{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T20:58:09Z","timestamp":1781125089134,"version":"3.54.1"},"reference-count":39,"publisher":"Ovid Technologies (Wolters Kluwer Health)","issue":"6","content-domain":{"domain":["www.ahajournals.org"],"crossmark-restriction":true},"short-container-title":["Stroke"],"published-print":{"date-parts":[[2026,6]]},"abstract":"<jats:sec>\n                    <jats:title>BACKGROUND:<\/jats:title>\n                    <jats:p>The AI-CVD initiative aims to extract actionable insights from coronary artery calcium (CAC) scans beyond the traditional CAC score. Although AI-derived cardiac chamber volumes predict atrial fibrillation (AF) and stroke, the long-term prognostic value of chamber ratios is less established. We evaluated the predictive value of AI-derived left atrial volume index and related chamber ratios (left atrial [LA]\/right atrial [RA], LA\/left ventricular) from routine CAC scans for incident AF and stroke, and their incremental value beyond established risk scores.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>METHODS:<\/jats:title>\n                    <jats:p>Pooled participant-level data from 2 prospective cohorts, the MESA (Multi-Ethnic Study of Atherosclerosis, 2000\u20132002, n=5670) and the FHS (Framingham Heart Study Offspring cohort, 1998\u20132001, n=1142), were analyzed. Primary outcomes were incident AF and incident stroke. AI-enabled volumetry (AutoChamber, AI-CVD platform) quantified cardiac chamber metrics from noncontrast CAC scans. Cox proportional hazards models, net reclassification improvement, time-dependent area under the curve, calibration metrics, and least absolute shrinkage and selection operator regression were applied to evaluate predictive performance.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>RESULTS:<\/jats:title>\n                    <jats:p>Over a median 17-year follow-up, 1302 participants developed AF, and 365 experienced stroke events. Individuals in the \u226595th percentile of chamber metrics had a significantly increased risk. Adjusted hazard ratios for AF were 2.66 (95% CI, 2.23\u20133.17) for left atrial volume index, 2.04 (95% CI, 1.71\u20132.45) for LA\/left ventricular (LV) ratio, and 1.87 (95% CI, 1.55\u20132.26) for LA\/RA ratio. For stroke, corresponding hazard ratios were 1.96 (95% CI, 1.38\u20132.77), 1.64 (95% CI, 1.15\u20132.33), and 1.83 (95% CI, 1.29\u20132.59), respectively. AI-derived metrics improved reclassification beyond Cohorts for Heart and Aging Research in Genomic Epidemiology Atrial Fibrillation risk score and Framingham Stroke Risk Profile, with greatest improvements for AF from left atrial volume index (net reclassification improvement, 0.48) and stroke from LA\/RA ratio (net reclassification improvement, 0.39), driven mainly by nonevent classification. Although discrimination improvements (area under the curve ) were modest, chamber measurements substantially improved Framingham Stroke Risk Profile calibration (slope, 0.448 to 0.834\u20130.902). Among all chamber metrics (including volumes and ratios), the least absolute shrinkage and selection operator identified left atrial volume index as the strongest predictor for AF, and LA\/RA ratio as the strongest for stroke.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>CONCLUSIONS:<\/jats:title>\n                    <jats:p>AI-enabled left atrial volumetric and ratio-based metrics derived opportunistically from CAC scans provide incremental predictive value for AF and stroke prediction.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1161\/strokeaha.125.053401","type":"journal-article","created":{"date-parts":[[2026,4,8]],"date-time":"2026-04-08T09:01:26Z","timestamp":1775638886000},"page":"1586-1601","update-policy":"https:\/\/doi.org\/10.1161\/crossmarkpolicy","source":"Crossref","is-referenced-by-count":0,"title":["AI-Derived LA Volume Index, LA\/RA and LA\/LV Volume Ratios From Coronary Artery Calcium Scans Predict Long-Term Atrial Fibrillation and Stroke"],"prefix":"10.1161","volume":"57","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8317-7009","authenticated-orcid":true,"given":"Amir","family":"Azimi","sequence":"first","affiliation":[{"name":"HeartLung.AI, Houston, TX (A.A., K.A., C.Z., S.R.M., M.M., A.H., M.N.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3061-3855","authenticated-orcid":true,"given":"Kyle","family":"Atlas","sequence":"additional","affiliation":[{"name":"HeartLung.AI, Houston, TX (A.A., K.A., C.Z., S.R.M., M.M., A.H., M.N.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1451-3080","authenticated-orcid":true,"given":"Anthony P.","family":"Reeves","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, Cornell University, Ithaca, NY (A.P.R.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9799-8772","authenticated-orcid":true,"given":"Chenyu","family":"Zhang","sequence":"additional","affiliation":[{"name":"HeartLung.AI, Houston, TX (A.A., K.A., C.Z., S.R.M., M.M., A.H., M.N.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9921-5698","authenticated-orcid":true,"given":"Jakob","family":"Wasserthal","sequence":"additional","affiliation":[{"name":"Clinic of Radiology and Nuclear Medicine, University Hospital Basel, Switzerland (J.W.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8568-201X","authenticated-orcid":true,"given":"Seyed Reza","family":"Mirjalili","sequence":"additional","affiliation":[{"name":"HeartLung.AI, Houston, TX (A.A., K.A., C.Z., S.R.M., M.M., A.H., M.N.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mohammadhossein","family":"Mozafarybazargany","sequence":"additional","affiliation":[{"name":"HeartLung.AI, Houston, TX (A.A., K.A., C.Z., S.R.M., M.M., A.H., M.N.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ali","family":"Hashemi","sequence":"additional","affiliation":[{"name":"HeartLung.AI, Houston, TX (A.A., K.A., C.Z., S.R.M., M.M., A.H., M.N.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-1060-9271","authenticated-orcid":true,"given":"Thomas","family":"Atlas","sequence":"additional","affiliation":[{"name":"Tustin Teleradiology, CA (T.A.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7364-4294","authenticated-orcid":true,"given":"Claudia I.","family":"Henschke","sequence":"additional","affiliation":[{"name":"Department of Diagnostic, Molecular, and Interventional Radiology (C.I.H., D.F.Y.), Icahn School of Medicine at Mount Sinai, NY."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David F.","family":"Yankelevitz","sequence":"additional","affiliation":[{"name":"Department of Diagnostic, Molecular, and Interventional Radiology (C.I.H., D.F.Y.), Icahn School of Medicine at Mount Sinai, NY."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3182-3555","authenticated-orcid":true,"given":"Javier J.","family":"Zulueta","sequence":"additional","affiliation":[{"name":"Pulmonary, Critical Care and Sleep Medicine, Mount Sinai Morningside Hospital, NY (J.J.Z.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andrea D.","family":"Branch","sequence":"additional","affiliation":[{"name":"Department of Medicine (A.D.B., R.M.), Icahn School of Medicine at Mount Sinai, NY."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sion K.","family":"Roy","sequence":"additional","affiliation":[{"name":"The Lundquist Institute, CA (S.K.R., M.J.B.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5376-2269","authenticated-orcid":true,"given":"Khurram","family":"Nasir","sequence":"additional","affiliation":[{"name":"Houston Methodist Hospital, TX (K.N.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1852-4913","authenticated-orcid":true,"given":"Sabee","family":"Molloi","sequence":"additional","affiliation":[{"name":"Department of Radiology, University of California, Irvine, CA (S.M.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jamal S.","family":"Rana","sequence":"additional","affiliation":[{"name":"Division of Cardiology, Kaiser Permanente Oakland Medical Center, California (J.S.R.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3439-7347","authenticated-orcid":true,"given":"Zahi A.","family":"Fayad","sequence":"additional","affiliation":[{"name":"BioMedical Engineering and Imaging Institute. Icahn School of Medicine at Mount Sinai, NY (Z.A.F.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8743-0932","authenticated-orcid":true,"given":"Michael V.","family":"McConnell","sequence":"additional","affiliation":[{"name":"Stanford Prevention Research Center, Stanford University School of Medicine, CA (M.V.M.C., D.J.M.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8201-956X","authenticated-orcid":true,"given":"George S.","family":"Abela","sequence":"additional","affiliation":[{"name":"Division of Cardiology, Michigan State University, East Lansing (G.S.A.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7262-3376","authenticated-orcid":true,"given":"Rozemarijn","family":"Vliegenthart","sequence":"additional","affiliation":[{"name":"Department of Radiology, University Medical Center Groningen, the Netherlands (R.V.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4867-8588","authenticated-orcid":true,"given":"David J.","family":"Maron","sequence":"additional","affiliation":[{"name":"Stanford Prevention Research Center, Stanford University School of Medicine, CA (M.V.M.C., D.J.M.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0280-3996","authenticated-orcid":true,"given":"Jagat","family":"Narula","sequence":"additional","affiliation":[{"name":"University of Houston, TX (J.N.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9858-5761","authenticated-orcid":true,"suffix":"Sr","given":"Kim A.","family":"Williams","sequence":"additional","affiliation":[{"name":"University of Louisville, KY (K.A.W.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Prediman K.","family":"Shah","sequence":"additional","affiliation":[{"name":"Cedars-Sinai Medical Center, Los Angeles, CA (P.K.S.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9616-1946","authenticated-orcid":true,"given":"Matthew J.","family":"Budoff","sequence":"additional","affiliation":[{"name":"The Lundquist Institute, CA (S.K.R., M.J.B.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4076-2336","authenticated-orcid":true,"given":"Emelia J.","family":"Benjamin","sequence":"additional","affiliation":[{"name":"Boston Medical Center and Boston University Chobanian &amp; Avedisian School of Medicine and School of Public Health, MA (E.J.B.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5546-262X","authenticated-orcid":true,"given":"Roxana","family":"Mehran","sequence":"additional","affiliation":[{"name":"Department of Medicine (A.D.B., R.M.), Icahn School of Medicine at Mount Sinai, NY."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6258-0544","authenticated-orcid":true,"given":"Robert A.","family":"Kloner","sequence":"additional","affiliation":[{"name":"Huntington Medical Research Institutes, Pasadena, CA (R.A.K.)."},{"name":"Keck School of Medicine of the University of Southern California, Los Angeles (R.A.K.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1102-7324","authenticated-orcid":true,"given":"Nathan D.","family":"Wong","sequence":"additional","affiliation":[{"name":"Heart Disease Prevention Program, Mary and Steve Wen Cardiovascular Division, University of California, Irvine (N.D.W.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8112-175X","authenticated-orcid":true,"given":"Morteza","family":"Naghavi","sequence":"additional","affiliation":[{"name":"HeartLung.AI, Houston, TX (A.A., K.A., C.Z., S.R.M., M.M., A.H., M.N.)."}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"276","reference":[{"key":"e_1_3_3_2_2","doi-asserted-by":"publisher","DOI":"10.1177\/1747493019897870"},{"key":"e_1_3_3_3_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.lanepe.2023.100786"},{"key":"e_1_3_3_4_2","doi-asserted-by":"publisher","DOI":"10.1016\/s1474-4422(21)00252-0"},{"key":"e_1_3_3_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eclinm.2023.102028"},{"key":"e_1_3_3_6_2","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2020.00026"},{"key":"e_1_3_3_7_2","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCIMAGING.115.004299"},{"key":"e_1_3_3_8_2","doi-asserted-by":"publisher","DOI":"10.1186\/s12968-017-0385-z"},{"key":"e_1_3_3_9_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-024-01308-0"},{"key":"e_1_3_3_10_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.mayocpiqo.2021.02.010"},{"key":"e_1_3_3_11_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jacadv.2024.101300"},{"key":"e_1_3_3_12_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcct.2024.04.005"},{"key":"e_1_3_3_13_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcct.2024.04.006"},{"key":"e_1_3_3_14_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcct.2025.07.004"},{"key":"e_1_3_3_15_2","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.210315"},{"key":"e_1_3_3_16_2","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.213293"},{"key":"e_1_3_3_17_2","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.243462"},{"key":"e_1_3_3_18_2","doi-asserted-by":"publisher","DOI":"10.1093\/oxfordjournals.aje.a112813"},{"key":"e_1_3_3_19_2","doi-asserted-by":"publisher","DOI":"10.1093\/aje\/kwf113"},{"key":"e_1_3_3_20_2","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.2341040439"},{"key":"e_1_3_3_21_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.amjcard.2008.06.038"},{"key":"e_1_3_3_22_2","doi-asserted-by":"publisher","DOI":"10.1148\/ryai.230024"},{"key":"e_1_3_3_23_2","doi-asserted-by":"publisher","DOI":"10.1001\/jama.1994.03510350050036"},{"key":"e_1_3_3_24_2","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2020.25071"},{"key":"e_1_3_3_25_2","doi-asserted-by":"publisher","DOI":"10.1161\/JAHA.112.000102"},{"key":"e_1_3_3_26_2","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCULATIONAHA.115.021275"},{"key":"e_1_3_3_27_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.echo.2022.11.013"},{"key":"e_1_3_3_28_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijcha.2024.101364"},{"key":"e_1_3_3_29_2","doi-asserted-by":"publisher","DOI":"10.4065\/79.8.1008"},{"key":"e_1_3_3_30_2","doi-asserted-by":"publisher","DOI":"10.3389\/fcvm.2021.704611"},{"key":"e_1_3_3_31_2","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCULATIONAHA.122.062746"},{"key":"e_1_3_3_32_2","doi-asserted-by":"publisher","DOI":"10.1002\/pds.2317"},{"key":"e_1_3_3_33_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jacr.2023.05.006"},{"key":"e_1_3_3_34_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejro.2023.100492"},{"key":"e_1_3_3_35_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcmg.2018.03.023"},{"key":"e_1_3_3_36_2","doi-asserted-by":"publisher","DOI":"10.1056\/NEJM199907153410302"},{"key":"e_1_3_3_37_2","doi-asserted-by":"publisher","DOI":"10.1002\/hep.25593"},{"key":"e_1_3_3_38_2","doi-asserted-by":"publisher","DOI":"10.1136\/bmjdrc-2024-004760"},{"key":"e_1_3_3_39_2","doi-asserted-by":"publisher","DOI":"10.3803\/EnM.2021.1348"},{"key":"e_1_3_3_40_2","doi-asserted-by":"publisher","DOI":"10.1148\/ryct.250205"}],"container-title":["Stroke"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.ahajournals.org\/doi\/full\/10.1161\/STROKEAHA.125.053401","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T20:00:16Z","timestamp":1781121616000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ahajournals.org\/doi\/10.1161\/STROKEAHA.125.053401"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6]]},"references-count":39,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2026,6]]}},"alternative-id":["10.1161\/STROKEAHA.125.053401"],"URL":"https:\/\/doi.org\/10.1161\/strokeaha.125.053401","relation":{},"ISSN":["0039-2499","1524-4628"],"issn-type":[{"value":"0039-2499","type":"print"},{"value":"1524-4628","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,6]]},"assertion":[{"value":"2025-08-13","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-01-27","order":1,"name":"revised","label":"Revised","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-03-16","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-04-08","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}