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AI-derived left-to-right cardiac chamber volume ratios in coronary artery calcium scans strongly predict heart failure.

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Title: AI-derived left-to-right cardiac chamber volume ratios in coronary artery calcium scans strongly predict heart failure.
Authors: Naghavi M; Artificial Intelligence Research Unit, HeartLung.AI, Houston, TX, USA., Mirjalili SR; Artificial Intelligence Research Unit, HeartLung.AI, Houston, TX, USA., Atlas K; Artificial Intelligence Research Unit, HeartLung.AI, Houston, TX, USA., Reeves AP; Department of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA., Zhang C; Artificial Intelligence Research Unit, HeartLung.AI, Houston, TX, USA., Wasserthal J; Clinic of Radiology and Nuclear Medicine, University Hospital Basel, , Basel, Switzerland., Azimi A; Artificial Intelligence Research Unit, HeartLung.AI, Houston, TX, USA., Hashemi A; Artificial Intelligence Research Unit, HeartLung.AI, Houston, TX, USA., Mozafarybazargany M; Artificial Intelligence Research Unit, HeartLung.AI, Houston, TX, USA., Atlas T; Department of Radiology, Tustin Teleradiology, Tustin, CA, USA., Henschke CI; Department of Diagnostic, Molecular, and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Yankelevitz DF; Department of Diagnostic, Molecular, and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Zulueta JJ; Pulmonary, Critical Care and Sleep Medicine, Mount Sinai Morningside Hospital, New York, NY, USA., Mechanick JI; Kravis Center for Clinical Cardiovascular Health, Mount Sinai Fuster Heart Hospital, New York, NY, USA., Branch AD; Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Yip R; Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Roy SK; The Lundquist Institute at Harbor-UCLA, Torrance, CA, USA., Nasir K; Division of Cardiovascular Prevention and Wellness, Houston Methodist Hospital, Texas, USA., Fayad Z; BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA., McConnell MV; Stanford Prevention Research Center, Stanford University School of Medicine, Stanford, CA, USA., Kakadiaris IA; Computational Biomedicine Laboratory, Department of Computer Science, University of Houston, Houston, TX, USA., Rana JS; Division of Cardiology, Kaiser Permanente Oakland Medical Center, California, USA., Vliegenthart R; Department of Radiology, University Medical Center, Groningen, GZ, The Netherlands., Maron DJ; Stanford Prevention Research Center, Stanford University School of Medicine, Stanford, CA, USA., Narula J; Cardiovascular Research Institute, University of Texas Health-McGovern Medical School, Houston, TX, USA., Williams K Sr; Department of Medicine, University of Louisville, Louisville, KY, USA., Shah PK; Department of Cardiology, Atherosclerosis Research Center, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Budoff MJ; The Lundquist Institute at Harbor-UCLA, Torrance, CA, USA., Levy D; Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA., Mehran R; Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Kloner RA; Depatment of Cardiovascular Research, Huntington Medical Research Institutes, Pasadena, CA, USA.; Department of Medicine, Division of Cardiovascular Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA., Wong ND; Heart Disease Prevention Program, Mary and Steve Wen Cardiovascular Division, University of California Irvine, Irvine, CA, USA.
Source: European heart journal. Cardiovascular Imaging [Eur Heart J Cardiovasc Imaging] 2026 Mar 27; Vol. 27 (4), pp. 791-802.
Publication Type: Journal Article
Journal Info: Publisher: Oxford University Press Country of Publication: England NLM ID: 101573788 Publication Model: Print Cited Medium: Internet ISSN: 2047-2412 (Electronic) Linking ISSN: 20472404 NLM ISO Abbreviation: Eur Heart J Cardiovasc Imaging Subsets: MEDLINE
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  Data: AI-derived left-to-right cardiac chamber volume ratios in coronary artery calcium scans strongly predict heart failure.
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  Data: <searchLink fieldCode="AU" term="%22Naghavi+M%22">Naghavi M</searchLink>; Artificial Intelligence Research Unit, HeartLung.AI, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Mirjalili+SR%22">Mirjalili SR</searchLink>; Artificial Intelligence Research Unit, HeartLung.AI, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Atlas+K%22">Atlas K</searchLink>; Artificial Intelligence Research Unit, HeartLung.AI, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Reeves+AP%22">Reeves AP</searchLink>; Department of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA.<br /><searchLink fieldCode="AU" term="%22Zhang+C%22">Zhang C</searchLink>; Artificial Intelligence Research Unit, HeartLung.AI, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Wasserthal+J%22">Wasserthal J</searchLink>; Clinic of Radiology and Nuclear Medicine, University Hospital Basel, , Basel, Switzerland.<br /><searchLink fieldCode="AU" term="%22Azimi+A%22">Azimi A</searchLink>; Artificial Intelligence Research Unit, HeartLung.AI, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Hashemi+A%22">Hashemi A</searchLink>; Artificial Intelligence Research Unit, HeartLung.AI, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Mozafarybazargany+M%22">Mozafarybazargany M</searchLink>; Artificial Intelligence Research Unit, HeartLung.AI, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Atlas+T%22">Atlas T</searchLink>; Department of Radiology, Tustin Teleradiology, Tustin, CA, USA.<br /><searchLink fieldCode="AU" term="%22Henschke+CI%22">Henschke CI</searchLink>; Department of Diagnostic, Molecular, and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Yankelevitz+DF%22">Yankelevitz DF</searchLink>; Department of Diagnostic, Molecular, and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Zulueta+JJ%22">Zulueta JJ</searchLink>; Pulmonary, Critical Care and Sleep Medicine, Mount Sinai Morningside Hospital, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Mechanick+JI%22">Mechanick JI</searchLink>; Kravis Center for Clinical Cardiovascular Health, Mount Sinai Fuster Heart Hospital, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Branch+AD%22">Branch AD</searchLink>; Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Yip+R%22">Yip R</searchLink>; Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Roy+SK%22">Roy SK</searchLink>; The Lundquist Institute at Harbor-UCLA, Torrance, CA, USA.<br /><searchLink fieldCode="AU" term="%22Nasir+K%22">Nasir K</searchLink>; Division of Cardiovascular Prevention and Wellness, Houston Methodist Hospital, Texas, USA.<br /><searchLink fieldCode="AU" term="%22Fayad+Z%22">Fayad Z</searchLink>; BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22McConnell+MV%22">McConnell MV</searchLink>; Stanford Prevention Research Center, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Kakadiaris+IA%22">Kakadiaris IA</searchLink>; Computational Biomedicine Laboratory, Department of Computer Science, University of Houston, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Rana+JS%22">Rana JS</searchLink>; Division of Cardiology, Kaiser Permanente Oakland Medical Center, California, USA.<br /><searchLink fieldCode="AU" term="%22Vliegenthart+R%22">Vliegenthart R</searchLink>; Department of Radiology, University Medical Center, Groningen, GZ, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Maron+DJ%22">Maron DJ</searchLink>; Stanford Prevention Research Center, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Narula+J%22">Narula J</searchLink>; Cardiovascular Research Institute, University of Texas Health-McGovern Medical School, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Williams+K+Sr%22">Williams K Sr</searchLink>; Department of Medicine, University of Louisville, Louisville, KY, USA.<br /><searchLink fieldCode="AU" term="%22Shah+PK%22">Shah PK</searchLink>; Department of Cardiology, Atherosclerosis Research Center, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Budoff+MJ%22">Budoff MJ</searchLink>; The Lundquist Institute at Harbor-UCLA, Torrance, CA, USA.<br /><searchLink fieldCode="AU" term="%22Levy+D%22">Levy D</searchLink>; Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA.<br /><searchLink fieldCode="AU" term="%22Mehran+R%22">Mehran R</searchLink>; Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Kloner+RA%22">Kloner RA</searchLink>; Depatment of Cardiovascular Research, Huntington Medical Research Institutes, Pasadena, CA, USA.; Department of Medicine, Division of Cardiovascular Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Wong+ND%22">Wong ND</searchLink>; Heart Disease Prevention Program, Mary and Steve Wen Cardiovascular Division, University of California Irvine, Irvine, CA, USA.
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  Data: <searchLink fieldCode="JN" term="%22101573788%22">European heart journal. Cardiovascular Imaging</searchLink> [Eur Heart J Cardiovasc Imaging] 2026 Mar 27; Vol. 27 (4), pp. 791-802.
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