
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