AI-based volumetric six-tissue body composition quantification from CT cardiac attenuation scans enhances mortality prediction: multicenter study.

Autor: Yi J; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Michalowska AM; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA.; Center of Radiological Diagnostics, National Medical Institute of the Ministry of the Interior and Administration, Warsaw, Poland., Shanbhag A; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA.; Signal and Image Processing Institute, Ming Hsieh Department of Electrical and Computer Engineering, University of Southern California, Los Angeles, CA, USA., Miller RJH; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA.; Department of Cardiac Sciences, University of Calgary, Calgary, AB, Canada., Geers J; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA.; Department of Cardiology, Centrum voor Hart-en Vaatziekten (CHVZ), Universitair Ziekenhuis Brussel (UZ Brussel), Vrije Universiteit Brussel (VUB), Brussels, Belgium., Zhang W; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Killekar A; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Manral N; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Lemley M; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Buchwald M; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Kwiecinski J; Department of Interventional Cardiology and Angiology, Institute of Cardiology, Warsaw, Poland., Zhou J; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Kavanagh PB; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Liang JX; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Builoff V; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Ruddy TD; Division of Cardiology, University of Ottawa Heart Institute, Ottawa, Ontario, Canada., Einstein AJ; Division of Cardiology, Department of Medicine, and Department of Radiology, Columbia University Irving Medical Center and New York-Presbyterian Hospital, New York, New York, United States., Feher A; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut, United States., Miller EJ; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut, United States., Sinusas AJ; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut, United States., Berman DS; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Dey D; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Slomka PJ; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA.

Publikováno v: MedRxiv : the preprint server for health sciences [medRxiv] 2024 Aug 01. Date of Electronic Publication: 2024 Aug 01.

Downward myocardial creep during stress PET imaging is inversely associated with mortality.

Autor: Kuronuma K; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA.; Department of Cardiology, Nihon University, Tokyo, Japan., Miller RJH; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA.; Department of Cardiac Sciences, University of Calgary, Calgary, AB, Canada., Wei CC; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA., Singh A; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA., Lemley MH; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA., Van Kriekinge SD; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA., Kavanagh PB; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA., Gransar H; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA., Han D; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA., Hayes SW; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA., Thomson L; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA., Dey D; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA., Friedman JD; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA., Berman DS; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA., Slomka PJ; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA. Piotr.Slomka@cshs.org.

Publikováno v: European journal of nuclear medicine and molecular imaging [Eur J Nucl Med Mol Imaging] 2024 May; Vol. 51 (6), pp. 1622-1631. Date of Electronic Publication: 2024 Jan 23.

Predicting mortality from AI cardiac volumes mass and coronary calcium on chest computed tomography.

Autor: Miller RJH; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences Cedars-Sinai Medical Center, Los Angeles, CA, USA.; Department of Cardiac Sciences, University of Calgary, Calgary, AB, Canada., Killekar A; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences Cedars-Sinai Medical Center, Los Angeles, CA, USA., Shanbhag A; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences Cedars-Sinai Medical Center, Los Angeles, CA, USA., Bednarski B; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences Cedars-Sinai Medical Center, Los Angeles, CA, USA., Michalowska AM; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences Cedars-Sinai Medical Center, Los Angeles, CA, USA., Ruddy TD; Division of Cardiology, University of Ottawa Heart Institute, Ottawa, Ontario, Canada., Einstein AJ; Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center and New York-Presbyterian Hospital, New York, New York, NY, USA.; Department of Radiology, Columbia University Irving Medical Center and New York-Presbyterian Hospital, New York, New York, NY, USA., Newby DE; British Heart Foundation Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, UK., Lemley M; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences Cedars-Sinai Medical Center, Los Angeles, CA, USA., Pieszko K; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences Cedars-Sinai Medical Center, Los Angeles, CA, USA.; Department of Interventional Cardiology and Cardiac Surgery, University of Zielona Gora, Gora, Poland., Van Kriekinge SD; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences Cedars-Sinai Medical Center, Los Angeles, CA, USA., Kavanagh PB; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences Cedars-Sinai Medical Center, Los Angeles, CA, USA., Liang JX; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences Cedars-Sinai Medical Center, Los Angeles, CA, USA., Huang C; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences Cedars-Sinai Medical Center, Los Angeles, CA, USA., Dey D; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences Cedars-Sinai Medical Center, Los Angeles, CA, USA., Berman DS; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences Cedars-Sinai Medical Center, Los Angeles, CA, USA., Slomka PJ; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences Cedars-Sinai Medical Center, Los Angeles, CA, USA. Piotr.Slomka@cshs.org.

Publikováno v: Nature communications [Nat Commun] 2024 Mar 29; Vol. 15 (1), pp. 2747. Date of Electronic Publication: 2024 Mar 29.

Deep Learning of Coronary Calcium Scores From PET/CT Attenuation Maps Accurately Predicts Adverse Cardiovascular Events.

Autor: Pieszko K; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA; Department of Interventional Cardiology and Cardiac Surgery, University of Zielona Góra, Zielona Góra, Poland., Shanbhag A; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA., Killekar A; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA., Miller RJH; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA; Department of Cardiac Sciences, University of Calgary, Calgary, Alberta, Canada., Lemley M; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA., Otaki Y; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA., Singh A; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA., Kwiecinski J; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA; Department of Interventional Cardiology and Angiology, Institute of Cardiology, Warsaw, Poland., Gransar H; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA., Van Kriekinge SD; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA., Kavanagh PB; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA., Miller EJ; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut, USA., Bateman T; Cardiovascular Imaging Technologies, Kansas City, Missouri, USA., Liang JX; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA., Berman DS; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA., Dey D; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA., Slomka PJ; Departments of Medicine (Division of Artificial Intelligence in Medicine), Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California, USA. Electronic address: piotr.slomka@cshs.org.

Publikováno v: JACC. Cardiovascular imaging [JACC Cardiovasc Imaging] 2023 May; Vol. 16 (5), pp. 675-687. Date of Electronic Publication: 2022 Sep 14.

Deep Learning for Explainable Estimation of Mortality Risk From Myocardial Positron Emission Tomography Images.

Autor: Singh A; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.)., Kwiecinski J; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.).; Department of Interventional Cardiology and Angiology, Institute of Cardiology, Warsaw, Poland (J.K.)., Miller RJH; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.).; Department of Cardiac Sciences, University of Calgary, AB, Canada (R.J.H.M.)., Otaki Y; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.)., Kavanagh PB; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.)., Van Kriekinge SD; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.)., Parekh T; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.)., Gransar H; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.)., Pieszko K; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.).; Department of Interventional Cardiology and Cardiac Surgery, Collegium Medicum, University of Zielona Góra, Poland (K.P.)., Killekar A; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.)., Tummala R; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.)., Liang JX; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.)., Di Carli MF; Division of Nuclear Medicine and Molecular Imaging, Department of Radiology, Brigham and Women's Hospital, Boston, MA (M.F.D.C.)., Berman DS; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.)., Dey D; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.)., Slomka PJ; Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA (A.S., J.K., R.J.H.M., Y.O., P.B.K., S.D.V.K., T.P., H.G., K.P., A.K., R.T., J.X.L., D.S.B., D.D., P.J.S.).

Publikováno v: Circulation. Cardiovascular imaging [Circ Cardiovasc Imaging] 2022 Sep; Vol. 15 (9), pp. e014526. Date of Electronic Publication: 2022 Sep 20.