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Peer-reviewedCC BY-NC-NDAmerican journal of preventive cardiology

Heart failure and atrial fibrillation prediction from non-gated chest CT scans using AI-based cardiac chamber volumetry: an AI-CVD study within the multi-ethnic study of atherosclerosis (MESA)

  • Seyed Reza Mirjalili1
  • Kyle Atlas1
  • Anthony P. Reeves2
  • Chenyu Zhang1
  • Jakob Wasserthal3
  • Amir Azimi1
  • Ali Hashemi1
  • Mohammadhossein Mozafarybazargany1
  • Amir Ghaffari Jolfayi1
  • Thomas Atlas4
  • Claudia I. Henschke5
  • David F. Yankelevitz5
20 more authors
  • Javier J. Zulueta5
  • Wenjun Fan6
  • Jeffrey I. Mechanick7
  • Andrea D. Branch5
  • Khurram Nasir8
  • Zahi Fayad9
  • Michael V. McConnell10
  • Jamal S. Rana11
  • Rozemarijn Vliegenthart12
  • David J. Maron10
  • Jagat Narula13
  • Matthew J. Budoff14
  • Roxana Mehran5
  • Kim A. Williams Sr15
  • Prediman K. Shah16
  • Oren Mechanic17
  • Arthur S Agatston17
  • Robert A. Kloner18
  • Nathan D. Wong19
  • Morteza Naghavi1
19 affiliations
  1. 1HeartLung.AI, Houston, TX, 77021, USA
  2. 2Department of Electrical and Computer Engineering, Cornell University, Ithaca, NY. 14853, USA
  3. 3Clinic of Radiology and Nuclear Medicine, University Hospital Basel, Petersgraben 4, CH-4031 Basel, Switzerland
  4. 4Tustin Teleradiology, Tustin, CA 92780, USA
  5. 5Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
  6. 6Department of Epidemiology and Biostatistics, Wen School of Public Health, University of California, Irvine, USA
  7. 7Kravis Center for Clinical Cardiovascular Health, Mount Sinai Fuster Heart Hospital, New York, NY 10029 USA
  8. 8Houston Methodist Hospital, Houston, TX 77030, USA
  9. 9BioMedical Engineering and Imaging Institute. Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
  10. 10Stanford Prevention Research Center, Stanford University School of Medicine, Stanford, CA, 94305, USA
  11. 11Division of Cardiology, Kaiser Permanente Oakland Medical Center, California, USA
  12. 12Department of Radiology, University Medical Center Groningen, GZ 9713, Netherlands
  13. 13University of Houston, Houston, TX, 77030, USA
  14. 14The Lundquist Institute, CA 90502, USA
  15. 15University of Louisville, Louisville, KY, 40202, USA
  16. 16Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
  17. 17The Agatston Center, Miami Beach, Florida, USA
  18. 18Huntington Medical Research Institutes, Pasadena, CA, 91105, USA and Keck School of Medicine of University of Southern California, Los Angeles, CA 90033, USA
  19. 19Heart Disease Prevention Program, Mary and Steve Wen Cardiovascular Division, University of California Irvine School of Medicine, CA 92697, USA
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Cite

BibTeXRIS
BibTeX
@article{mirjalili2026heart,
  title = {{Heart failure and atrial fibrillation prediction from non-gated chest CT scans using AI-based cardiac chamber volumetry: an AI-CVD study within the multi-ethnic study of atherosclerosis (MESA)}},
  author = {Seyed Reza Mirjalili and Kyle Atlas and Anthony P. Reeves and Chenyu Zhang and Jakob Wasserthal and Amir Azimi and Ali Hashemi and Mohammadhossein Mozafarybazargany and Amir Ghaffari Jolfayi and Thomas Atlas and Claudia I. Henschke and David F. Yankelevitz and Javier J. Zulueta and Wenjun Fan and Jeffrey I. Mechanick and Andrea D. Branch and Khurram Nasir and Zahi Fayad and Michael V. McConnell and Jamal S. Rana and Rozemarijn Vliegenthart and David J. Maron and Jagat Narula and Matthew J. Budoff and Roxana Mehran and Kim A. Williams Sr and Prediman K. Shah and Oren Mechanic and Arthur S Agatston and Robert A. Kloner and Nathan D. Wong and Morteza Naghavi},
  journal = {American journal of preventive cardiology},
  year = {2026},
  month = jul,
  url = {https://europepmc.org/article/PMC/PMC13676062},
  note = {CC BY-NC-ND},
}
RIS
TY  - JOUR
TI  - Heart failure and atrial fibrillation prediction from non-gated chest CT scans using AI-based cardiac chamber volumetry: an AI-CVD study within the multi-ethnic study of atherosclerosis (MESA)
AU  - Seyed Reza Mirjalili
AU  - Kyle Atlas
AU  - Anthony P. Reeves
AU  - Chenyu Zhang
AU  - Jakob Wasserthal
AU  - Amir Azimi
AU  - Ali Hashemi
AU  - Mohammadhossein Mozafarybazargany
AU  - Amir Ghaffari Jolfayi
AU  - Thomas Atlas
AU  - Claudia I. Henschke
AU  - David F. Yankelevitz
AU  - Javier J. Zulueta
AU  - Wenjun Fan
AU  - Jeffrey I. Mechanick
AU  - Andrea D. Branch
AU  - Khurram Nasir
AU  - Zahi Fayad
AU  - Michael V. McConnell
AU  - Jamal S. Rana
AU  - Rozemarijn Vliegenthart
AU  - David J. Maron
AU  - Jagat Narula
AU  - Matthew J. Budoff
AU  - Roxana Mehran
AU  - Kim A. Williams Sr
AU  - Prediman K. Shah
AU  - Oren Mechanic
AU  - Arthur S Agatston
AU  - Robert A. Kloner
AU  - Nathan D. Wong
AU  - Morteza Naghavi
PY  - 2026
DA  - 2026/07/05
JO  - American journal of preventive cardiology
UR  - https://europepmc.org/article/PMC/PMC13676062
SN  - 2666-6677
ER  -