Machine learning integrated clinical-proteomics data identifies a 6-protein panel signature for atherosclerotic severity and enhanced patient stratification.
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| Title: | Machine learning integrated clinical-proteomics data identifies a 6-protein panel signature for atherosclerotic severity and enhanced patient stratification. |
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| Authors: | Extremera-García MJ; Biomedicine, Biotechnology and Public Health Department, Cádiz University, Cádiz, Spain//Biomedical Research and Innovation Institute of Cadiz (INiBICA), Cadiz, Spain.; UGC Laboratory Medicine, University Hospital Puerta del Mar, Cádiz, Spain., Rojas-Torres M; Biomedicine, Biotechnology and Public Health Department, Cádiz University, Cádiz, Spain//Biomedical Research and Innovation Institute of Cadiz (INiBICA), Cadiz, Spain., Priego-Torres B; Automation Engineering, Electronics and Computer Architecture and Networks Department, University of Cádiz, Cádiz, Spain//Biomedical Research and Innovation Institute of Cadiz (INiBICA), Cadiz, Spain. blanca.priego@uca.es., Beltrán-Camacho L; Biomedicine, Biotechnology and Public Health Department, Cádiz University, Cádiz, Spain//Biomedical Research and Innovation Institute of Cadiz (INiBICA), Cadiz, Spain., Eslava-Alcón S; Biomedicine, Biotechnology and Public Health Department, Cádiz University, Cádiz, Spain//Biomedical Research and Innovation Institute of Cadiz (INiBICA), Cadiz, Spain., Rodríguez-Martín F; Institute of Biomedicine of Seville (IBIS), Virgen del Rocio University Hospital//CSIC/Dpt. Cell Biology, Faculty of Biology, University of Seville, Seville, Spain., Benítez-Camacho J; Biomedicine, Biotechnology and Public Health Department, Cádiz University, Cádiz, Spain//Biomedical Research and Innovation Institute of Cadiz (INiBICA), Cadiz, Spain., Ballesteros-Ribelles A; Biomedicine, Biotechnology and Public Health Department, Cádiz University, Cádiz, Spain//Biomedical Research and Innovation Institute of Cadiz (INiBICA), Cadiz, Spain., Del Val AM; National Center of Cardiovascular Research Carlos III (CNIC), Madrid, Spain.; Novo Nordisk Foundation Center for Protein Research, University of Copenhagen, Copenhagen, Denmark., Olsen J; Novo Nordisk Foundation Center for Protein Research, University of Copenhagen, Copenhagen, Denmark., Lozano-Loaiza E; Internal Medicine Unit, La Línea Hospital, La Línea de La Concepción, Cádiz, Spain., González-García MÁ; UGC Laboratory Medicine, University Hospital of Jerez de La Frontera, Cádiz, Spain., Sanchez-Morillo D; Automation Engineering, Electronics and Computer Architecture and Networks Department, University of Cádiz, Cádiz, Spain//Biomedical Research and Innovation Institute of Cadiz (INiBICA), Cadiz, Spain., Fernández-Vega A; Neurovascular Research Group, Institute de Biomedicine of Seville, IBiS/Virgen, Macarena University Hospital/CSIC/University of Seville, Seville, Spain., Montaner J; Neurovascular Research Group, Institute de Biomedicine of Seville, IBiS/Virgen, Macarena University Hospital/CSIC/University of Seville, Seville, Spain., Doiz E; UGC Laboratory Medicine, University Hospital Puerta del Mar, Cádiz, Spain.; Angiology and Vascular Surgery Unit, University Hospital Puerta del Mar, Cádiz, Spain//Biomedical Research and Innovation Institute of Cadiz (INiBICA), Cadiz, Spain., Rodriguez-Piñero M; UGC Laboratory Medicine, University Hospital Puerta del Mar, Cádiz, Spain.; Angiology and Vascular Surgery Unit, University Hospital Puerta del Mar, Cádiz, Spain//Biomedical Research and Innovation Institute of Cadiz (INiBICA), Cadiz, Spain., Durán-Ruiz MC; Biomedicine, Biotechnology and Public Health Department, Cádiz University, Cádiz, Spain//Biomedical Research and Innovation Institute of Cadiz (INiBICA), Cadiz, Spain. maricarmen.duran@gm.uca.es. |
| Source: | Molecular biomedicine [Mol Biomed] 2026 Apr 10; Vol. 7 (1). Date of Electronic Publication: 2026 Apr 10. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Springer Singapore Country of Publication: Singapore NLM ID: 9918283581406676 Publication Model: Electronic Cited Medium: Internet ISSN: 2662-8651 (Electronic) Linking ISSN: 26628651 NLM ISO Abbreviation: Mol Biomed Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| ISSN: | 2662-8651 |
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| DOI: | 10.1186/s43556-026-00438-z |
