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Ferritin and transferrin predict common carotid intima-media thickness in females: a machine-learning informed individual participant data meta-analysis.

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Title: Ferritin and transferrin predict common carotid intima-media thickness in females: a machine-learning informed individual participant data meta-analysis.
Authors: Ruban Agarvas A; Spinal Cord Injury Center, Heidelberg University Hospital, Heidelberg University, Heidelberg, Germany.; Center For Translational Biomedical Iron Research, Department of Pediatric Hematology, Oncology Immunology and Pulmonology, Heidelberg University Hospital, Heidelberg, Germany.; Translational Lung Research Center Heidelberg (TLRC), German Center for Lung Research (DZL), Heidelberg, Germany., Sparla R; Center For Translational Biomedical Iron Research, Department of Pediatric Hematology, Oncology Immunology and Pulmonology, Heidelberg University Hospital, Heidelberg, Germany., Atkins JL; Department of Clinical & Biomedical Sciences, Faculty of Health & Life Sciences, University of Exeter, Exeter, UK., Altamura C; Unit of Headache and Neurosonology, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Rome, Italy., Anderson T; Department of Cardiac Sciences and Libin Cardiovascular Institute of Alberta (TJA), Cumming School of Medicine, University of Calgary, Calgary, AB, Canada., Asicioglu E; Pendik Training and Research Hospital, Marmara University, Istanbul, Turkey., Bassols J; Institut d'Investigació Biomèdica de Girona (IdIBGi), Girona, Spain., López-Bermejo A; Hospital Trueta & Department of Medical Sciences, School of Medicine, Institut d'Investigació Biomèdica de Girona (IdIBGi), Universitat de Girona, Girona, Spain., Dvořáková HM; Department of Neonatology, University Hospital Prague-Motol, Prague, Czech Republic., Fernández-Real JM; Institut d'Investigació Biomèdica de Girona (IdIBGi), Girona, Spain.; Hospital Trueta & Department of Medical Sciences, School of Medicine, Institut d'Investigació Biomèdica de Girona (IdIBGi), Universitat de Girona, Girona, Spain.; CIBERobn Fisiopatologia de la Obesidad y Nutrición, Madrid, Spain., Hochmayr C; Department of Pediatrics II (Neonatology), Medical University of Innsbruck, Innsbruck, Austria., Knoflach M; Department of Neurology, Medical University of Innsbruck, Innsbruck, Austria.; VASCage, Centre on Clincial Stroke Research, Innsbruck, Austria., Milicevic JK; Department of Nephrology, Clinical Hospital Centre Zemun, Faculty of Medicine, University of Belgrade, Belgrade, Serbia., Lai S; Department of Translational and Precision Medicine, Nephrology Unit, Sapienza University of Rome, Rome, Italy., Moreno-Navarrete JM; Institut d'Investigació Biomèdica de Girona (IdIBGi), Girona, Spain., Pawlak D; Department of Pharmacodynamics, Medical University of Bialystok, Bialystok, Poland., Pawlak K; Department of Monitored Pharmacotherapy, Medical University of Bialystok, Bialystok, Poland., Syrovatka P; Cardiocentre, Institute for Clinical and Experimental Medicine, Prague, Czech Republic., Formanowicz D; Department of Medical Chemistry and Laboratory Medicine, Poznan University of Medical Sciences, Poznan, Poland., Kraml P; Department of Medicine, Third Faculty of Medicine Charles University and University Hospital Královské Vinohrady, Prague, Czech Republic., Valdivielso JM; Vascular and Renal Translational Research Group, IRBLleida, Lleida, Spain., Valenti L; Department of Pathophysiology and Transplantation, Università degli Studi di Milano, Milano, Italy.; Precision Medicine, SS Centro Risorse Biologiche, Fondazione IRCCS Ca' Granda Policlinico, Pad Marangoni via F Sforza 35, Milano, 20122, Italy., Muckenthaler MU; Center For Translational Biomedical Iron Research, Department of Pediatric Hematology, Oncology Immunology and Pulmonology, Heidelberg University Hospital, Heidelberg, Germany. martina.muckenthaler@med.uni-heidelberg.de.; Molecular Medicine Partnership Unit, Heidelberg, Germany. martina.muckenthaler@med.uni-heidelberg.de.; Translational Lung Research Center Heidelberg (TLRC), German Center for Lung Research (DZL), Heidelberg, Germany. martina.muckenthaler@med.uni-heidelberg.de.; German Centre for Cardiovascular Research (DZHK), Partner Site Heidelberg/Mannheim, Heidelberg, Germany. martina.muckenthaler@med.uni-heidelberg.de.
Source: BMC cardiovascular disorders [BMC Cardiovasc Disord] 2026 Apr 14; Vol. 26 (1). Date of Electronic Publication: 2026 Apr 14.
Publication Type: Journal Article; Meta-Analysis; Systematic Review
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100968539 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2261 (Electronic) Linking ISSN: 14712261 NLM ISO Abbreviation: BMC Cardiovasc Disord Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Ferritin and transferrin predict common carotid intima-media thickness in females: a machine-learning informed individual participant data meta-analysis.
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  Data: <searchLink fieldCode="AU" term="%22Ruban+Agarvas+A%22">Ruban Agarvas A</searchLink>; Spinal Cord Injury Center, Heidelberg University Hospital, Heidelberg University, Heidelberg, Germany.; Center For Translational Biomedical Iron Research, Department of Pediatric Hematology, Oncology Immunology and Pulmonology, Heidelberg University Hospital, Heidelberg, Germany.; Translational Lung Research Center Heidelberg (TLRC), German Center for Lung Research (DZL), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Sparla+R%22">Sparla R</searchLink>; Center For Translational Biomedical Iron Research, Department of Pediatric Hematology, Oncology Immunology and Pulmonology, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Atkins+JL%22">Atkins JL</searchLink>; Department of Clinical & Biomedical Sciences, Faculty of Health & Life Sciences, University of Exeter, Exeter, UK.<br /><searchLink fieldCode="AU" term="%22Altamura+C%22">Altamura C</searchLink>; Unit of Headache and Neurosonology, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Anderson+T%22">Anderson T</searchLink>; Department of Cardiac Sciences and Libin Cardiovascular Institute of Alberta (TJA), Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.<br /><searchLink fieldCode="AU" term="%22Asicioglu+E%22">Asicioglu E</searchLink>; Pendik Training and Research Hospital, Marmara University, Istanbul, Turkey.<br /><searchLink fieldCode="AU" term="%22Bassols+J%22">Bassols J</searchLink>; Institut d'Investigació Biomèdica de Girona (IdIBGi), Girona, Spain.<br /><searchLink fieldCode="AU" term="%22López-Bermejo+A%22">López-Bermejo A</searchLink>; Hospital Trueta & Department of Medical Sciences, School of Medicine, Institut d'Investigació Biomèdica de Girona (IdIBGi), Universitat de Girona, Girona, Spain.<br /><searchLink fieldCode="AU" term="%22Dvořáková+HM%22">Dvořáková HM</searchLink>; Department of Neonatology, University Hospital Prague-Motol, Prague, Czech Republic.<br /><searchLink fieldCode="AU" term="%22Fernández-Real+JM%22">Fernández-Real JM</searchLink>; Institut d'Investigació Biomèdica de Girona (IdIBGi), Girona, Spain.; Hospital Trueta & Department of Medical Sciences, School of Medicine, Institut d'Investigació Biomèdica de Girona (IdIBGi), Universitat de Girona, Girona, Spain.; CIBERobn Fisiopatologia de la Obesidad y Nutrición, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Hochmayr+C%22">Hochmayr C</searchLink>; Department of Pediatrics II (Neonatology), Medical University of Innsbruck, Innsbruck, Austria.<br /><searchLink fieldCode="AU" term="%22Knoflach+M%22">Knoflach M</searchLink>; Department of Neurology, Medical University of Innsbruck, Innsbruck, Austria.; VASCage, Centre on Clincial Stroke Research, Innsbruck, Austria.<br /><searchLink fieldCode="AU" term="%22Milicevic+JK%22">Milicevic JK</searchLink>; Department of Nephrology, Clinical Hospital Centre Zemun, Faculty of Medicine, University of Belgrade, Belgrade, Serbia.<br /><searchLink fieldCode="AU" term="%22Lai+S%22">Lai S</searchLink>; Department of Translational and Precision Medicine, Nephrology Unit, Sapienza University of Rome, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Moreno-Navarrete+JM%22">Moreno-Navarrete JM</searchLink>; Institut d'Investigació Biomèdica de Girona (IdIBGi), Girona, Spain.<br /><searchLink fieldCode="AU" term="%22Pawlak+D%22">Pawlak D</searchLink>; Department of Pharmacodynamics, Medical University of Bialystok, Bialystok, Poland.<br /><searchLink fieldCode="AU" term="%22Pawlak+K%22">Pawlak K</searchLink>; Department of Monitored Pharmacotherapy, Medical University of Bialystok, Bialystok, Poland.<br /><searchLink fieldCode="AU" term="%22Syrovatka+P%22">Syrovatka P</searchLink>; Cardiocentre, Institute for Clinical and Experimental Medicine, Prague, Czech Republic.<br /><searchLink fieldCode="AU" term="%22Formanowicz+D%22">Formanowicz D</searchLink>; Department of Medical Chemistry and Laboratory Medicine, Poznan University of Medical Sciences, Poznan, Poland.<br /><searchLink fieldCode="AU" term="%22Kraml+P%22">Kraml P</searchLink>; Department of Medicine, Third Faculty of Medicine Charles University and University Hospital Královské Vinohrady, Prague, Czech Republic.<br /><searchLink fieldCode="AU" term="%22Valdivielso+JM%22">Valdivielso JM</searchLink>; Vascular and Renal Translational Research Group, IRBLleida, Lleida, Spain.<br /><searchLink fieldCode="AU" term="%22Valenti+L%22">Valenti L</searchLink>; Department of Pathophysiology and Transplantation, Università degli Studi di Milano, Milano, Italy.; Precision Medicine, SS Centro Risorse Biologiche, Fondazione IRCCS Ca' Granda Policlinico, Pad Marangoni via F Sforza 35, Milano, 20122, Italy.<br /><searchLink fieldCode="AU" term="%22Muckenthaler+MU%22">Muckenthaler MU</searchLink>; Center For Translational Biomedical Iron Research, Department of Pediatric Hematology, Oncology Immunology and Pulmonology, Heidelberg University Hospital, Heidelberg, Germany. martina.muckenthaler@med.uni-heidelberg.de.; Molecular Medicine Partnership Unit, Heidelberg, Germany. martina.muckenthaler@med.uni-heidelberg.de.; Translational Lung Research Center Heidelberg (TLRC), German Center for Lung Research (DZL), Heidelberg, Germany. martina.muckenthaler@med.uni-heidelberg.de.; German Centre for Cardiovascular Research (DZHK), Partner Site Heidelberg/Mannheim, Heidelberg, Germany. martina.muckenthaler@med.uni-heidelberg.de.
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  Data: <searchLink fieldCode="JN" term="%22100968539%22">BMC cardiovascular disorders</searchLink> [BMC Cardiovasc Disord] 2026 Apr 14; Vol. 26 (1). <i>Date of Electronic Publication: </i>2026 Apr 14.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>100968539 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1471-2261 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214712261%22">14712261 </searchLink><i>NLM ISO Abbreviation: </i>BMC Cardiovasc Disord <i>Subsets: </i>MEDLINE
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