{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,6]],"date-time":"2026-10-06T05:44:16Z","timestamp":1791265456951,"version":"4.1.0"},"reference-count":12,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2025,4,23]],"date-time":"2025-04-23T00:00:00Z","timestamp":1745366400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2025,4,23]],"date-time":"2025-04-23T00:00:00Z","timestamp":1745366400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Heart Fail Rev"],"abstract":"<jats:title>Abstract<\/jats:title>\n          <jats:p>While there is continued progress in developing therapies for patients with heart failure, the condition results in significant morbidity and a sizeable economic impact on our society. Recent advances in wearable sensors combined with machine learning algorithms give hope that heart failure can be better managed remotely and allow for improved clinical outcomes. This is a focused review of the key findings of the SEISMocardiogram In Cardiovascular Monitoring for Heart Failure I (SEISMIC-HF 1) study, presented at the American Heart Association\u2019s Scientific Sessions 2024 in Chicago, Illinois. This study showcased the ability of a machine learning algorithm to estimate pulmonary capillary wedge pressure in patients with heart failure with reduced ejection fraction, utilizing seismocardiography, photoplethysmography, and electrocardiography signals obtained non-invasively through a wearable sensor patch (CardioTag) for model input. The authors showed a significant correlation between model-predicted pulmonary capillary wedge pressure and the gold standard pressure measurement obtained from right heart catheterization. Future investigations should assess the implementation of this technology as a part of a treatment strategy for outpatient heart failure care and explore its performance in additional study populations including those with heart failure with preserved ejection fraction and in patients outside of the clinical environment.<\/jats:p>","DOI":"10.1007\/s10741-025-10514-1","type":"journal-article","created":{"date-parts":[[2025,4,23]],"date-time":"2025-04-23T14:36:10Z","timestamp":1745418970000},"page":"1099-1101","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["SEISMIC-HF 1: key findings from AHA24 and implications for remote cardiac monitoring"],"prefix":"10.1007","volume":"30","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4105-0579","authenticated-orcid":false,"given":"Baljash","family":"Cheema","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anjan","family":"Tibrewala","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,4,23]]},"reference":[{"key":"10514_CR1","doi-asserted-by":"publisher","unstructured":"Bozkurt B, Ahmad T, Alexander K, Baker WL, Bosak K, Breathett K, Carter S, Drazner MH, Dunlay SM, Fonarow GC,\u00a0Greene SJ, Heidenreich P, Ho JE, Hsich E, Ibrahim NE, Jones LM, Khan SS, Khazanie P, Koelling T, Lee CS, Morris AA,\u00a0Page RL 2nd, Pandey A, Piano MR, Sandhu AT, Stehlik J, Stevenson LW, Teerlink J, Vest AR, Yancy C, Ziaeian B,\u00a0WRITING COMMITTEE MEMBERS (2025) HF STATS 2024: heart failure epidemiology and outcomes statistics an updated 2024 Report from the Heart Failure Society of America. J Card Fail 31(1):66\u2013116. https:\/\/doi.org\/10.1016\/j.cardfail.2024.07.001","DOI":"10.1016\/j.cardfail.2024.07.001"},{"key":"10514_CR2","doi-asserted-by":"publisher","first-page":"1433","DOI":"10.1161\/CIRCULATIONAHA.108.783910","volume":"118","author":"MR Zile","year":"2008","unstructured":"Zile MR, Bennett TD, St John Sutton M et al (2008) Transition from chronic compensated to acute decompensated heart failure: pathophysiological insights obtained from continuous monitoring of intracardiac pressures. Circulation 118:1433\u201341","journal-title":"Circulation"},{"key":"10514_CR3","doi-asserted-by":"publisher","first-page":"630","DOI":"10.1002\/ejhf.1042","volume":"20","author":"B Cheema","year":"2018","unstructured":"Cheema B, Ambrosy AP, Kaplan RM et al (2018) Lessons learned in acute heart failure. Eur J Heart Fail 20:630\u2013641","journal-title":"Eur J Heart Fail"},{"key":"10514_CR4","doi-asserted-by":"publisher","first-page":"453","DOI":"10.1016\/S0140-6736(15)00723-0","volume":"387","author":"WT Abraham","year":"2016","unstructured":"Abraham WT, Stevenson LW, Bourge RC, Lindenfeld JA, Bauman JG, Adamson PB (2016) Sustained efficacy of pulmonary artery pressure to guide adjustment of chronic heart failure therapy: complete follow-up results from the CHAMPION randomised trial. Lancet 387:453\u2013461","journal-title":"Lancet"},{"key":"10514_CR5","doi-asserted-by":"publisher","first-page":"991","DOI":"10.1016\/S0140-6736(21)01754-2","volume":"398","author":"J Lindenfeld","year":"2021","unstructured":"Lindenfeld J, Zile MR, Desai AS et al (2021) Haemodynamic-guided management of heart failure (GUIDE-HF): a randomised controlled trial. Lancet 398:991\u20131001","journal-title":"Lancet"},{"key":"10514_CR6","doi-asserted-by":"publisher","first-page":"682","DOI":"10.1016\/j.jacc.2023.11.030","volume":"83","author":"J Lindenfeld","year":"2024","unstructured":"Lindenfeld J, Costanzo MR, Zile MR et al (2024) Implantable Hemodynamic Monitors Improve Survival in Patients With Heart Failure and Reduced Ejection Fraction. J Am Coll Cardiol 83:682\u2013694","journal-title":"J Am Coll Cardiol"},{"key":"10514_CR7","doi-asserted-by":"publisher","first-page":"2272","DOI":"10.1016\/j.jacc.2023.04.010","volume":"81","author":"LW Stevenson","year":"2023","unstructured":"Stevenson LW, Ross HJ, Rathman LD, Boehmer JP (2023) Remote monitoring for heart failure management at home: JACC Scientific Statement. J Am Coll Cardiol 81:2272\u20132291","journal-title":"J Am Coll Cardiol"},{"key":"10514_CR8","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1016\/j.jacc.2024.05.003","volume":"84","author":"R Khera","year":"2024","unstructured":"Khera R, Oikonomou EK, Nadkarni GN et al (2024) Transforming cardiovascular care with artificial intelligence: from discovery to practice: JACC State-of-the-Art Review. J Am Coll Cardiol 84:97\u2013114","journal-title":"J Am Coll Cardiol"},{"key":"10514_CR9","doi-asserted-by":"crossref","unstructured":"Ning G, Wang W, He J, Bi Y, Xu Y, Li M (2024) Late-breaking science abstracts and featured science abstracts from the American Heart Association\u2019s Scientific Sessions 2024 and late-breaking abstracts in resuscitation science from the resuscitation science symposium 2024. Circulation 150:e712\u2013e763.\u00a0https:\/\/www.ahajournals.org\/doi\/10.1161\/CIR.0000000000001299","DOI":"10.1161\/CIR.0000000000001299"},{"key":"10514_CR10","doi-asserted-by":"crossref","unstructured":"Klein L CA, Fudim M, Gordon R, Tibrewala A, Hernandez-Montfort J, McCann P, Inan OT (2024) Novel AI to assess intracardiac filling pressure: The non-invasive\u00a0SEISMocardiogram in cardiovascular monitoring for heart failure I (SEISMIC-HF I) study. American Heart Association Scientific Sessions","DOI":"10.1016\/j.jacc.2024.09.544"},{"key":"10514_CR11","doi-asserted-by":"publisher","first-page":"2243","DOI":"10.3390\/math9182243","volume":"9","author":"D Rai","year":"2021","unstructured":"Rai D, Thakkar HK, Rajput SS, Santamaria J, Bhatt C, Roca F (2021) A comprehensive review on seismocardiogram: current advancements on acquisition, annotation, and applications. Mathematics 9:2243","journal-title":"Mathematics"},{"key":"10514_CR12","doi-asserted-by":"crossref","unstructured":"Mesk\u00f3 B, Topol EJ (2023) The imperative for regulatory oversight of large language models (or generative AI) in healthcare. NPJ Digit Med 6:120","DOI":"10.1038\/s41746-023-00873-0"}],"container-title":["Heart Failure Reviews"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10741-025-10514-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10741-025-10514-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10741-025-10514-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,6]],"date-time":"2025-09-06T12:06:05Z","timestamp":1757160365000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10741-025-10514-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,4,23]]},"references-count":12,"journal-issue":{"issue":"5","published-online":{"date-parts":[[2025,9]]}},"alternative-id":["10514"],"URL":"https:\/\/doi.org\/10.1007\/s10741-025-10514-1","relation":{},"ISSN":["1573-7322"],"issn-type":[{"value":"1573-7322","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,4,23]]},"assertion":[{"value":"15 April 2025","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 April 2025","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"Dr. Cheema has received consulting fees from Caption Health, Inc. and Viz.ai, served on an advisory board for Novo Nordisk, is an advisor with equity interest in Healthspan, Inc. and Zoe Biosciences, has received speaking fees and honoraria for Bristol Meyers Squibb, and was a Sub-Investigator for the SEISMIC-HF 1 study. Dr. Tibrewala has received consulting fees from Boehringer Ingelheim, research funding from Omron Healthcare, and was the site Principle Investigator for the SEIMIC-HF 1 study.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}]}}